Refresh transformers dataset snapshot 20260710T000031Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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+      "snapshot_review_comment_count": 17,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 4292,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
+      "public_orgs": [
+        "systers",
+        "crowdresearch"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 3,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.6667,
+        "still_open_pr_rate": 0.3333,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47222,
+            "title": "pytorch 2.13 is released , updating transformer to handle the fix tf32 issue",
+            "url": "https://github.com/huggingface/transformers/pull/47222",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-09T20:12:12Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45777,
+            "title": "torch.backends.fp32_precision cascade conv/rnn so removing the temp fix",
+            "url": "https://github.com/huggingface/transformers/pull/45777",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-04T22:47:02Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44146,
+            "title": "Ensure final evaluation runs with step-based evaluation strategy",
+            "url": "https://github.com/huggingface/transformers/pull/44146",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-02-19T05:29:21Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "sergiopaniego",
       "name": "Sergio Paniego Blanco",
@@ -17926,12 +18143,12 @@
       "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": 2501,
       "young_account": false,
       "follow_through_score": "weak",
@@ -20400,12 +20617,12 @@
       "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": 983,
       "young_account": false,
       "follow_through_score": "strong",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260709T180026Z`
-- Generated: `2026-07-09T18:03:20Z`
+- Snapshot: `20260710T000031Z`
+- Generated: `2026-07-10T00:01:38Z`
 - Activity window: `60d`
-- Contributors: `365`
+- Contributors: `368`
 
 ## Summary
 
@@ -57,6 +57,7 @@
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 7 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
+| `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 6 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 6 | 0 | strong | low | low | high recent PR volume |
 | `kaivalya-cyber` | [profile](https://github.com/kaivalya-cyber) | no | NONE | 1067d | `2026-07-09T05:30:44Z` | 6 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -92,7 +93,6 @@
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 5 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 4 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -110,7 +110,7 @@
 | `abhishekkapoorx` | [profile](https://github.com/abhishekkapoorx) | no | CONTRIBUTOR | 1898d | `2026-07-04T09:19:12Z` | 2 | 0 | strong | low | low | — |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | NONE | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ammmanism` | [profile](https://github.com/ammmanism) | yes | FIRST_TIME_CONTRIBUTOR | 1620d | `2026-07-09T14:36:07Z` | 2 | 0 | mixed | moderate | low | — |
+| `ammmanism` | [profile](https://github.com/ammmanism) | no | FIRST_TIME_CONTRIBUTOR | 1620d | `2026-07-09T14:36:07Z` | 2 | 0 | mixed | moderate | low | — |
 | `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `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 |
@@ -118,7 +118,8 @@
 | `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 |
-| `Functionhx` | [profile](https://github.com/Functionhx) | yes | FIRST_TIME_CONTRIBUTOR | 753d | `2026-07-09T12:40:10Z` | 2 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `faustomilletari` | [profile](https://github.com/faustomilletari) | yes | NONE | 4013d | `2026-07-09T18:24:24Z` | 2 | 0 | strong | moderate | low | — |
+| `Functionhx` | [profile](https://github.com/Functionhx) | no | FIRST_TIME_CONTRIBUTOR | 753d | `2026-07-09T12:40:10Z` | 2 | 0 | weak | high | low | high recent PR volume; broad repo spread; 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 |
 | `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 |
@@ -129,6 +130,7 @@
 | `kkwjk2718` | [profile](https://github.com/kkwjk2718) | no | CONTRIBUTOR | 889d | `2026-07-08T05:08:24Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kropiunig` | [profile](https://github.com/Kropiunig) | no | CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lcheng321` | [profile](https://github.com/lcheng321) | no | CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `maslinedwin` | [profile](https://github.com/maslinedwin) | yes | FIRST_TIME_CONTRIBUTOR | 886d | `2026-07-09T20:23:33Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
 | `mishig25` | [profile](https://github.com/mishig25) | no | MEMBER | 4108d | `2026-07-06T07:52:12Z` | 2 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `MosadCreates` | [profile](https://github.com/MosadCreates) | no | NONE | 586d | `2026-06-27T13:49:21Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -156,6 +158,7 @@
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
+| `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4292d | `2025-11-26T16:41:09Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -251,7 +254,7 @@
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | yes | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -294,7 +297,7 @@
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | no | NONE | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
-| `LevelVoid` | [profile](https://github.com/LevelVoid) | yes | FIRST_TIME_CONTRIBUTOR | 983d | `2026-07-09T15:16:26Z` | 1 | 0 | strong | moderate | low | — |
+| `LevelVoid` | [profile](https://github.com/LevelVoid) | no | FIRST_TIME_CONTRIBUTOR | 983d | `2026-07-09T15:16:26Z` | 1 | 0 | strong | moderate | low | — |
 | `lewtun` | [profile](https://github.com/lewtun) | no | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
@@ -1526,18 +1529,41 @@ Example artifacts:
 - [PR #46905: [Docs] Fix full disk offloading docs](https://github.com/huggingface/transformers/pull/46905) — closed, merged
 - [PR #46902: [Bugfix] [Offloading] Save disk-offloaded buffers, Save converted weights](https://github.com/huggingface/transformers/pull/46902) — closed
 
