Refresh transformers dataset snapshot 20260511T180035Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260511T180035Z`
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+      "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": 2564,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45895,
+            "title": "Fix undefined 'input' variable",
+            "url": "https://github.com/huggingface/transformers/pull/45895",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-11T13:43:45Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "gagandhakrey",
       "name": "Gagan Dhakrey",
@@ -17561,12 +17618,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryfrzz",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryfrzz",
       "repo_first_seen_at": "2026-05-09T15:53:39Z",
-      "repo_last_seen_at": "2026-05-09T16:08:27Z",
+      "repo_last_seen_at": "2026-05-11T13:13:52Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -19667,63 +19724,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Mamiglia",
-      "name": "Matteo Migliarini",
-      "profile_url": "https://github.com/Mamiglia",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMamiglia",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMamiglia",
-      "repo_first_seen_at": "2026-05-08T16:06:43Z",
-      "repo_last_seen_at": "2026-05-08T16:06:43Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 3093,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.5,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45849,
-            "title": "Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)",
-            "url": "https://github.com/huggingface/transformers/pull/45849",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-08T16:06:43Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "marvinzh",
       "name": "bairongz",
@@ -19788,21 +19788,21 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amassimilianoviola",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amassimilianoviola",
       "repo_first_seen_at": "2026-05-11T07:00:47Z",
-      "repo_last_seen_at": "2026-05-11T07:00:47Z",
+      "repo_last_seen_at": "2026-05-11T16:24:50Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "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": 2120,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -21747,14 +21747,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aruben-aghayan",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aruben-aghayan",
       "repo_first_seen_at": "2026-04-13T03:57:04Z",
-      "repo_last_seen_at": "2026-05-03T03:55:50Z",
+      "repo_last_seen_at": "2026-05-11T17:52:50Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 5,
+      "repo_artifact_count": 7,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 2,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
+      "snapshot_review_count": 2,
+      "snapshot_review_comment_count": 2,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -22900,7 +22900,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260511T120023Z`
-- Generated: `2026-05-11T12:02:10Z`
+- Snapshot: `20260511T180035Z`
+- Generated: `2026-05-11T18:02:36Z`
 - Activity window: `60d`
 - Contributors: `355`
 
