Refresh transformers dataset snapshot 20260715T120033Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+            "url": "https://github.com/huggingface/transformers/issues/47337",
+            "state": "closed",
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+          }
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       "name": "Rayen Dhahri",
@@ -14202,14 +14291,14 @@
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       "repo_first_seen_at": "2026-07-10T13:02:21Z",
-      "repo_last_seen_at": "2026-07-10T14:01:00Z",
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@@ -16829,63 +16918,6 @@
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-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablut-agent",
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-      "account_age_days": 23,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "high",
-      "heuristic_note": "very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs",
-      "public_orgs": [],
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-            "url": "https://github.com/huggingface/transformers/pull/45999",
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     {
       "author_login": "bojanstef",
       "name": "Bojan Stefanovi\u0107",
@@ -17973,6 +18005,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "delock",
+      "name": "Ma, Guokai",
+      "profile_url": "https://github.com/delock",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adelock",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adelock",
+      "repo_first_seen_at": "2026-07-15T09:02:42Z",
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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": 3712,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "\u2014",
+      "public_orgs": [],
+      "activity": {
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+        "closed_unmerged_pr_count": 1,
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+        "closed_unmerged_pr_rate": 0.1667,
+        "still_open_pr_rate": 0.3333,
+        "distinct_repos_with_authored_prs": 5,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47340,
+            "title": "Batch Rebalance Data Sampler",
+            "url": "https://github.com/huggingface/transformers/pull/47340",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-15T09:02:42Z"
+          }
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+      },
+      "fetch_error": null
+    },
     {
       "author_login": "devteamaegis",
       "name": null,
@@ -18903,14 +18992,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryjulian",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryjulian",
       "repo_first_seen_at": "2026-07-07T15:04:12Z",
-      "repo_last_seen_at": "2026-07-07T16:13:45Z",
+      "repo_last_seen_at": "2026-07-15T09:35:06Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
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       "snapshot_pr_count": 1,
       "snapshot_comment_count": 0,
-      "snapshot_review_count": 1,
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+      "snapshot_review_count": 4,
+      "snapshot_review_comment_count": 4,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -21267,12 +21356,12 @@
       "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": 2473,
       "young_account": false,
       "follow_through_score": "weak",
@@ -23551,14 +23640,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer",
       "repo_first_seen_at": "2026-07-08T10:26:48Z",
-      "repo_last_seen_at": "2026-07-15T03:21:13Z",
+      "repo_last_seen_at": "2026-07-15T07:02:10Z",
       "repo_primary_artifact_count": 1,
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       "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: `20260715T060030Z`
-- Generated: `2026-07-15T06:01:26Z`
+- Snapshot: `20260715T120033Z`
+- Generated: `2026-07-15T12:02:25Z`
 - Activity window: `60d`
-- Contributors: `369`
+- Contributors: `370`
 