+### `Aravind-11`
+
+- profile: [github.com/Aravind-11](https://github.com/Aravind-11)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAravind-11)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAravind-11)
+- repo first seen: `2025-11-10T23:38:23Z`
+- repo last seen: `2026-07-09T22:41:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **28 comments / 14 reviews / 14 review comments**
+- account age: **2872 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47226: Add SAM 3.1 Object Multiplex video models](https://github.com/huggingface/transformers/pull/47226) — closed
+- [PR #46873: Fix GatedDeltaNet torch fallback prefill vs decode divergence (#46190)](https://github.com/huggingface/transformers/pull/46873) — closed
+- [PR #46872: Fix RT-DETR extra feature-level projection indexing (#46832)](https://github.com/huggingface/transformers/pull/46872) — closed
+
 ### `IMvision12`
 
 - profile: [github.com/IMvision12](https://github.com/IMvision12)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
 - repo first seen: `2026-05-10T21:08:04Z`
-- repo last seen: `2026-07-09T04:03:25Z`
+- repo last seen: `2026-07-09T21:37:22Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
 - account age: **1735 days**
 - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
 - public orgs: none visible
@@ -1545,7 +1571,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #47186: Fix batched Qwen2.5-Omni audio generation](https://github.com/huggingface/transformers/pull/47186) — open
+- [PR #47186: Fix batched Qwen2.5/3-Omni audio generation](https://github.com/huggingface/transformers/pull/47186) — open
 - [PR #47129: Fix RT-DETR v2 converter for current model keys](https://github.com/huggingface/transformers/pull/47129) — open
 - [PR #47105: Re-enable VITS model forward test](https://github.com/huggingface/transformers/pull/47105) — open
 
@@ -2339,29 +2365,6 @@ Example artifacts:
 - [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
 - [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
 
-### `Aravind-11`
-
-- profile: [github.com/Aravind-11](https://github.com/Aravind-11)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAravind-11)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAravind-11)
-- repo first seen: `2025-11-10T23:38:23Z`
-- repo last seen: `2026-06-24T22:45:19Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **27 comments / 14 reviews / 14 review comments**
-- account age: **2872 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46873: Fix GatedDeltaNet torch fallback prefill vs decode divergence (#46190)](https://github.com/huggingface/transformers/pull/46873) — closed
-- [PR #46872: Fix RT-DETR extra feature-level projection indexing (#46832)](https://github.com/huggingface/transformers/pull/46872) — closed
-- [PR #45073: Refactor OwlViT to modular Transformers](https://github.com/huggingface/transformers/pull/45073) — open
-
 ### `kmswin1`
 
 - profile: [github.com/kmswin1](https://github.com/kmswin1)
@@ -2766,7 +2769,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aammmanism)
 - repo first seen: `2026-07-09T14:36:07Z`
 - repo last seen: `2026-07-09T16:18:09Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -2935,6 +2938,28 @@ 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
 
+### `faustomilletari`
+
+- profile: [github.com/faustomilletari](https://github.com/faustomilletari)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afaustomilletari)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afaustomilletari)
+- repo first seen: `2026-07-09T18:24:24Z`
+- repo last seen: `2026-07-09T18:25:29Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **4013 days**
+- recent public PR activity: **10 PRs** (7 merged / 1 closed-unmerged / 2 open; merged rate **70%**, closed-unmerged rate **10%**, open rate **20%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47221: Fix chain-pair ipTM to use max-of-row-mean in ESMFold2 head](https://github.com/huggingface/transformers/pull/47221) — closed, merged
+- [PR #47220: Fix iptm calculation](https://github.com/huggingface/transformers/pull/47220) — closed
+
 ### `Functionhx`
 