@@ -111,6 +111,7 @@
 | `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1956d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `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 | FIRST_TIME_CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -142,7 +143,6 @@
 | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 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 |
 | `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 37d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `MaybeSam05` | [profile](https://github.com/MaybeSam05) | no | FIRST_TIME_CONTRIBUTOR | 2114d | `2026-03-11T22:52:23Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; 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 |
 | `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
@@ -212,7 +212,7 @@
 | `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | FIRST_TIME_CONTRIBUTOR | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `andreay99` | [profile](https://github.com/andreay99) | no | FIRST_TIME_CONTRIBUTOR | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
 | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -246,6 +246,7 @@
 | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
 | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
+| `fullyz` | [profile](https://github.com/fullyz) | yes | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | no | NONE | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
@@ -291,9 +292,8 @@
 | `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
 | `maanas1234` | [profile](https://github.com/maanas1234) | no | CONTRIBUTOR | 584d | `2026-03-31T17:31:37Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `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 |
-| `Mamiglia` | [profile](https://github.com/Mamiglia) | no | FIRST_TIME_CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 1 | 0 | mixed | low | low | high open PR share; 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 |
-| `massimilianoviola` | [profile](https://github.com/massimilianoviola) | yes | FIRST_TIME_CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
+| `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | FIRST_TIME_CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -445,12 +445,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-05-11T11:46:39Z`
+- repo last seen: `2026-05-11T17:51:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **76**
 - snapshot authored PRs/issues: **76 PRs / 0 issues**
-- snapshot discussion activity: **524 comments / 778 reviews / 1823 review comments**
+- snapshot discussion activity: **525 comments / 788 reviews / 1833 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`
@@ -520,12 +520,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2025-01-06T17:52:26Z`
-- repo last seen: `2026-05-08T18:40:39Z`
+- repo last seen: `2026-05-11T16:17:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **27 comments / 124 reviews / 225 review comments**
+- snapshot discussion activity: **27 comments / 125 reviews / 225 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -569,12 +569,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-05-08T17:19:11Z`
+- repo last seen: `2026-05-11T17:11:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **44**
 - snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **521 comments / 903 reviews / 3894 review comments**
+- snapshot discussion activity: **522 comments / 921 reviews / 3914 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
@@ -593,12 +593,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-05-08T15:19:40Z`
+- repo last seen: `2026-05-11T16:46:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **40 PRs / 0 issues**
-- snapshot discussion activity: **600 comments / 218 reviews / 121 review comments**
+- snapshot discussion activity: **610 comments / 222 reviews / 123 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -665,12 +665,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
 - repo first seen: `2025-10-03T15:26:01Z`
-- repo last seen: `2026-05-08T17:24:55Z`
+- repo last seen: `2026-05-11T14:28:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **27 PRs / 0 issues**
-- snapshot discussion activity: **53 comments / 187 reviews / 351 review comments**
+- snapshot discussion activity: **54 comments / 189 reviews / 369 review comments**
 - account age: **1978 days**
 - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: `huggingface`
@@ -678,7 +678,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45828: [Weight converter] Revert unnecessary changes to `rename_source_key`](https://github.com/huggingface/transformers/pull/45828) — open
+- [PR #45828: [Weight converter] Revert unnecessary changes to `rename_source_key`](https://github.com/huggingface/transformers/pull/45828) — closed, merged
 - [PR #45692: [Fix Phi4 test] Fall back to model config for image processor when `trust_remote_code` is False](https://github.com/huggingface/transformers/pull/45692) — closed, merged
 - [PR #45661: [Weight Converter] More fine-grained mappings on classes, scoping for every transforms (including weight converter)](https://github.com/huggingface/transformers/pull/45661) — closed, merged
 
@@ -1469,12 +1469,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
 - repo first seen: `2026-04-23T00:37:54Z`
-- repo last seen: `2026-05-09T06:30:56Z`
+- repo last seen: `2026-05-11T17:46:23Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **4 PRs / 4 issues**
-- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
 - account age: **4221 days**
 - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
 - public orgs: none visible
@@ -1658,12 +1658,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
 - repo first seen: `2026-04-13T08:59:27Z`
-- repo last seen: `2026-05-09T06:09:44Z`
+- repo last seen: `2026-05-11T15:04:22Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
 - account age: **1453 days**
 - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
 - public orgs: none visible
@@ -2744,6 +2744,28 @@ Example artifacts:
 - [PR #45595: Add unified Cache-layer management for GLM-5 DSA Indexer keys](https://github.com/huggingface/transformers/pull/45595) — closed
 - [PR #45424: Add IndexCache support for GLM5 DSA](https://github.com/huggingface/transformers/pull/45424) — closed, merged
 
+### `Mamiglia`
+
+- profile: [github.com/Mamiglia](https://github.com/Mamiglia)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMamiglia)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMamiglia)
+- repo first seen: `2026-05-08T16:06:43Z`
+- repo last seen: `2026-05-11T16:14:59Z`
+- 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: **3093 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 #45896: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45896) — open
+- [PR #45849: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45849) — closed
+
 ### `matdou`
 