 ## Summary
 
@@ -11,20 +11,20 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 142 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 118 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 109 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 109 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 107 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 80 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 55 | 1 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 56 | 1 | strong | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 49 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 44 | 1 | strong | moderate | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 37 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 36 | 4 | strong | low | low | — |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 5 | strong | moderate | low | high recent PR volume |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 35 | 4 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 34 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
@@ -50,13 +50,13 @@
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 9 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 8 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 8 | 2 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 8 | 0 | n/a | n/a | n/a | summary unavailable |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 7 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2022-10-14T20:02:21Z` | 7 | 1 | strong | low | low | high recent PR volume |
 | `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 |
 | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 6 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -189,6 +189,7 @@
 | `daviswer` | [profile](https://github.com/daviswer) | no | CONTRIBUTOR | 4261d | `2026-06-15T02:09:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `debasisdwivedy` | [profile](https://github.com/debasisdwivedy) | no | FIRST_TIME_CONTRIBUTOR | 3672d | `2026-07-14T15:29:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `evnsnclr` | [profile](https://github.com/evnsnclr) | no | NONE | 1082d | `2026-07-04T15:08:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `gygdh-001` | [profile](https://github.com/gygdh-001) | yes | FIRST_TIME_CONTRIBUTOR | 2868d | `2026-07-15T06:56:18Z` | 1 | 1 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `Heatdh` | [profile](https://github.com/Heatdh) | no | FIRST_TIME_CONTRIBUTOR | 2060d | `2026-07-01T21:42:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Jeronymous` | [profile](https://github.com/Jeronymous) | no | FIRST_TIME_CONTRIBUTOR | 3571d | `2026-07-10T13:02:21Z` | 1 | 1 | weak | moderate | low | high open PR share |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -233,7 +234,6 @@
 | `BB0813` | [profile](https://github.com/BB0813) | no | NONE | 943d | `2026-06-21T13:10:48Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `bin123apple` | [profile](https://github.com/bin123apple) | no | NONE | 1577d | `2026-06-14T02:58:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Bissmella` | [profile](https://github.com/Bissmella) | no | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `blut-agent` | [profile](https://github.com/blut-agent) | no | NONE | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
 | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `Butterfingrz` | [profile](https://github.com/Butterfingrz) | no | CONTRIBUTOR | 1134d | `2026-06-29T14:31:31Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -253,6 +253,7 @@
 | `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 |
 | `davidnichols-ops` | [profile](https://github.com/davidnichols-ops) | no | NONE | 37d | `2026-07-12T03:57:42Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share |
 | `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 |
+| `delock` | [profile](https://github.com/delock) | yes | FIRST_TIME_CONTRIBUTOR | 3712d | `2026-07-15T09:02:42Z` | 1 | 0 | mixed | moderate | low | — |
 | `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 |
 | `divya234-hue` | [profile](https://github.com/divya234-hue) | no | FIRST_TIMER | 553d | `2026-07-06T08:47:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -310,7 +311,7 @@
 | `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 |
 | `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 |
-| `MuathJ` | [profile](https://github.com/MuathJ) | yes | FIRST_TIME_CONTRIBUTOR | 2473d | `2026-07-15T01:43:37Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
+| `MuathJ` | [profile](https://github.com/MuathJ) | no | FIRST_TIME_CONTRIBUTOR | 2473d | `2026-07-15T01:43:37Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | NONE | 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 |
 | `muyihao` | [profile](https://github.com/muyihao) | no | FIRST_TIME_CONTRIBUTOR | 3023d | `2026-01-31T01:30:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -427,6 +428,32 @@ Example artifacts:
 - [PR #47203: Fix device_map computation when the no_split_modules have different sizes](https://github.com/huggingface/transformers/pull/47203) — closed, merged
 - [PR #47160: Restrict QuantizedCache to only full attention](https://github.com/huggingface/transformers/pull/47160) — closed, merged
 
+### `tarekziade`
+
+- profile: [github.com/tarekziade](https://github.com/tarekziade)
+- 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: `2026-07-15T11:43:55Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **116**
+- snapshot authored PRs/issues: **109 PRs / 7 issues**
+- snapshot discussion activity: **207 comments / 233 reviews / 209 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`
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #47339: Pin kernels to compatible version in benchmark workflow](https://github.com/huggingface/transformers/pull/47339) — open
+- [PR #47338: ci: cover xet as well (runtime error)](https://github.com/huggingface/transformers/pull/47338) — open
+- [PR #47204: torch-light: add executorch (+onnx) for CPU exporter tests](https://github.com/huggingface/transformers/pull/47204) — open
+- [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — open
+- [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
+
 ### `kaixuanliu`
 
 - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
@@ -453,32 +480,6 @@ Example artifacts:
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 
-### `tarekziade`
-
-- profile: [github.com/tarekziade](https://github.com/tarekziade)
-- 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: `2026-07-14T08:17:30Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **114**
-- snapshot authored PRs/issues: **107 PRs / 7 issues**
-- snapshot discussion activity: **203 comments / 233 reviews / 209 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`
-- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
-
-Example artifacts:
-- [PR #47204: torch-light: add executorch (+onnx) for CPU exporter tests](https://github.com/huggingface/transformers/pull/47204) — open
-- [PR #47202: Drop CPU/light docker image builder (moved to transformers-ci)](https://github.com/huggingface/transformers/pull/47202) — open
-- [PR #47201: Make executorch exporter tests always use xnnpack backend](https://github.com/huggingface/transformers/pull/47201) — closed, merged
-- [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — open
-- [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
-
 ### `zucchini-nlp`
 
 - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
@@ -564,7 +565,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **58 PRs / 2 issues**
-- snapshot discussion activity: **793 comments / 1486 reviews / 6030 review comments**
+- snapshot discussion activity: **793 comments / 1487 reviews / 6031 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
@@ -584,11 +585,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-07-15T04:08:42Z`
+- repo last seen: `2026-07-15T10:25:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **56**
-- snapshot authored PRs/issues: **55 PRs / 1 issues**
+- repo primary artifacts: **57**
+- snapshot authored PRs/issues: **56 PRs / 1 issues**
 - snapshot discussion activity: **76 comments / 227 reviews / 238 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
@@ -597,9 +598,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47341: [Fix] Small FA-related test failures in CB](https://github.com/huggingface/transformers/pull/47341) — open
 - [PR #47330: [CB] Automatically switch attention implementation to flash](https://github.com/huggingface/transformers/pull/47330) — open
 - [PR #47318: [Nit] Add kernels_fallback_ok kwarg to is_flash_attn_N_available](https://github.com/huggingface/transformers/pull/47318) — closed, merged
-- [PR #47316: [Improvement] Re-structure sonic MoE kernel interface to use a Handle object](https://github.com/huggingface/transformers/pull/47316) — open
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `SunMarc`
@@ -633,12 +634,12 @@ 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: `2026-07-14T14:58:03Z`
+- repo last seen: `2026-07-15T11:52:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **49**
 - snapshot authored PRs/issues: **49 PRs / 0 issues**
-- snapshot discussion activity: **915 comments / 360 reviews / 238 review comments**
+- snapshot discussion activity: **919 comments / 360 reviews / 238 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`
@@ -680,12 +681,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-07-13T11:03:09Z`
+- repo last seen: `2026-07-15T07:53:49Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **57**
 - snapshot authored PRs/issues: **37 PRs / 20 issues**
-- snapshot discussion activity: **114 comments / 148 reviews / 148 review comments**
+- snapshot discussion activity: **116 comments / 148 reviews / 148 review comments**
 - account age: **1961 days**
 - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: none visible
@@ -706,12 +707,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-07-13T11:04:19Z`
+- repo last seen: `2026-07-15T08:48:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **70 comments / 78 reviews / 50 review comments**
+- snapshot discussion activity: **71 comments / 79 reviews / 50 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -723,6 +724,32 @@ Example artifacts:
 - [PR #46667: mistral common backend fix](https://github.com/huggingface/transformers/pull/46667) — closed, merged
 - [PR #46658: wip step 3 7 flash](https://github.com/huggingface/transformers/pull/46658) — open
 
+### `IlyasMoutawwakil`
+
+- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
+- repo first seen: `2025-07-04T08:41:29Z`
+- repo last seen: `2026-07-15T10:04:57Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **40**
+- snapshot authored PRs/issues: **36 PRs / 4 issues**
+- snapshot discussion activity: **87 comments / 526 reviews / 482 review comments**
+- account age: **2354 days**
+- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
+- public orgs: `huggingface`, `Chouafa`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47334: Kernels and loaders robustification](https://github.com/huggingface/transformers/pull/47334) — open
+- [PR #47323: Fix deepgemm on multiple devices](https://github.com/huggingface/transformers/pull/47323) — open
+- [PR #47313: DeepGEMM shouldn't pad on SM90](https://github.com/huggingface/transformers/pull/47313) — closed, merged
+- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
+- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
+- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
+
 ### `jiqing-feng`
 
 - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
@@ -749,32 +776,6 @@ Example artifacts:
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 
-### `IlyasMoutawwakil`
-
-- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
-- repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-07-15T04:51:01Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **39**
-- snapshot authored PRs/issues: **35 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 522 reviews / 478 review comments**
-- account age: **2354 days**
-- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
-- public orgs: `huggingface`, `Chouafa`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #47323: Fix deepgemm on multiple devices](https://github.com/huggingface/transformers/pull/47323) — open
-- [PR #47313: DeepGEMM shouldn't pad on SM90](https://github.com/huggingface/transformers/pull/47313) — closed, merged
-- [PR #47243: Executorch exporter fixes](https://github.com/huggingface/transformers/pull/47243) — open
-- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
-- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
-- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
-
 ### `3outeille`
 
