Refresh diffusers dataset snapshot 20260713T223519Z

README.md

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 - eval set creation
 
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-            "created_at": "2026-06-22T16:35:20Z"
-          }
-        ]
+        "issues": []
       },
       "fetch_error": null
     },
@@ -3621,73 +3698,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "buffett0323",
-      "name": "Buffett Liu",
-      "profile_url": "https://github.com/buffett0323",
-      "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Abuffett0323",
-      "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Abuffett0323",
-      "repo_first_seen_at": "2026-05-22T21:59:05Z",
-      "repo_last_seen_at": "2026-07-13T16:49:34Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 46,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 8,
-      "snapshot_review_count": 18,
-      "snapshot_review_comment_count": 18,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "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": 2030,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "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": 14126,
-            "title": "Add `from_single_file()` support for Ideogram4 and Krea2 transformers",
-            "url": "https://github.com/huggingface/diffusers/pull/14126",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-06T02:05:04Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 14119,
-            "title": "Feat -- Stable Audio 3",
-            "url": "https://github.com/huggingface/diffusers/pull/14119",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-03T23:05:16Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "C1-BA-B1-F3",
       "name": null,
@@ -5843,73 +5853,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "zxuhan",
-      "name": "zxuhan7",
-      "profile_url": "https://github.com/zxuhan",
-      "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azxuhan",
-      "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azxuhan",
-      "repo_first_seen_at": "2026-05-14T19:07:05Z",
-      "repo_last_seen_at": "2026-05-14T19:39:53Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "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": 1020,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "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": 60,
-        "merged_pr_count": 11,
-        "closed_unmerged_pr_count": 21,
-        "open_pr_count": 28,
-        "merged_pr_rate": 0.1833,
-        "closed_unmerged_pr_rate": 0.35,
-        "still_open_pr_rate": 0.4667,
-        "distinct_repos_with_authored_prs": 16,
-        "distinct_repos_with_open_prs": 13
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 13755,
-            "title": "[pipelines] fix SD3 crash with pre-computed prompt_embeds and num_images_per_prompt",
-            "url": "https://github.com/huggingface/diffusers/pull/13755",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-14T19:39:53Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 13754,
-            "title": "[schedulers] fix RecursionError in CosineDPMSolverMultistepScheduler",
-            "url": "https://github.com/huggingface/diffusers/pull/13754",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-14T19:07:05Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Sainava",
       "name": "Sainava",
@@ -9205,12 +9148,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASuryanshSS1011",
       "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASuryanshSS1011",
       "repo_first_seen_at": "2026-06-29T22:17:01Z",
-      "repo_last_seen_at": "2026-07-13T19:12:23Z",
+      "repo_last_seen_at": "2026-07-13T21:24:16Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 11,
+      "repo_artifact_count": 12,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 4,
       "snapshot_review_comment_count": 4,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/diffusers
 
-- Snapshot: `20260713T193520Z`
-- Generated: `2026-07-13T19:35:55Z`
+- Snapshot: `20260713T223519Z`
+- Generated: `2026-07-13T22:36:00Z`
 - Activity window: `60d`
-- Contributors: `127`
+- Contributors: `126`
 