 - profile: [github.com/Functionhx](https://github.com/Functionhx)
@@ -2942,7 +2967,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AFunctionhx)
 - repo first seen: `2026-07-09T12:40:10Z`
 - repo last seen: `2026-07-09T13:04:12Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -3178,6 +3203,28 @@ Example artifacts:
 - [PR #47083: Fix CANINE fp16 dtype mismatch in attention mask causing ONNX export failure](https://github.com/huggingface/transformers/pull/47083) — closed, merged
 - [PR #47026: Fix xLSTM train mode crash when return_last_states=False](https://github.com/huggingface/transformers/pull/47026) — closed
 
+### `maslinedwin`
+
+- profile: [github.com/maslinedwin](https://github.com/maslinedwin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaslinedwin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaslinedwin)
+- repo first seen: `2026-07-09T20:23:33Z`
+- repo last seen: `2026-07-09T20:48:06Z`
+- 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: **2 comments / 0 reviews / 0 review comments**
+- account age: **886 days**
+- recent public PR activity: **22 PRs** (0 merged / 0 closed-unmerged / 22 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: `Donatuz-Labs`, `Nowah-xyz`
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47224: fix: resolve serge integration test failures (#47182)](https://github.com/huggingface/transformers/pull/47224) — open
+- [PR #47223: Fix TimesFM window_size AttributeError (#46821)](https://github.com/huggingface/transformers/pull/47223) — open
+
 ### `meatybobby`
 
 - profile: [github.com/meatybobby](https://github.com/meatybobby)
@@ -3794,6 +3841,29 @@ Example artifacts:
 - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
 - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
 
+### `khushali9`
+
+- profile: [github.com/khushali9](https://github.com/khushali9)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
+- repo first seen: `2025-11-26T16:41:09Z`
+- repo last seen: `2026-07-09T20:31:57Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **31 comments / 17 reviews / 17 review comments**
+- account age: **4292 days**
+- recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
+- public orgs: `systers`, `crowdresearch`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #47222: pytorch 2.13 is released , updating transformer to handle the fix tf32 issue](https://github.com/huggingface/transformers/pull/47222) — open
+- [PR #45777: torch.backends.fp32_precision cascade conv/rnn so removing the temp fix](https://github.com/huggingface/transformers/pull/45777) — closed, merged
+- [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
+
 ### `sergiopaniego`
 
 - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
@@ -5862,7 +5932,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADavidJohnQuinlan)
 - repo first seen: `2026-07-09T14:26:35Z`
 - repo last seen: `2026-07-09T14:26:35Z`
-- 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**
@@ -6765,7 +6835,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALevelVoid)
 - repo first seen: `2026-07-09T15:16:26Z`
 - repo last seen: `2026-07-09T17:09:19Z`
-- 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

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+      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
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+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm2_5/modeling_timesfm2_5.py`, `src/transformers/models/timesfm2_5/modular_timesfm2_5.py`; representative PR #46834.",
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-        "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py"
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+    "issues": 1,
+    "links": 12,
+    "pr_diffs": 13,
+    "pr_files": 208,
+    "pull_requests": 13,
+    "review_comments": 358,
+    "reviews": 58,
+    "timeline_events": 450
+  },
+  "extracted_at": "2026-07-10T00:00:31Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260710T000031Z",
+  "watermark": {
+    "effective_since": "2026-07-09T18:00:26Z",
+    "next_since": "2026-07-10T00:00:31Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260709T180026Z/manifest.json",
-  "latest_snapshot_id": "20260709T180026Z",
+  "archived_manifest_path": "snapshots/20260710T000031Z/manifest.json",
+  "latest_snapshot_id": "20260710T000031Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-07-09T18:00:26Z",
+  "next_since": "2026-07-10T00:00:31Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260709T180026Z"
+  "snapshot_dir": "snapshots/20260710T000031Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-07-09T12:00:26Z",
-  "last_successful_snapshot_id": "20260709T180026Z",
-  "next_since": "2026-07-09T18:00:26Z",
+  "effective_since": "2026-07-09T18:00:26Z",
+  "last_successful_snapshot_id": "20260710T000031Z",
+  "next_since": "2026-07-10T00:00:31Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-07-09T18:00:26Z"
+  "updated_at": "2026-07-10T00:00:31Z"
 }