Refresh transformers dataset snapshot 20260624T180019Z

README.md

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 - eval set creation
 
 Notes:
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+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-24T14:22:39Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45426,
+            "title": "Feature/add axk1",
+            "url": "https://github.com/huggingface/transformers/pull/45426",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-14T07:23:05Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "merveenoyan",
       "name": "Merve Noyan",
@@ -6432,7 +6509,7 @@
             "url": "https://github.com/huggingface/transformers/pull/45638",
             "state": "open",
             "merged": false,
-            "draft": false,
+            "draft": true,
             "created_at": "2026-04-24T15:24:02Z"
           }
         ],
@@ -6487,8 +6564,8 @@
             "number": 46849,
             "title": "[Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes",
             "url": "https://github.com/huggingface/transformers/pull/46849",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-23T16:54:17Z"
           },
@@ -7316,12 +7393,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho",
       "repo_first_seen_at": "2026-04-29T09:26:52Z",
-      "repo_last_seen_at": "2026-06-23T13:29:27Z",
+      "repo_last_seen_at": "2026-06-24T16:25:31Z",
       "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 5,
+      "repo_artifact_count": 6,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 2,
-      "snapshot_comment_count": 2,
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       "snapshot_review_comment_count": 0,
       "repo_association": "MEMBER",
@@ -8863,7 +8940,7 @@
             "number": 46425,
             "title": "Add support for RADIO models",
             "url": "https://github.com/huggingface/transformers/pull/46425",
-            "state": "closed",
+            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-04T18:30:50Z"
@@ -9925,8 +10002,8 @@
             "number": 46579,
             "title": "Fix typos in code",
             "url": "https://github.com/huggingface/transformers/pull/46579",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-12T04:04:24Z"
           },
@@ -10152,12 +10229,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam",
       "repo_first_seen_at": "2025-07-25T12:59:52Z",
-      "repo_last_seen_at": "2026-06-24T09:36:47Z",
+      "repo_last_seen_at": "2026-06-24T17:48:37Z",
       "repo_primary_artifact_count": 10,
-      "repo_artifact_count": 1331,
+      "repo_artifact_count": 1332,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 10,
-      "snapshot_comment_count": 70,
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       "snapshot_review_comment_count": 909,
       "repo_association": "MEMBER",
@@ -11585,8 +11662,8 @@
             "number": 46857,
             "title": "docs: Update NeMo AutoModel doc examples",
             "url": "https://github.com/huggingface/transformers/pull/46857",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-24T05:46:23Z"
           },
@@ -13905,12 +13982,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIMER",
-      "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": 3377,
       "young_account": false,
       "follow_through_score": "weak",
@@ -16845,7 +16922,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -16879,8 +16956,8 @@
             "number": 46852,
             "title": "Add Spanish translation of the torch.compile page",
             "url": "https://github.com/huggingface/transformers/pull/46852",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-23T19:12:59Z"
           }
@@ -20333,12 +20410,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Andvbd",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Andvbd",
       "repo_first_seen_at": "2026-06-16T08:24:44Z",
-      "repo_last_seen_at": "2026-06-16T16:50:21Z",
+      "repo_last_seen_at": "2026-06-24T17:52:15Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
+      "repo_artifact_count": 4,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
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       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260624T120028Z`
-- Generated: `2026-06-24T12:02:15Z`
+- Snapshot: `20260624T180019Z`
+- Generated: `2026-06-24T18:02:36Z`
 - Activity window: `60d`
-- Contributors: `347`
+- Contributors: `348`
 
