Refresh transformers dataset snapshot 20260628T180015Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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-      "account_age_days": 1037,
-      "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": {
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-            "kind": "pull_request",
-            "number": 45694,
-            "title": "Fix train_batch_size and eval_batch_size to respect split_batches config",
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     {
       "author_login": "mironable",
       "name": "Mironas Bitinis",
@@ -21098,63 +20907,6 @@
       },
       "fetch_error": null
     },
-    {
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-      "name": "PH penguin",
-      "profile_url": "https://github.com/PHclaw",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APHclaw",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APHclaw",
-      "repo_first_seen_at": "2026-04-29T02:08:23Z",
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-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 26,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 18,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 4,
-        "open_pr_count": 14,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.2222,
-        "still_open_pr_rate": 0.7778,
-        "distinct_repos_with_authored_prs": 8,
-        "distinct_repos_with_open_prs": 5
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45697,
-            "title": "fix(testing): check torch.cuda.is_available() before get_device_capability",
-            "url": "https://github.com/huggingface/transformers/pull/45697",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
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     {
       "author_login": "PINKIIILQWQ",
       "name": null,
@@ -22527,6 +22279,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "sergioperezcheco",
+      "name": "Checo",
+      "profile_url": "https://github.com/sergioperezcheco",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergioperezcheco",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergioperezcheco",
+      "repo_first_seen_at": "2026-06-28T17:06:32Z",
+      "repo_last_seen_at": "2026-06-28T17:06:32Z",
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+      "snapshot_issue_count": 0,
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+      "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": 1522,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 14,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 11,
+        "merged_pr_rate": 0.0714,
+        "closed_unmerged_pr_rate": 0.1429,
+        "still_open_pr_rate": 0.7857,
+        "distinct_repos_with_authored_prs": 7,
+        "distinct_repos_with_open_prs": 5
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46946,
+            "title": "T5: add SDPA and Flash Attention 2 support",
+            "url": "https://github.com/huggingface/transformers/pull/46946",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-28T17:06:32Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "sezer-muhammed",
       "name": "Muhammed Sezer",
@@ -22543,12 +22352,12 @@
       "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": 2054,
       "young_account": false,
       "follow_through_score": "weak",
@@ -23503,14 +23312,14 @@
       "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": "2026-06-27T09:19:17Z",
+      "repo_last_seen_at": "2026-06-28T11:58:40Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 14,
+      "repo_artifact_count": 17,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 3,
-      "snapshot_review_count": 5,
-      "snapshot_review_comment_count": 5,
+      "snapshot_comment_count": 4,
+      "snapshot_review_count": 6,
+      "snapshot_review_comment_count": 6,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260628T060020Z`
-- Generated: `2026-06-28T06:00:55Z`
+- Snapshot: `20260628T180015Z`
+- Generated: `2026-06-28T18:01:01Z`
 - Activity window: `60d`
-- Contributors: `357`
+- Contributors: `354`
 