 - profile: [github.com/3outeille](https://github.com/3outeille)
@@ -1112,12 +1113,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-07-14T16:08:34Z`
+- repo last seen: `2026-07-15T11:46:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **87 comments / 408 reviews / 1045 review comments**
+- snapshot discussion activity: **87 comments / 409 reviews / 1046 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -1365,6 +1366,31 @@ Example artifacts:
 - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
 - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
 
+### `kylesayrs`
+
+- profile: [github.com/kylesayrs](https://github.com/kylesayrs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
+- repo first seen: `2025-07-28T19:40:18Z`
+- repo last seen: `2026-07-15T07:15:24Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **8 PRs / 2 issues**
+- snapshot discussion activity: **6 comments / 13 reviews / 16 review comments**
+- account age: **3784 days**
+- recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share**
+
+Example artifacts:
+- [PR #47336: [Offloading] Fix fully offloaded model saving](https://github.com/huggingface/transformers/pull/47336) — open
+- [PR #46965: [Model] Support `use_cache=False` for DeepSeek V4](https://github.com/huggingface/transformers/pull/46965) — closed, merged
+- [PR #46905: [Docs] Fix full disk offloading docs](https://github.com/huggingface/transformers/pull/46905) — closed, merged
+- [Issue #47333: [Offloading] Cannot save disk-offloaded `Qwen/Qwen3-30B-A3B`](https://github.com/huggingface/transformers/issues/47333) — open
+- [Issue #47332: [Offloading] Cannot save disk-offloaded `Qwen3-VL-32B-Instruct`](https://github.com/huggingface/transformers/issues/47332) — closed
+
 ### `dependabot[bot]`
 
 - profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
@@ -1508,29 +1534,6 @@ Example artifacts:
 - [PR #46580: Fix DeepSeek-Coder v1 / DeepSeek-LLM v1 loading as wrong tokenizer class (#46489)](https://github.com/huggingface/transformers/pull/46580) — open
 - [PR #46574: Fix CodeLlama tokenizer stripping real leading spaces on decode (#46491)](https://github.com/huggingface/transformers/pull/46574) — open
 
-### `kylesayrs`
-
-- profile: [github.com/kylesayrs](https://github.com/kylesayrs)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
-- repo first seen: `2025-07-28T19:40:18Z`
-- repo last seen: `2026-07-02T14:56:30Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 12 reviews / 15 review comments**
-- account age: **3784 days**
-- recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share**
-
-Example artifacts:
-- [PR #46965: [Model] Support `use_cache=False` for DeepSeek V4](https://github.com/huggingface/transformers/pull/46965) — closed, merged
-- [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)
@@ -2506,7 +2509,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46433: feat(qwen3.5+trainer): MTP training loss plumbing aligned with #46229](https://github.com/huggingface/transformers/pull/46433) — closed
 - [PR #46428: Pr 46229](https://github.com/huggingface/transformers/pull/46428) — closed
-- [PR #45638: Add MTP training support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — closed
+- [PR #45638: Enable MTP support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
 
 ### `Dev-X25874`
 
@@ -3567,12 +3570,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
 - repo first seen: `2025-12-02T16:00:11Z`
-- repo last seen: `2026-07-14T14:03:49Z`
+- repo last seen: `2026-07-15T11:57:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **19 PRs / 7 issues**
-- snapshot discussion activity: **68 comments / 157 reviews / 153 review comments**
+- snapshot discussion activity: **69 comments / 157 reviews / 153 review comments**
 - account age: **3012 days**
 - recent public PR activity: **52 PRs** (50 merged / 0 closed-unmerged / 2 open; merged rate **96%**, closed-unmerged rate **0%**, open rate **4%**)
 - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
@@ -4536,6 +4539,28 @@ Example artifacts:
 - [PR #47071: Don't crash the ASR pipeline when an installed torchcodec cannot be imported](https://github.com/huggingface/transformers/pull/47071) — closed
 - [Issue #47070: ASR pipeline: unconditional torchcodec import crashes on broken torchcodec installs](https://github.com/huggingface/transformers/issues/47070) — open
 
