Refresh transformers dataset snapshot 20260703T060023Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+      "account_age_days": 2570,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "high",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 54,
+        "merged_pr_count": 19,
+        "closed_unmerged_pr_count": 12,
+        "open_pr_count": 23,
+        "merged_pr_rate": 0.3519,
+        "closed_unmerged_pr_rate": 0.2222,
+        "still_open_pr_rate": 0.4259,
+        "distinct_repos_with_authored_prs": 13,
+        "distinct_repos_with_open_prs": 7
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45780,
+            "title": "fix: per-instance cache in compile_compatible_method_lru_cache to prevent memory leak",
+            "url": "https://github.com/huggingface/transformers/pull/45780",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-05T05:48:38Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45771,
+            "title": "perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward",
+            "url": "https://github.com/huggingface/transformers/pull/45771",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-04T00:51:53Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45222,
+            "title": "fix(gemma3, gemma4): default token_type_ids to zeros for text-only training",
+            "url": "https://github.com/huggingface/transformers/pull/45222",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-03T16:27:31Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "ydshieh2",
       "name": null,
@@ -15650,12 +15650,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAyushDas4890",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAyushDas4890",
       "repo_first_seen_at": "2026-07-02T04:24:14Z",
-      "repo_last_seen_at": "2026-07-02T04:55:01Z",
+      "repo_last_seen_at": "2026-07-03T03:55:59Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -16119,7 +16119,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -17881,63 +17881,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "henloworldowo",
-      "name": null,
-      "profile_url": "https://github.com/henloworldowo",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahenloworldowo",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahenloworldowo",
-      "repo_first_seen_at": "2026-05-04T05:53:33Z",
-      "repo_last_seen_at": "2026-05-04T05:53:33Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIMER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "very new account; high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45772,
-            "title": "test pull request",
-            "url": "https://github.com/huggingface/transformers/pull/45772",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-04T05:53:33Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "huzama",
       "name": "Huzama Ahmad",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260703T000025Z`
-- Generated: `2026-07-03T00:01:20Z`
+- Snapshot: `20260703T060023Z`
+- Generated: `2026-07-03T06:00:59Z`
 - Activity window: `60d`
-- Contributors: `347`
+- Contributors: `346`
 
 ## Summary
 
@@ -59,7 +59,6 @@
 | `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 |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
-| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 5 | 5 | weak | low | low | high open PR share; targets high-star repos |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -90,8 +89,8 @@
 | `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 |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | 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 |
-| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
+| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `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 |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; 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 | — |
@@ -140,6 +139,7 @@
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -254,7 +254,6 @@
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `hashwnath` | [profile](https://github.com/hashwnath) | no | NONE | 2510d | `2026-06-23T04:36:24Z` | 1 | 0 | mixed | high | low | broad repo spread; high open PR share |
 | `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | no | NONE | 1426d | `2026-06-21T11:56:27Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -437,12 +436,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-07-02T15:01:52Z`
+- repo last seen: `2026-07-03T01:17:25Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **105**
 - snapshot authored PRs/issues: **101 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 109 reviews / 108 review comments**
+- snapshot discussion activity: **87 comments / 110 reviews / 109 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -802,12 +801,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
 - repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-07-01T05:09:05Z`
+- repo last seen: `2026-07-03T03:52:49Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **28 PRs / 1 issues**
-- snapshot discussion activity: **32 comments / 109 reviews / 111 review comments**
+- snapshot discussion activity: **33 comments / 111 reviews / 113 review comments**
 - account age: **2625 days**
 - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
 - public orgs: `huggingface`
@@ -815,7 +814,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46990: FSDP orchestration: mesh init, distribute-before-load, DCP save](https://github.com/huggingface/transformers/pull/46990) — open, draft
+- [PR #46990: FSDP orchestration: apply + loading/saving](https://github.com/huggingface/transformers/pull/46990) — open
 - [PR #46717: Shard on read ](https://github.com/huggingface/transformers/pull/46717) — open
 - [PR #46707: Add native FSDP2 module + migration](https://github.com/huggingface/transformers/pull/46707) — open
 - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
@@ -1551,32 +1550,6 @@ Example artifacts:
 - [PR #45972: chore(ci): remove dead env vars from circleci-failure-summary-comment.yml](https://github.com/huggingface/transformers/pull/45972) — closed, merged
 - [PR #45964: fix(ci): set persist-credentials: false on actions/checkout and close remaining template injection findings](https://github.com/huggingface/transformers/pull/45964) — closed, merged
 