 - profile: [github.com/matdou](https://github.com/matdou)
@@ -3309,12 +3331,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abzantium)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abzantium)
 - repo first seen: `2025-09-24T07:07:47Z`
-- repo last seen: `2026-05-11T08:07:56Z`
+- repo last seen: `2026-05-11T13:05:41Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **3641 days**
 - recent public PR activity: **51 PRs** (11 merged / 12 closed-unmerged / 28 open; merged rate **22%**, closed-unmerged rate **24%**, open rate **55%**)
 - public orgs: none visible
@@ -3437,28 +3459,6 @@ Example artifacts:
 - [PR #44641: Conditinally passing and_mask_function arg to create_causal_mask ](https://github.com/huggingface/transformers/pull/44641) — open, draft
 - [PR #44587: Fix: Handling fused qkv result tensor slicing for tp sharded qkv weights](https://github.com/huggingface/transformers/pull/44587) — open, draft
 
-### `MaybeSam05`
-
-- profile: [github.com/MaybeSam05](https://github.com/MaybeSam05)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMaybeSam05)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMaybeSam05)
-- repo first seen: `2026-03-11T22:52:23Z`
-- repo last seen: `2026-03-12T13:25:54Z`
-- 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: **2114 days**
-- recent public PR activity: **8 PRs** (2 merged / 4 closed-unmerged / 2 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
-- 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 #44630: Fix Qwen3.5 num_labels propagation to text_config (fix #44625)](https://github.com/huggingface/transformers/pull/44630) — closed
-- [PR #44615: Restore is_torch_fx_available for trust_remote_code backwards compatibility](https://github.com/huggingface/transformers/pull/44615) — open
-
 ### `mitre88`
 
 - profile: [github.com/mitre88](https://github.com/mitre88)
@@ -4588,7 +4588,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #45867: security: enforce weights_only=True across multiple conversion scripts](https://github.com/huggingface/transformers/pull/45867) — open
+- [PR #45867: security: enforce weights_only=True across multiple conversion scripts](https://github.com/huggingface/transformers/pull/45867) — closed
 
 ### `aarushisingh04`
 
@@ -4976,7 +4976,7 @@ Example artifacts:
 - repo first seen: `2026-05-09T02:34:44Z`
 - repo last seen: `2026-05-09T02:34:44Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -4987,7 +4987,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45856: Migrate TF32 API calls to new fp32_precision API](https://github.com/huggingface/transformers/pull/45856) — open
+- [PR #45856: Migrate TF32 API calls to new fp32_precision API](https://github.com/huggingface/transformers/pull/45856) — closed
 
 ### `andrewor14`
 
@@ -5683,6 +5683,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45742: feat(llama): add has_weight parameter to LlamaRMSNorm for FlashNorm-folded checkpoints (+12.77% e2e on Llama-3.2-1B at bf16/A100)](https://github.com/huggingface/transformers/pull/45742) — open
 
+### `fullyz`
+
+- profile: [github.com/fullyz](https://github.com/fullyz)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afullyz)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afullyz)
+- repo first seen: `2026-05-11T13:43:45Z`
+- repo last seen: `2026-05-11T13:43:45Z`
+- 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: **2564 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45895: Fix undefined 'input' variable](https://github.com/huggingface/transformers/pull/45895) — open
+
 ### `gagandhakrey`
 
 - profile: [github.com/gagandhakrey](https://github.com/gagandhakrey)
@@ -5857,12 +5878,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryfrzz)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryfrzz)
 - repo first seen: `2026-05-09T15:53:39Z`
-- repo last seen: `2026-05-09T16:08:27Z`
+- repo last seen: `2026-05-11T13:13:52Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **735 days**
 - recent public PR activity: **6 PRs** (1 merged / 4 closed-unmerged / 1 open; merged rate **17%**, closed-unmerged rate **67%**, open rate **17%**)
 - public orgs: none visible
@@ -6628,27 +6649,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45270: [Trainer] Support multi-loss component logging](https://github.com/huggingface/transformers/pull/45270) — open, draft
 
-### `Mamiglia`
-
-- profile: [github.com/Mamiglia](https://github.com/Mamiglia)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMamiglia)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMamiglia)
-- repo first seen: `2026-05-08T16:06:43Z`
-- repo last seen: `2026-05-08T16:06:43Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3093 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 #45849: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45849) — open
-
 ### `marvinzh`
 