 ## Summary
 
@@ -25,7 +25,7 @@
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 35 | 20 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 32 | 4 | strong | moderate | low | high recent PR volume |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 29 | 0 | strong | low | low | targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 30 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -83,6 +83,7 @@
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; 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 |
+| `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 4 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
@@ -186,7 +187,7 @@
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Sainava` | [profile](https://github.com/Sainava) | no | FIRST_TIME_CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 1 | 1 | mixed | moderate | low | — |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `silicon-dispatch-100` | [profile](https://github.com/silicon-dispatch-100) | yes | FIRST_TIMER | 3377d | `2026-06-24T06:33:39Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `silicon-dispatch-100` | [profile](https://github.com/silicon-dispatch-100) | no | FIRST_TIMER | 3377d | `2026-06-24T06:33:39Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -237,7 +238,7 @@
 | `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 |
-| `delcenjo` | [profile](https://github.com/delcenjo) | no | FIRST_TIME_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 |
+| `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 |
 | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -463,12 +464,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-24T11:19:43Z`
+- repo last seen: `2026-06-24T12:26:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **95**
 - snapshot authored PRs/issues: **95 PRs / 0 issues**
-- snapshot discussion activity: **664 comments / 1038 reviews / 2226 review comments**
+- snapshot discussion activity: **665 comments / 1038 reviews / 2226 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -486,12 +487,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-06-23T22:27:22Z`
+- repo last seen: `2026-06-24T15:36:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **73**
 - snapshot authored PRs/issues: **70 PRs / 3 issues**
-- snapshot discussion activity: **203 comments / 728 reviews / 1449 review comments**
+- snapshot discussion activity: **203 comments / 732 reviews / 1458 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -512,12 +513,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-06-23T22:46:40Z`
+- repo last seen: `2026-06-24T16:16:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **67 PRs / 2 issues**
-- snapshot discussion activity: **39 comments / 175 reviews / 309 review comments**
+- snapshot discussion activity: **40 comments / 177 reviews / 309 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -526,7 +527,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46698: [docs] clarify initialization module usage](https://github.com/huggingface/transformers/pull/46698) — closed, merged
-- [PR #46677: [docs] require trust_remote_code for custom_generate](https://github.com/huggingface/transformers/pull/46677) — open
+- [PR #46677: [docs] require trust_remote_code for custom_generate](https://github.com/huggingface/transformers/pull/46677) — closed, merged
 - [PR #46676: [docs] compile level and batch/scheduling limits](https://github.com/huggingface/transformers/pull/46676) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
@@ -537,12 +538,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-24T11:56:59Z`
+- repo last seen: `2026-06-24T17:57:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **54 PRs / 2 issues**
-- snapshot discussion activity: **719 comments / 1316 reviews / 5256 review comments**
+- snapshot discussion activity: **724 comments / 1325 reviews / 5356 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
@@ -562,12 +563,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-06-23T15:11:38Z`
+- repo last seen: `2026-06-24T14:11:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **191 comments / 344 reviews / 472 review comments**
+- snapshot discussion activity: **192 comments / 348 reviews / 472 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -587,12 +588,12 @@ 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: `2026-06-24T11:52:16Z`
+- repo last seen: `2026-06-24T13:53:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **827 comments / 309 reviews / 177 review comments**
+- snapshot discussion activity: **828 comments / 312 reviews / 180 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`
@@ -756,11 +757,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-06-24T11:39:16Z`
+- repo last seen: `2026-06-24T16:55:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **29**
-- snapshot authored PRs/issues: **29 PRs / 0 issues**
+- repo primary artifacts: **30**
+- snapshot authored PRs/issues: **30 PRs / 0 issues**
 - snapshot discussion activity: **49 comments / 195 reviews / 359 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
@@ -769,9 +770,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46865: [NemotronAsrStreaming] processor without modular](https://github.com/huggingface/transformers/pull/46865) — open, draft
+- [PR #46870: [NemotronAsrStreaming] fix pipeline](https://github.com/huggingface/transformers/pull/46870) — open
+- [PR #46865: [NemotronAsrStreaming] processor without modular](https://github.com/huggingface/transformers/pull/46865) — open
 - [PR #46795: [fix][whisper]: fix max_new_tokens handling](https://github.com/huggingface/transformers/pull/46795) — open
-- [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — closed, merged
 