-### `jamesbraza`
-
-- profile: [github.com/jamesbraza](https://github.com/jamesbraza)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
-- repo first seen: `2026-04-23T00:37:54Z`
-- repo last seen: `2026-05-15T16:21:46Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **5 PRs / 5 issues**
-- snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
-- account age: **4221 days**
-- recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45903: Fix M-RoPE `inv_freq` device and `meta` → `to_empty` re-init in Qwen3-VL family](https://github.com/huggingface/transformers/pull/45903) — closed
-- [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — closed, merged
-- [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
-- [Issue #45902: `Qwen3_5MoeTextRotaryEmbedding.inv_freq` reads uninitialized memory after `meta → to_empty(cuda)` materialization](https://github.com/huggingface/transformers/issues/45902) — closed
-- [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
-- [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
-
 ### `sharmax-vikas`
 
 - profile: [github.com/sharmax-vikas](https://github.com/sharmax-vikas)
@@ -2276,29 +2249,6 @@ 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
 
-### `jashshah999`
-
-- profile: [github.com/jashshah999](https://github.com/jashshah999)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999)
-- repo first seen: `2026-02-25T22:23:20Z`
-- repo last seen: `2026-05-05T05:48:38Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **2570 days**
-- recent public PR activity: **54 PRs** (19 merged / 12 closed-unmerged / 23 open; merged rate **35%**, closed-unmerged rate **22%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45780: fix: per-instance cache in compile_compatible_method_lru_cache to prevent memory leak](https://github.com/huggingface/transformers/pull/45780) — closed
-- [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — closed
-- [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
-
 ### `JJJYmmm`
 
 - profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
@@ -2322,6 +2272,32 @@ Example artifacts:
 - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — closed, merged
 - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
 
+### `jamesbraza`
+
+- profile: [github.com/jamesbraza](https://github.com/jamesbraza)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
+- repo first seen: `2026-04-23T00:37:54Z`
+- repo last seen: `2026-05-15T16:21:46Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **5 PRs / 5 issues**
+- snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
+- account age: **4221 days**
+- recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45903: Fix M-RoPE `inv_freq` device and `meta` → `to_empty` re-init in Qwen3-VL family](https://github.com/huggingface/transformers/pull/45903) — closed
+- [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — closed, merged
+- [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
+- [Issue #45902: `Qwen3_5MoeTextRotaryEmbedding.inv_freq` reads uninitialized memory after `meta → to_empty(cuda)` materialization](https://github.com/huggingface/transformers/issues/45902) — closed
+- [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
+- [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
+
 ### `Aravind-11`
 
 - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
@@ -3405,6 +3381,29 @@ Example artifacts:
 - [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — closed, merged
 - [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
 
+### `jashshah999`
+
+- profile: [github.com/jashshah999](https://github.com/jashshah999)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999)
+- repo first seen: `2026-02-25T22:23:20Z`
+- repo last seen: `2026-05-05T05:48:38Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **8 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- account age: **2570 days**
+- recent public PR activity: **54 PRs** (19 merged / 12 closed-unmerged / 23 open; merged rate **35%**, closed-unmerged rate **22%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45780: fix: per-instance cache in compile_compatible_method_lru_cache to prevent memory leak](https://github.com/huggingface/transformers/pull/45780) — closed
+- [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — closed
+- [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
+
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -5066,12 +5065,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAyushDas4890)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAyushDas4890)
 - repo first seen: `2026-07-02T04:24:14Z`
-- repo last seen: `2026-07-02T04:55:01Z`
+- repo last seen: `2026-07-03T03:55:59Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **966 days**
 - recent public PR activity: **5 PRs** (1 merged / 1 closed-unmerged / 3 open; merged rate **20%**, closed-unmerged rate **20%**, open rate **60%**)
 - public orgs: none visible
@@ -5879,27 +5878,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46793: fix(tokenization): prevent IndexError in apply_chat_template on empty conversation list](https://github.com/huggingface/transformers/pull/46793) — closed
 
-### `henloworldowo`
-
-- profile: [github.com/henloworldowo](https://github.com/henloworldowo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahenloworldowo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahenloworldowo)
-- repo first seen: `2026-05-04T05:53:33Z`
-- repo last seen: `2026-05-04T05:53:33Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2 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 **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45772: test pull request](https://github.com/huggingface/transformers/pull/45772) — closed
-
 ### `huzama`
 
 - profile: [github.com/huzama](https://github.com/huzama)

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