 - profile: [github.com/marvinzh](https://github.com/marvinzh)
@@ -6676,12 +6676,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amassimilianoviola)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amassimilianoviola)
 - repo first seen: `2026-05-11T07:00:47Z`
-- repo last seen: `2026-05-11T07:00:47Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-05-11T16:24:50Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **2120 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
@@ -7390,12 +7390,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aruben-aghayan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aruben-aghayan)
 - repo first seen: `2026-04-13T03:57:04Z`
-- repo last seen: `2026-05-03T03:55:50Z`
+- repo last seen: `2026-05-11T17:52:50Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
 - account age: **3216 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

new_contributors.parquet

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-size 63476
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+size 63530

pr-scope-clusters.json

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 {
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-  "cluster_count": 50,
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+  "cluster_count": 49,
   "pr_scope_clusters": [
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@@ -97,7 +97,7 @@
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@@ -113,7 +113,7 @@
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@@ -129,7 +129,7 @@
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@@ -193,7 +193,7 @@
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@@ -238,11 +238,11 @@
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@@ -1227,20 +1227,20 @@
         "src/transformers/models/glm_ocr",
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         "src/transformers/models/glm4v",
-        "src/transformers/models/glm4v_moe",
         "src/transformers/models/qwen2_5_omni",
-        "src/transformers/models/qwen3_5_moe",
-        "src/transformers/models/ernie4_5_vl_moe"
+        "src/transformers/models/glm4v_moe",
+        "src/transformers/models/ernie4_5_vl_moe",
+        "src/transformers/models/qwen2_5_vl"
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             "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -1269,11 +1269,11 @@
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@@ -2115,7 +1919,7 @@
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@@ -2147,7 +1951,7 @@
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@@ -2162,123 +1966,122 @@
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     {
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+      "cluster_id": "pr-scope-44974-4",
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+        45635,
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-      "average_similarity": 0.403,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
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+      "average_similarity": 0.423,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`; representative PR #45635.",
       "shared_filenames": [
-        "src/transformers/utils/import_utils.py"
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       "shared_directories": [
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@@ -2449,7 +2252,7 @@
         45422
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       "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
       "shared_filenames": [
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@@ -2464,8 +2267,8 @@
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@@ -2482,8 +2285,8 @@
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@@ -2500,8 +2303,8 @@
         {
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@@ -2666,7 +2469,7 @@
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@@ -2694,7 +2497,7 @@
         44872
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-      "average_similarity": 0.471,
+      "average_similarity": 0.47,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -2726,7 +2529,7 @@
           "left_pr_number": 34667,
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@@ -2743,7 +2546,7 @@
           "left_pr_number": 39683,
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@@ -2766,7 +2569,7 @@
         44547
       ],
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-      "average_similarity": 0.463,
+      "average_similarity": 0.462,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
       "shared_filenames": [
         "src/transformers/modeling_flash_attention_utils.py"
@@ -2779,7 +2582,7 @@
         {
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@@ -2851,7 +2654,7 @@
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.963,
@@ -2900,6 +2703,78 @@
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+    {
+      "cluster_id": "pr-scope-44385-3",
+      "pr_numbers": [
+        44385,
+        44615,
+        45524
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+      "representative_pr_number": 44615,
+      "average_similarity": 0.399,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
+      "shared_filenames": [
+        "src/transformers/utils/import_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/utils",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
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+          "size_similarity": 0.229,
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+          ],
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+            "src/transformers",
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+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
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+        },
+        {
+          "left_pr_number": 44385,
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+          "similarity": 0.379,
+          "content_similarity": 0.243,
+          "size_similarity": 0.615,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "src"
+          ]
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+      ]
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     {
       "cluster_id": "pr-scope-33686-3",
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@@ -2908,7 +2783,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.368,
+      "average_similarity": 0.369,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2921,8 +2796,8 @@
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