 ## Summary
 
@@ -18,8 +18,8 @@
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6611d | `2022-06-15T15:01:24Z` | 69 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `delmalih` | [profile](https://github.com/delmalih) | no | CONTRIBUTOR | 3392d | `2025-11-10T14:05:47Z` | 37 | 1 | mixed | moderate | low | high open PR share |
 | `akshan-main` | [profile](https://github.com/akshan-main) | no | CONTRIBUTOR | 1603d | `2025-11-21T08:13:14Z` | 36 | 2 | mixed | low | low | high open PR share; targets high-star repos |
+| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2023-12-20T21:14:21Z` | 35 | 0 | n/a | n/a | n/a | summary unavailable |
 | `apolinario` | [profile](https://github.com/apolinario) | no | MEMBER | 5498d | `2022-07-20T09:48:08Z` | 33 | 31 | weak | low | low | high open PR share; targets high-star repos |
-| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2023-12-20T21:14:21Z` | 33 | 0 | n/a | n/a | n/a | summary unavailable |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1437d | `2022-11-29T08:44:19Z` | 27 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | FIRST_TIME_CONTRIBUTOR | 46d | `2026-04-13T06:56:28Z` | 15 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 3038d | `2023-09-19T06:45:24Z` | 15 | 0 | mixed | moderate | low | targets high-star repos |
@@ -34,9 +34,10 @@
 | `yzhautouskay` | [profile](https://github.com/yzhautouskay) | no | CONTRIBUTOR | 588d | `2026-05-28T11:20:40Z` | 6 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5880d | `2026-05-13T07:23:25Z` | 5 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `wunianze666-netizen` | [profile](https://github.com/wunianze666-netizen) | no | FIRST_TIME_CONTRIBUTOR | 295d | `2026-06-08T14:18:35Z` | 5 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | CONTRIBUTOR | 3244d | `2026-05-27T21:18:03Z` | 4 | 1 | strong | low | low | targets high-star repos |
 | `pzarzycki` | [profile](https://github.com/pzarzycki) | no | CONTRIBUTOR | 4891d | `2026-07-07T20:03:10Z` | 4 | 0 | weak | low | low | high open PR share |
 | `TheChyeahhh` | [profile](https://github.com/TheChyeahhh) | no | FIRST_TIME_CONTRIBUTOR | 82d | `2026-05-29T21:09:17Z` | 4 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | CONTRIBUTOR | 3244d | `2026-05-27T21:18:03Z` | 3 | 1 | strong | low | low | targets high-star repos |
+| `buffett0323` | [profile](https://github.com/buffett0323) | no | FIRST_TIME_CONTRIBUTOR | 2030d | `2026-05-22T21:59:05Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Functionhx` | [profile](https://github.com/Functionhx) | no | FIRST_TIME_CONTRIBUTOR | 753d | `2026-07-09T19:22:34Z` | 3 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | CONTRIBUTOR | 2330d | `2026-06-01T10:21:42Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Jefsky` | [profile](https://github.com/Jefsky) | no | FIRST_TIME_CONTRIBUTOR | 4418d | `2026-05-28T08:16:01Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -51,7 +52,6 @@
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2321d | `2026-05-21T11:20:08Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Alex-Wengg` | [profile](https://github.com/Alex-Wengg) | no | NONE | 3055d | `2026-06-21T02:31:56Z` | 2 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `April-Sonnet` | [profile](https://github.com/April-Sonnet) | no | FIRST_TIME_CONTRIBUTOR | 78d | `2026-06-22T04:18:41Z` | 2 | 0 | weak | moderate | medium | very new account; high recent PR volume; high open PR share; no visible non-self stars |
-| `buffett0323` | [profile](https://github.com/buffett0323) | no | FIRST_TIME_CONTRIBUTOR | 2030d | `2026-05-22T21:59:05Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | FIRST_TIME_CONTRIBUTOR | 3300d | `2026-06-25T20:34:05Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T08:21:01Z` | 2 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `lcheng321` | [profile](https://github.com/lcheng321) | no | CONTRIBUTOR | 2601d | `2026-06-20T07:33:42Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -78,7 +78,6 @@
 | `Enderfga` | [profile](https://github.com/Enderfga) | no | CONTRIBUTOR | 2011d | `2023-05-08T05:27:53Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
 | `Shreyas-jk` | [profile](https://github.com/Shreyas-jk) | no | FIRST_TIME_CONTRIBUTOR | 547d | `2026-05-08T23:19:21Z` | 2 | 0 | mixed | low | low | no visible non-self stars |
 | `sqhuang` | [profile](https://github.com/sqhuang) | no | CONTRIBUTOR | 4036d | `2025-11-23T14:01:52Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `zxuhan` | [profile](https://github.com/zxuhan) | no | FIRST_TIME_CONTRIBUTOR | 1020d | `2026-05-14T19:07:05Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Sainava` | [profile](https://github.com/Sainava) | no | NONE | 869d | `2026-06-22T18:05:17Z` | 1 | 2 | mixed | moderate | low | — |
 | `amd-inechakr` | [profile](https://github.com/amd-inechakr) | no | FIRST_TIME_CONTRIBUTOR | 150d | `2026-06-26T22:12:12Z` | 1 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `CodingForAGI` | [profile](https://github.com/CodingForAGI) | no | FIRST_TIMER | 1067d | `2026-07-05T12:10:16Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -197,12 +196,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayiyixuxu)
 - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayiyixuxu)
 - repo first seen: `2022-12-14T16:37:57Z`
-- repo last seen: `2026-07-12T18:12:45Z`
+- repo last seen: `2026-07-13T21:12:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **353**
 - snapshot authored PRs/issues: **314 PRs / 39 issues**
-- snapshot discussion activity: **2606 comments / 3007 reviews / 3824 review comments**
+- snapshot discussion activity: **2606 comments / 3008 reviews / 3830 review comments**
 - account age: **4019 days**
 - recent public PR activity: **11 PRs** (9 merged / 0 closed-unmerged / 2 open; merged rate **82%**, closed-unmerged rate **0%**, open rate **18%**)
 - public orgs: none visible
@@ -366,6 +365,30 @@ Example artifacts:
 - [Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution](https://github.com/huggingface/diffusers/issues/13439) — closed
 - [Issue #13421: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/issues/13421) — closed
 