 ### `qgallouedec`
 
@@ -792,7 +793,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46855: Fix loss and epoch accounting for native (accelerate) SP backend](https://github.com/huggingface/transformers/pull/46855) — open
+- [PR #46855: Fix loss and epoch accounting for native (accelerate) SP backend](https://github.com/huggingface/transformers/pull/46855) — closed, merged
 - [PR #46827: Avoid NumPy 2.0 `__array__` copy-keyword deprecation in `create_mm_token_type_ids`](https://github.com/huggingface/transformers/pull/46827) — closed, merged
 - [PR #46204: Fix `num_items_in_batch` over-counting for causal LM losses](https://github.com/huggingface/transformers/pull/46204) — closed, merged
 - [Issue #46559: `apply_chat_template(return_assistant_tokens_mask=True)` returns an empty assistant mask for VLM processors when an image is present](https://github.com/huggingface/transformers/issues/46559) — closed
@@ -805,12 +806,12 @@ 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: `2026-06-24T10:26:19Z`
+- repo last seen: `2026-06-24T14:33:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **27 PRs / 1 issues**
-- snapshot discussion activity: **32 comments / 105 reviews / 107 review comments**
+- snapshot discussion activity: **32 comments / 109 reviews / 111 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`
@@ -853,12 +854,12 @@ Example artifacts:
 - 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: `2026-06-24T10:23:18Z`
+- repo last seen: `2026-06-24T14:08:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **24 PRs / 4 issues**
-- snapshot discussion activity: **77 comments / 410 reviews / 376 review comments**
+- snapshot discussion activity: **77 comments / 419 reviews / 385 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`
@@ -986,7 +987,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46754: Documentation for the kernel API](https://github.com/huggingface/transformers/pull/46754) — open
+- [PR #46754: Documentation for the kernel API](https://github.com/huggingface/transformers/pull/46754) — closed, merged
 - [PR #46520: Kernelize refactor](https://github.com/huggingface/transformers/pull/46520) — closed, merged
 - [PR #46339: Extended & simplified n-to-1 kernel fusion via KernelConfig](https://github.com/huggingface/transformers/pull/46339) — closed, merged
 
@@ -1066,12 +1067,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-23T09:36:50Z`
+- repo last seen: `2026-06-24T13:24:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **12**
 - snapshot authored PRs/issues: **11 PRs / 1 issues**
-- snapshot discussion activity: **47 comments / 223 reviews / 644 review comments**
+- snapshot discussion activity: **47 comments / 225 reviews / 657 review comments**
 - account age: **2914 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
@@ -1266,7 +1267,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46784: Fix Moonshine training-loss double-shift (train against labels, not labels[..., 1:])](https://github.com/huggingface/transformers/pull/46784) — closed, merged
-- [PR #46763: Round the ue8m0 FP8 scale before quantizing so dequant matches the stored inverse](https://github.com/huggingface/transformers/pull/46763) — open
+- [PR #46763: Round the ue8m0 FP8 scale before quantizing so dequant matches the stored inverse](https://github.com/huggingface/transformers/pull/46763) — closed, merged
 - [PR #46734: Fix gradient inflation when combining label smoothing with gradient accumulation](https://github.com/huggingface/transformers/pull/46734) — open
 - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
 - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
@@ -1814,12 +1815,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca)
 - repo first seen: `2024-04-23T13:23:10Z`
-- repo last seen: `2026-06-23T11:47:12Z`
+- repo last seen: `2026-06-24T17:42:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **7 comments / 25 reviews / 38 review comments**
+- snapshot discussion activity: **8 comments / 25 reviews / 38 review comments**
 - account age: **5316 days**
 - recent public PR activity: **31 PRs** (20 merged / 3 closed-unmerged / 8 open; merged rate **65%**, closed-unmerged rate **10%**, open rate **26%**)
 - public orgs: `huggingface`
@@ -2111,6 +2112,29 @@ Example artifacts:
 - [PR #45746: Fix link to modular transformers documentation](https://github.com/huggingface/transformers/pull/45746) — closed, merged
 - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
 
+### `kmswin1`
+
+- profile: [github.com/kmswin1](https://github.com/kmswin1)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1)
+- repo first seen: `2026-03-09T09:03:10Z`
+- repo last seen: `2026-06-24T14:33:29Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3449 days**
+- recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46867: add_axk1](https://github.com/huggingface/transformers/pull/46867) — open
+- [PR #46866: Feature/add axk1](https://github.com/huggingface/transformers/pull/46866) — closed
+- [PR #45426: Feature/add axk1](https://github.com/huggingface/transformers/pull/45426) — closed
+
 ### `merveenoyan`
 