 ## Summary
 
@@ -111,7 +111,6 @@
 | `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 |
 | `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 |
 | `ChangyiYang` | [profile](https://github.com/ChangyiYang) | no | CONTRIBUTOR | 1384d | `2026-06-12T07:03:59Z` | 2 | 0 | mixed | moderate | low | 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 |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
@@ -156,6 +155,7 @@
 | `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 |
 | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2704d | `2026-02-26T17:57:16Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
+| `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 |
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1347d | `2026-04-21T12:37:31Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -164,12 +164,10 @@
 | `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 |
 | `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 |
-| `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 |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
-| `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `kndtran` | [profile](https://github.com/kndtran) | no | CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -275,7 +273,7 @@
 | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
 | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `JOhnsonKC201` | [profile](https://github.com/JOhnsonKC201) | yes | FIRST_TIME_CONTRIBUTOR | 702d | `2026-06-28T03:12:24Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `JOhnsonKC201` | [profile](https://github.com/JOhnsonKC201) | no | FIRST_TIME_CONTRIBUTOR | 702d | `2026-06-28T03:12:24Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kemuxiaozi000` | [profile](https://github.com/kemuxiaozi000) | no | FIRST_TIME_CONTRIBUTOR | 3406d | `2026-06-17T09:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kevin-Li-2025` | [profile](https://github.com/Kevin-Li-2025) | no | FIRST_TIME_CONTRIBUTOR | 371d | `2026-06-17T18:09:50Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -299,7 +297,6 @@
 | `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 |
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | FIRST_TIME_CONTRIBUTOR | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -309,7 +306,6 @@
 | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -334,7 +330,8 @@
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | 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 |
-| `sezer-muhammed` | [profile](https://github.com/sezer-muhammed) | yes | FIRST_TIME_CONTRIBUTOR | 2054d | `2026-06-28T03:58:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | yes | FIRST_TIME_CONTRIBUTOR | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `sezer-muhammed` | [profile](https://github.com/sezer-muhammed) | no | FIRST_TIME_CONTRIBUTOR | 2054d | `2026-06-28T03:58:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sgerrard` | [profile](https://github.com/sgerrard) | no | 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 |
 | `ShamSaleem` | [profile](https://github.com/ShamSaleem) | no | CONTRIBUTOR | 1520d | `2026-06-22T07:57:42Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -470,12 +467,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-06-26T08:49:22Z`
+- repo last seen: `2026-06-28T16:37:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **103**
 - snapshot authored PRs/issues: **97 PRs / 6 issues**
-- snapshot discussion activity: **185 comments / 222 reviews / 202 review comments**
+- snapshot discussion activity: **185 comments / 223 reviews / 203 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -484,7 +481,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46811: call transformers-ci in a nightly run](https://github.com/huggingface/transformers/pull/46811) — closed, merged
-- [PR #46774: Insert a Grafana badge in the PR](https://github.com/huggingface/transformers/pull/46774) — open
+- [PR #46774: Insert a Grafana badge in the PR](https://github.com/huggingface/transformers/pull/46774) — closed, merged
 - [PR #46602: [CI] don't export OTELs within the tests](https://github.com/huggingface/transformers/pull/46602) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
@@ -2269,12 +2266,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-06-26T07:40:58Z`
+- repo last seen: `2026-06-28T15:25:05Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 104 reviews / 123 review comments**
+- snapshot discussion activity: **10 comments / 104 reviews / 123 review comments**
 - account age: **3079 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
@@ -2767,28 +2764,6 @@ Example artifacts:
 - [PR #46633: Lfm2: also thread `seq_idx` through ShortConv.slow_forward (non-fast-path)](https://github.com/huggingface/transformers/pull/46633) — closed, merged
 - [PR #46588: Lfm2: thread `seq_idx` through ShortConv for packed/varlen inputs](https://github.com/huggingface/transformers/pull/46588) — closed, merged
 
-### `dhruv7477`
-
-- profile: [github.com/dhruv7477](https://github.com/dhruv7477)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
-- repo first seen: `2026-04-29T09:34:56Z`
-- repo last seen: `2026-05-03T13:55:42Z`
-- first seen in snapshot: **no**
-- repo association: **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: **1579 days**
-- recent public PR activity: **6 PRs** (1 merged / 3 closed-unmerged / 2 open; merged rate **17%**, closed-unmerged rate **50%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
-- [PR #45700: Add docstrings to type validator functions](https://github.com/huggingface/transformers/pull/45700) — closed
-
 ### `fyhon`
 
 - profile: [github.com/fyhon](https://github.com/fyhon)
@@ -3796,6 +3771,28 @@ Example artifacts:
 - [PR #46857: docs: Update NeMo AutoModel doc examples](https://github.com/huggingface/transformers/pull/46857) — closed, merged
 - [PR #44304: docs: Add NeMo Automodel community integration docs](https://github.com/huggingface/transformers/pull/44304) — closed, merged
 
+### `dhruv7477`
+
+- profile: [github.com/dhruv7477](https://github.com/dhruv7477)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
+- repo first seen: `2026-04-29T09:34:56Z`
+- repo last seen: `2026-05-03T13:55:42Z`
+- first seen in snapshot: **no**
+- repo association: **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: **1579 days**
+- recent public PR activity: **6 PRs** (1 merged / 3 closed-unmerged / 2 open; merged rate **17%**, closed-unmerged rate **50%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
+- [PR #45700: Add docstrings to type validator functions](https://github.com/huggingface/transformers/pull/45700) — closed
+
 ### `glegendre01`
 
 - profile: [github.com/glegendre01](https://github.com/glegendre01)
@@ -3972,28 +3969,6 @@ Example artifacts:
 - [PR #45740: Fix IndexError in sdpa_mask and flex_attention_mask for 0D tensors during ONNX export](https://github.com/huggingface/transformers/pull/45740) — closed
 - [PR #44422: docs: add Spanish translation for conversations.md (chat basics)](https://github.com/huggingface/transformers/pull/44422) — closed, merged
 
-### `moonbogi`
-
-- profile: [github.com/moonbogi](https://github.com/moonbogi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoonbogi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoonbogi)
-- repo first seen: `2026-04-27T22:45:13Z`
-- repo last seen: `2026-04-29T17:42:40Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
-- account age: **3943 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 #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
-
 ### `orbisai0security`
 
 - profile: [github.com/orbisai0security](https://github.com/orbisai0security)
@@ -4082,28 +4057,6 @@ Example artifacts:
 - [PR #46184: [GLM-4.6V] Update with GLM-GA Processor](https://github.com/huggingface/transformers/pull/46184) — closed, merged
 - [PR #43391: [GLM-OCR] GLM-OCR Support](https://github.com/huggingface/transformers/pull/43391) — closed, merged
 