+### `dependabot[bot]`
+
+- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
+- repo first seen: `2023-12-20T21:14:21Z`
+- repo last seen: `2026-07-13T20:54:58Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **35**
+- snapshot authored PRs/issues: **35 PRs / 0 issues**
+- snapshot discussion activity: **12 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
+
+Example artifacts:
+- [PR #14180: Bump transformers from 5.3.0 to 5.5.0 in /examples/cogview4-control](https://github.com/huggingface/diffusers/pull/14180) — open
+- [PR #14179: Bump transformers from 4.47.0 to 5.5.0 in /examples/flux-control](https://github.com/huggingface/diffusers/pull/14179) — open
+- [PR #14178: Bump transformers from 4.38.0 to 5.5.0 in /examples/research_projects/realfill](https://github.com/huggingface/diffusers/pull/14178) — open
+
 ### `apolinario`
 
 - profile: [github.com/apolinario](https://github.com/apolinario)
@@ -392,30 +415,6 @@ Example artifacts:
 - [Issue #11702: AccVid LoRA key error when loading with diffusers](https://github.com/huggingface/diffusers/issues/11702) — closed
 - [Issue #9492: Add FLUX image-to-image to `AutoPipelineForImage2Image` ](https://github.com/huggingface/diffusers/issues/9492) — closed
 
-### `dependabot[bot]`
-
-- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
-- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
-- repo first seen: `2023-12-20T21:14:21Z`
-- repo last seen: `2026-07-13T18:37:45Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **33**
-- snapshot authored PRs/issues: **33 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
-
-Example artifacts:
-- [PR #14178: Bump transformers from 4.38.0 to 5.5.0 in /examples/research_projects/realfill](https://github.com/huggingface/diffusers/pull/14178) — open
-- [PR #14130: Bump the actions group across 1 directory with 17 updates](https://github.com/huggingface/diffusers/pull/14130) — open
-- [PR #14109: Bump transformers from 4.47.0 to 5.3.0 in /examples/cogview4-control](https://github.com/huggingface/diffusers/pull/14109) — closed, merged
-
 ### `jiqing-feng`
 
 - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
@@ -747,6 +746,30 @@ Example artifacts:
 - [PR #13939: Log VQ remapping configuration through the model logger](https://github.com/huggingface/diffusers/pull/13939) — open
 - [PR #13936: Log WanAnimate interpolation resizing as a warning](https://github.com/huggingface/diffusers/pull/13936) — open
 
+### `atharvajoshi10`
+
+- profile: [github.com/atharvajoshi10](https://github.com/atharvajoshi10)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aatharvajoshi10)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aatharvajoshi10)
+- repo first seen: `2026-05-27T21:18:03Z`
+- repo last seen: `2026-07-13T20:56:29Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **4 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 5 reviews / 5 review comments**
+- account age: **3244 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #14181: Cosmos3 edge support](https://github.com/huggingface/diffusers/pull/14181) — open
+- [PR #14054: Cosmos3 Model Parallelism](https://github.com/huggingface/diffusers/pull/14054) — open
+- [PR #13924: multi-GPU VAE Fix for Cosmos 3](https://github.com/huggingface/diffusers/pull/13924) — closed, merged
+- [Issue #14041: Finalize Guidelines for Ulysses based context parallel attention](https://github.com/huggingface/diffusers/issues/14041) — open
+
 ### `pzarzycki`
 
 - profile: [github.com/pzarzycki](https://github.com/pzarzycki)
@@ -793,29 +816,28 @@ Example artifacts:
 - [PR #13841: Fix typo: maxmium -> maximum in memory optimization docs](https://github.com/huggingface/diffusers/pull/13841) — open
 - [PR #13839: Fix stale docstring in KarrasVeScheduler.step_correct](https://github.com/huggingface/diffusers/pull/13839) — open
 