+### `gygdh-001`
+
+- profile: [github.com/gygdh-001](https://github.com/gygdh-001)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agygdh-001)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agygdh-001)
+- repo first seen: `2026-07-15T06:56:18Z`
+- repo last seen: `2026-07-15T08:57:39Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **2868 days**
+- recent public PR activity: **5 PRs** (0 merged / 1 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars**
+
+Example artifacts:
+- [PR #47335: Remove `is_custom_code` gate from per-param `_is_hf_initialized` check in `_initialize_weights`](https://github.com/huggingface/transformers/pull/47335) — open
+- [Issue #47337: ## Flaky test: `IndexError` — bbox coordinate values out of 0-1000 range](https://github.com/huggingface/transformers/issues/47337) — closed
+
 ### `Heatdh`
 
 - profile: [github.com/Heatdh](https://github.com/Heatdh)
@@ -4564,12 +4589,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJeronymous)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJeronymous)
 - repo first seen: `2026-07-10T13:02:21Z`
-- repo last seen: `2026-07-10T14:01:00Z`
+- repo last seen: `2026-07-15T10:15:40Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
 - account age: **3571 days**
 - recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
 - public orgs: `linto-ai`, `OpenLLM-France`, `linagora-labs`
@@ -5476,27 +5501,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46440: [Modular] Add `no_inherit_decorators` and fixup wrong RoPE related inheritances ](https://github.com/huggingface/transformers/pull/46440) — closed, merged
 
-### `blut-agent`
-
-- profile: [github.com/blut-agent](https://github.com/blut-agent)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablut-agent)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablut-agent)
-- repo first seen: `2026-05-16T06:31:21Z`
-- repo last seen: `2026-05-16T06:31:21Z`
-- first seen in snapshot: **no**
-- 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**
-- account age: **23 days**
-- recent public PR activity: **68 PRs** (10 merged / 36 closed-unmerged / 22 open; merged rate **15%**, closed-unmerged rate **53%**, open rate **32%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
-
-Example artifacts:
-- [PR #45999: fix(cli): make requests import optional in chat.py](https://github.com/huggingface/transformers/pull/45999) — closed
-
 ### `bojanstef`
 
 - profile: [github.com/bojanstef](https://github.com/bojanstef)
@@ -5896,6 +5900,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46852: Add Spanish translation of the torch.compile page](https://github.com/huggingface/transformers/pull/46852) — closed, merged
 
+### `delock`
+
+- profile: [github.com/delock](https://github.com/delock)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adelock)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adelock)
+- repo first seen: `2026-07-15T09:02:42Z`
+- repo last seen: `2026-07-15T09:02:42Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3712 days**
+- recent public PR activity: **6 PRs** (3 merged / 1 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **17%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47340: Batch Rebalance Data Sampler](https://github.com/huggingface/transformers/pull/47340) — open
+
 ### `devteamaegis`
 
 - profile: [github.com/devteamaegis](https://github.com/devteamaegis)
@@ -6238,12 +6263,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryjulian)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryjulian)
 - repo first seen: `2026-07-07T15:04:12Z`
-- repo last seen: `2026-07-07T16:13:45Z`
+- repo last seen: `2026-07-15T09:35:06Z`
 - 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 / 1 reviews / 1 review comments**
+- snapshot discussion activity: **0 comments / 4 reviews / 4 review comments**
 - account age: **1554 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
@@ -7100,7 +7125,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMuathJ)
 - repo first seen: `2026-07-15T01:43:37Z`
 - repo last seen: `2026-07-15T01:43:37Z`
-- 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**
@@ -7939,12 +7964,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer)
 - repo first seen: `2026-07-08T10:26:48Z`
-- repo last seen: `2026-07-15T03:21:13Z`
+- repo last seen: `2026-07-15T07:02:10Z`
 - 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 / 3 reviews / 3 review comments**
+- snapshot discussion activity: **2 comments / 5 reviews / 5 review comments**
 - account age: **2684 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

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