-### `zvik`
-
-- profile: [github.com/zvik](https://github.com/zvik)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik)
-- repo first seen: `2026-03-03T07:50:39Z`
-- repo last seen: `2026-04-29T08:25:46Z`
-- 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 / 8 reviews / 8 review comments**
-- account age: **4383 days**
-- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars**
-
-Example artifacts:
-- [PR #45695: Support for a new Granite-Speech-Plus model](https://github.com/huggingface/transformers/pull/45695) — closed, merged
-- [PR #44408: Add option to export  encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open
-
 ### `ir2718`
 
 - profile: [github.com/ir2718](https://github.com/ir2718)
@@ -4369,7 +4322,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46134: Validate shard filenames in get_checkpoint_shard_files](https://github.com/huggingface/transformers/pull/46134) — closed
-- [Issue #46097: Path Traversal in Sharded Checkpoint Loader via Unsanitized `weight_map` Entries in `*.index.json`](https://github.com/huggingface/transformers/issues/46097) — open
+- [Issue #46097: Path Traversal in Sharded Checkpoint Loader via Unsanitized `weight_map` Entries in `*.index.json`](https://github.com/huggingface/transformers/issues/46097) — closed
 
 ### `kasakh`
 
@@ -6343,7 +6296,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJOhnsonKC201)
 - repo first seen: `2026-06-28T03:12:24Z`
 - repo last seen: `2026-06-28T03:23:36Z`
-- 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**
@@ -6840,27 +6793,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46687: Fix Wav2Vec2PhonemeCTCTokenizer stale phonemizer_lang state issue](https://github.com/huggingface/transformers/pull/46687) — open
 
-### `MinuriRajapakse`
-
-- profile: [github.com/MinuriRajapakse](https://github.com/MinuriRajapakse)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMinuriRajapakse)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMinuriRajapakse)
-- repo first seen: `2026-04-29T06:12:46Z`
-- repo last seen: `2026-04-29T07:04:55Z`
-- 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 / 0 reviews / 0 review comments**
-- account age: **1037 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 #45694: Fix train_batch_size and eval_batch_size to respect split_batches config](https://github.com/huggingface/transformers/pull/45694) — open
-
 ### `mironable`
 
 - profile: [github.com/mironable](https://github.com/mironable)
@@ -7050,27 +6982,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46203: Fix Gemma4 Array Mask Indexing](https://github.com/huggingface/transformers/pull/46203) — closed, merged
 
-### `PHclaw`
-
-- profile: [github.com/PHclaw](https://github.com/PHclaw)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APHclaw)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APHclaw)
-- repo first seen: `2026-04-29T02:08:23Z`
-- repo last seen: `2026-04-29T08:27:47Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **26 days**
-- recent public PR activity: **18 PRs** (0 merged / 4 closed-unmerged / 14 open; merged rate **0%**, closed-unmerged rate **22%**, open rate **78%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **very new account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45697: fix(testing): check torch.cuda.is_available() before get_device_capability](https://github.com/huggingface/transformers/pull/45697) — closed
-
 ### `PINKIIILQWQ`
 
 - profile: [github.com/PINKIIILQWQ](https://github.com/PINKIIILQWQ)
@@ -7575,6 +7486,27 @@ 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
 
+### `sergioperezcheco`
+
+- profile: [github.com/sergioperezcheco](https://github.com/sergioperezcheco)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergioperezcheco)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergioperezcheco)
+- repo first seen: `2026-06-28T17:06:32Z`
+- repo last seen: `2026-06-28T17:06:32Z`
+- 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: **1522 days**
+- recent public PR activity: **14 PRs** (1 merged / 2 closed-unmerged / 11 open; merged rate **7%**, closed-unmerged rate **14%**, open rate **79%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46946: T5: add SDPA and Flash Attention 2 support](https://github.com/huggingface/transformers/pull/46946) — open
+
 ### `sezer-muhammed`
 
 - profile: [github.com/sezer-muhammed](https://github.com/sezer-muhammed)
@@ -7582,7 +7514,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asezer-muhammed)
 - repo first seen: `2026-06-28T03:58:25Z`
 - repo last seen: `2026-06-28T03:58:25Z`
-- 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**
@@ -7938,12 +7870,12 @@ Example artifacts:
 - 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: `2026-06-27T09:19:17Z`
+- repo last seen: `2026-06-28T11:58:40Z`
 - 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: **3 comments / 5 reviews / 5 review comments**
+- snapshot discussion activity: **4 comments / 6 reviews / 6 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

new_contributors.parquet

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+size 64165

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
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@@ -2532,7 +2532,7 @@
         46885
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           "concentration_similarity": 1.0,
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           "concentration_similarity": 1.0,
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