-### `atharvajoshi10`
+### `buffett0323`
 
-- profile: [github.com/atharvajoshi10](https://github.com/atharvajoshi10)
-- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aatharvajoshi10)
-- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aatharvajoshi10)
-- repo first seen: `2026-05-27T21:18:03Z`
-- repo last seen: `2026-07-08T02:32:24Z`
+- profile: [github.com/buffett0323](https://github.com/buffett0323)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Abuffett0323)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Abuffett0323)
+- repo first seen: `2026-05-22T21:59:05Z`
+- repo last seen: `2026-07-13T21:31:29Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 5 reviews / 5 review comments**
-- account age: **3244 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **8 comments / 18 reviews / 18 review comments**
+- account age: **2030 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 **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #14054: Cosmos3 Model Parallelism](https://github.com/huggingface/diffusers/pull/14054) — open
-- [PR #13924: multi-GPU VAE Fix for Cosmos 3](https://github.com/huggingface/diffusers/pull/13924) — closed, merged
-- [PR #13818: Adding Cosmos 3 to Diffusers](https://github.com/huggingface/diffusers/pull/13818) — closed, merged
-- [Issue #14041: Finalize Guidelines for Ulysses based context parallel attention](https://github.com/huggingface/diffusers/issues/14041) — open
+- [PR #14182: Fixing path traversal/arbitrary out-of-directory file read via sharde…](https://github.com/huggingface/diffusers/pull/14182) — open
+- [PR #14126: Add `from_single_file()` support for Ideogram4 and Krea2 transformers](https://github.com/huggingface/diffusers/pull/14126) — open
+- [PR #14119: Feat -- Stable Audio 3](https://github.com/huggingface/diffusers/pull/14119) — open
 
 ### `Functionhx`
 
@@ -1139,28 +1161,6 @@ Example artifacts:
 - [PR #14111: Fix typos across the codebase (concating→concatenating, tbe→the, corrct→correct, etc.)](https://github.com/huggingface/diffusers/pull/14111) — open
 - [PR #14030: Fix typos in comments and docstrings](https://github.com/huggingface/diffusers/pull/14030) — open
 
-### `buffett0323`
-
-- profile: [github.com/buffett0323](https://github.com/buffett0323)
-- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Abuffett0323)
-- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Abuffett0323)
-- repo first seen: `2026-05-22T21:59:05Z`
-- repo last seen: `2026-07-13T16:49:34Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 18 reviews / 18 review comments**
-- account age: **2030 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #14126: Add `from_single_file()` support for Ideogram4 and Krea2 transformers](https://github.com/huggingface/diffusers/pull/14126) — open
-- [PR #14119: Feat -- Stable Audio 3](https://github.com/huggingface/diffusers/pull/14119) — open
-
 ### `C1-BA-B1-F3`
 
 - profile: [github.com/C1-BA-B1-F3](https://github.com/C1-BA-B1-F3)
@@ -1773,28 +1773,6 @@ Example artifacts:
 - [PR #14127: Flux2 pipelines: expose the hardcoded 1MP condition-image downscale threshold (max_area)](https://github.com/huggingface/diffusers/pull/14127) — open
 - [PR #12701: Fix variable naming typos in community FluxControlNetFillInpaintPipeline](https://github.com/huggingface/diffusers/pull/12701) — closed, merged
 
-### `zxuhan`
-
-- profile: [github.com/zxuhan](https://github.com/zxuhan)
-- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azxuhan)
-- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azxuhan)
-- repo first seen: `2026-05-14T19:07:05Z`
-- repo last seen: `2026-05-14T19:39:53Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1020 days**
-- recent public PR activity: **60 PRs** (11 merged / 21 closed-unmerged / 28 open; merged rate **18%**, closed-unmerged rate **35%**, open rate **47%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, 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 #13755: [pipelines] fix SD3 crash with pre-computed prompt_embeds and num_images_per_prompt](https://github.com/huggingface/diffusers/pull/13755) — open
-- [PR #13754: [schedulers] fix RecursionError in CosineDPMSolverMultistepScheduler](https://github.com/huggingface/diffusers/pull/13754) — open
-
 ### `Sainava`
 
 - profile: [github.com/Sainava](https://github.com/Sainava)
@@ -2970,12 +2948,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASuryanshSS1011)
 - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASuryanshSS1011)
 - repo first seen: `2026-06-29T22:17:01Z`
-- repo last seen: `2026-07-13T19:12:23Z`
+- repo last seen: `2026-07-13T21:24:16Z`
 - 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 / 4 reviews / 4 review comments**
+- snapshot discussion activity: **3 comments / 4 reviews / 4 review comments**
 - account age: **874 days**
 - recent public PR activity: **16 PRs** (11 merged / 0 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **0%**, open rate **31%**)
 - public orgs: none visible

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