 - profile: [github.com/merveenoyan](https://github.com/merveenoyan)
@@ -2156,7 +2180,7 @@ 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) — open
+- [PR #45638: Add MTP training support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open, draft
 
 ### `kylesayrs`
 
@@ -2177,7 +2201,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; high open PR share**
 
 Example artifacts:
-- [PR #46849: [Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes](https://github.com/huggingface/transformers/pull/46849) — open
+- [PR #46849: [Offloading] [Bugfix] Fix disk offloading of models with explicit tensor dtypes](https://github.com/huggingface/transformers/pull/46849) — closed, merged
 - [PR #46749: [Offloading] Support full disk offloading](https://github.com/huggingface/transformers/pull/46749) — closed, merged
 - [PR #39770: [Bugfix] Fix `AutoModel.from_pretrained(..., quantization_config=None)` regression](https://github.com/huggingface/transformers/pull/39770) — closed
 
@@ -2403,12 +2427,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
 - repo first seen: `2026-04-29T09:26:52Z`
-- repo last seen: `2026-06-23T13:29:27Z`
+- repo last seen: `2026-06-24T16:25:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **4442 days**
 - recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
 - public orgs: none visible
@@ -2903,7 +2927,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46509: Add support for Nemotron Omni](https://github.com/huggingface/transformers/pull/46509) — open
-- [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — closed
+- [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — open
 
 ### `moonbogi`
 
@@ -3254,7 +3278,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — open
+- [PR #46579: Fix typos in code](https://github.com/huggingface/transformers/pull/46579) — closed, merged
 - [PR #45113: Add GDS support for safetensors loading ](https://github.com/huggingface/transformers/pull/45113) — open
 - [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
 
@@ -3313,12 +3337,12 @@ 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: `2026-06-24T09:36:47Z`
+- repo last seen: `2026-06-24T17:48:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **70 comments / 342 reviews / 909 review comments**
+- snapshot discussion activity: **71 comments / 342 reviews / 909 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`
@@ -3708,7 +3732,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #46857: docs: Update NeMo AutoModel doc examples](https://github.com/huggingface/transformers/pull/46857) — open
+- [PR #46857: docs: Update NeMo AutoModel doc examples](https://github.com/huggingface/transformers/pull/46857) — closed, merged
 - [PR #44304: docs: Add NeMo Automodel community integration docs](https://github.com/huggingface/transformers/pull/44304) — closed, merged
 
 ### `hanouticelina`
@@ -4448,7 +4472,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asilicon-dispatch-100)
 - repo first seen: `2026-06-24T06:33:39Z`
 - repo last seen: `2026-06-24T11:13:25Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
@@ -5522,7 +5546,7 @@ Example artifacts:
 - repo first seen: `2026-06-23T19:12:59Z`
 - repo last seen: `2026-06-23T19:12:59Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5533,7 +5557,7 @@ Example artifacts:
 - heuristic read: **young account; high recent PR volume; broad repo spread; no visible non-self stars**
 
 Example artifacts:
-- [PR #46852: Add Spanish translation of the torch.compile page](https://github.com/huggingface/transformers/pull/46852) — open
+- [PR #46852: Add Spanish translation of the torch.compile page](https://github.com/huggingface/transformers/pull/46852) — closed, merged
 
 ### `devteamaegis`
 
@@ -6801,12 +6825,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Andvbd)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Andvbd)
 - repo first seen: `2026-06-16T08:24:44Z`
-- repo last seen: `2026-06-16T16:50:21Z`
+- repo last seen: `2026-06-24T17:52:15Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **5482 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

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+    "new_contributors_markdown": "new-contributors-report.md",
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+  "archived_manifest_path": "snapshots/20260624T180019Z/manifest.json",
+  "latest_snapshot_id": "20260624T180019Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-24T12:00:28Z",
+  "next_since": "2026-06-24T18:00:19Z",
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+  "snapshot_dir": "snapshots/20260624T180019Z"
 }

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-  "next_since": "2026-06-24T12:00:28Z",
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