Refresh diffusers dataset snapshot 20260713T193520Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260713T183520Z`
+- latest snapshot: `20260713T193520Z`
 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
 - full file contents for changed files are not included

comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f5c091a1dfd3f458c5daa22d5be69b2a3c3707895fcd003bcca1b7bff8df6941
-size 15333445
+oid sha256:65c10257a4584e099858193dc172a96c30145e0a016ad770190f7e9938497229
+size 15334025

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c0226e22f370810a91b4ff9365d58b61e29c8926697f848eb22d67d8a0c75a12
-size 3024863
+oid sha256:52de40ba3221ce3d4f1dcb5173f6f03bdfbf44f71ece22a805b50b4b3273a9d9
+size 3021774

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f8da9d26f547064bbf6c43bf0993fa8ac3b622fa88b4bcdb2d29afb2cb8983cd
-size 104885
+oid sha256:69957f6a1dc0c082371ff5080519c06b6a0533ff048f099f20ef2efb58ec5941
+size 104954

manifest.json

@@ -5,35 +5,35 @@
     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
-    "comments": 60418,
+    "comments": 60420,
     "issues": 5458,
-    "links": 8846,
+    "links": 8853,
     "new_contributors": 127,
-    "pr_diffs": 7684,
-    "pr_files": 54351,
-    "pull_requests": 7684,
-    "review_comments": 32868,
-    "reviews": 30383,
-    "timeline_events": 210859
+    "pr_diffs": 7685,
+    "pr_files": 54352,
+    "pull_requests": 7685,
+    "review_comments": 32882,
+    "reviews": 30385,
+    "timeline_events": 210872
   },
-  "crawl_started_at": "2026-07-13T18:35:20Z",
+  "crawl_started_at": "2026-07-13T19:35:20Z",
   "delta_counts": {
-    "comments": 4,
-    "issue_stubs": 4,
-    "issues": 1,
-    "links": 3,
-    "pr_diffs": 3,
-    "pr_files": 29,
-    "pull_requests": 3,
-    "review_comments": 73,
+    "comments": 2,
+    "issue_stubs": 5,
+    "issues": 0,
+    "links": 29,
+    "pr_diffs": 5,
+    "pr_files": 24,
+    "pull_requests": 5,
+    "review_comments": 87,
     "reviews": 47,
-    "timeline_events": 232
+    "timeline_events": 138
   },
-  "extracted_at": "2026-07-13T18:35:20Z",
+  "extracted_at": "2026-07-13T19:35:20Z",
   "repo": "huggingface/diffusers",
-  "snapshot_id": "20260713T183520Z",
+  "snapshot_id": "20260713T193520Z",
   "watermark": {
-    "effective_since": "2026-07-13T17:35:21Z",
-    "next_since": "2026-07-13T18:35:20Z"
+    "effective_since": "2026-07-13T18:35:20Z",
+    "next_since": "2026-07-13T19:35:20Z"
   }
 }

new-contributors-report.json

@@ -1,8 +1,8 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/diffusers",
-  "snapshot_id": "20260713T183520Z",
-  "generated_at": "2026-07-13T18:35:54Z",
+  "snapshot_id": "20260713T193520Z",
+  "generated_at": "2026-07-13T19:35:55Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
@@ -19,7 +19,7 @@
     "live_fetches": 3,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 0.489,
+    "enrichment_elapsed_seconds": 0.514,
     "enrichment_avg_seconds_per_author": 0.004,
     "enrichment_failures": 3
   },
@@ -358,14 +358,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Astevhliu",
       "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Astevhliu",
       "repo_first_seen_at": "2023-02-22T18:18:22Z",
-      "repo_last_seen_at": "2026-07-13T15:59:50Z",
+      "repo_last_seen_at": "2026-07-13T19:30:25Z",
       "repo_primary_artifact_count": 223,
-      "repo_artifact_count": 2873,
+      "repo_artifact_count": 2887,
       "snapshot_issue_count": 6,
       "snapshot_pr_count": 217,
       "snapshot_comment_count": 248,
-      "snapshot_review_count": 784,
-      "snapshot_review_comment_count": 1618,
+      "snapshot_review_count": 785,
+      "snapshot_review_comment_count": 1631,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1047,12 +1047,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D",
       "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D",
       "repo_first_seen_at": "2023-12-20T21:14:21Z",
-      "repo_last_seen_at": "2026-07-06T05:59:41Z",
-      "repo_primary_artifact_count": 32,
-      "repo_artifact_count": 42,
+      "repo_last_seen_at": "2026-07-13T18:37:45Z",
+      "repo_primary_artifact_count": 33,
+      "repo_artifact_count": 44,
       "snapshot_issue_count": 0,
-      "snapshot_pr_count": 32,
-      "snapshot_comment_count": 10,
+      "snapshot_pr_count": 33,
+      "snapshot_comment_count": 11,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "CONTRIBUTOR",
@@ -1082,6 +1082,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 14178,
+            "title": "Bump transformers from 4.38.0 to 5.5.0 in /examples/research_projects/realfill",
+            "url": "https://github.com/huggingface/diffusers/pull/14178",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-13T18:37:41Z"
+          },
           {
             "kind": "pull_request",
             "number": 14130,
@@ -1101,16 +1111,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-07-02T09:26:19Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 14108,
-            "title": "Bump transformers from 4.47.0 to 5.3.0 in /examples/flux-control",
-            "url": "https://github.com/huggingface/diffusers/pull/14108",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-07-02T09:24:55Z"
           }
         ],
         "issues": []
@@ -4090,73 +4090,6 @@
       },
       "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": "hlky",
       "name": null,
@@ -5910,6 +5843,73 @@
       },
       "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",
@@ -9205,14 +9205,14 @@
       "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": "2026-07-13T07:22:50Z",
+      "repo_last_seen_at": "2026-07-13T19:12:23Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 9,
+      "repo_artifact_count": 11,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 2,
-      "snapshot_review_count": 3,
-      "snapshot_review_comment_count": 3,
+      "snapshot_review_count": 4,
+      "snapshot_review_comment_count": 4,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/diffusers
 
-- Snapshot: `20260713T183520Z`
-- Generated: `2026-07-13T18:35:54Z`
+- Snapshot: `20260713T193520Z`
+- Generated: `2026-07-13T19:35:55Z`
 - Activity window: `60d`
 - Contributors: `127`
 
@@ -19,7 +19,7 @@
 | `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 |
 | `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` | 32 | 0 | n/a | n/a | n/a | summary unavailable |
+| `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 |
@@ -58,7 +58,6 @@
 | `rumutaydin` | [profile](https://github.com/rumutaydin) | no | FIRST_TIME_CONTRIBUTOR | 1329d | `2026-07-10T22:49:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sridhar-3009` | [profile](https://github.com/sridhar-3009) | no | FIRST_TIME_CONTRIBUTOR | 1347d | `2026-07-10T04:10:03Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `ZAID646` | [profile](https://github.com/ZAID646) | no | CONTRIBUTOR | 1315d | `2026-07-01T18:09:53Z` | 2 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; 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 |
 | `hlky` | [profile](https://github.com/hlky) | no | CONTRIBUTOR | 1455d | `2022-08-22T10:44:45Z` | 150 | 84 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `asomoza` | [profile](https://github.com/asomoza) | no | MEMBER | 4641d | `2023-11-10T05:32:15Z` | 52 | 12 | weak | low | low | targets high-star repos |
 | `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | CONTRIBUTOR | 2123d | `2026-04-02T16:08:54Z` | 45 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -79,6 +78,7 @@
 | `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 |
@@ -223,12 +223,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2023-02-22T18:18:22Z`
-- repo last seen: `2026-07-13T15:59:50Z`
+- repo last seen: `2026-07-13T19:30:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **223**
 - snapshot authored PRs/issues: **217 PRs / 6 issues**
-- snapshot discussion activity: **248 comments / 784 reviews / 1618 review comments**
+- snapshot discussion activity: **248 comments / 785 reviews / 1631 review comments**
 - account age: **2338 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`
@@ -398,12 +398,12 @@ Example artifacts:
 - 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: `2026-07-06T05:59:41Z`
+- repo last seen: `2026-07-13T18:37:45Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **32**
-- snapshot authored PRs/issues: **32 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
+- 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
@@ -412,9 +412,9 @@ Example artifacts:
 - 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
-- [PR #14108: Bump transformers from 4.47.0 to 5.3.0 in /examples/flux-control](https://github.com/huggingface/diffusers/pull/14108) — open
 
 ### `jiqing-feng`
 
@@ -1293,28 +1293,6 @@ Example artifacts:
 - [PR #14102: Fix FA3 varlen wrapper when hub kernel returns single tensor](https://github.com/huggingface/diffusers/pull/14102) — closed, merged
 - [PR #14101: fix: preserve method docstring through apply_forward_hook decorator](https://github.com/huggingface/diffusers/pull/14101) — open
 
-### `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
-
 ### `hlky`
 
 - profile: [github.com/hlky](https://github.com/hlky)
@@ -1795,6 +1773,28 @@ 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 +2970,12 @@ 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: `2026-07-13T07:22:50Z`
+- repo last seen: `2026-07-13T19:12:23Z`
 - 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 / 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

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c3bc55af96b79eef0c3ff3fbdb70ebc39cc5d1fd01e700343007252960c7ca88
-size 33844
+oid sha256:321b374c665228c3decccca8d7bed6bed2e6eddfafd65df50a9c7949bf96b69a
+size 33845

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:aa69652cc86f1a380d7d2cf4b6947e833cbf66ab8673a220ab71590b7c907c0b
-size 7140650
+oid sha256:71d68af850482977cd5370758d8b7f850fc85753ec3e5e75720d47a6417b0835
+size 7140879

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4e187f20f3a32ce1c0f023972736a589e3b5b15756ca8fe8ba1c41ef4f3c659d
-size 114080034
+oid sha256:b02fc992c8544a6013566a2ffc611da44d394a6d0126e2e718cfbf4ca8a2ffaa
+size 114083696

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cda18f4e0f9de5abe6803d84e426af319d98602db757319a848e50ac8b3a9d4d
-size 70014536
+oid sha256:8849fbe8f0e698510c6d925d670f2b716e358eac8f316598254c936f4cbe69e0
+size 70019220

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:083969ee3134057ef516d637e2bc29d59d6c09322567a5319402f70ee54023f5
-size 5330776
+oid sha256:8d5cb5c60515cc30777c6648b10b3de836f6c072acbe244dc1da79210ffc34d0
+size 5335329

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4a9a0308e07c5babbc8d649ba18bf181eda8738c10d317e1449f631d86ce1bf9
-size 5815635
+oid sha256:f627da487aa945935a56e18b88afa05674ed582a1e67b2a39adde9a018e4b846
+size 5818197

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8e79c8b222552cdb7cd0300526ea1a98ac6c6151c2ca282de7c978e64255e01f
-size 2370949
+oid sha256:92ea429628e9f05447926a237ba3767092d935f4769eed80d8efcb667b9cbac1
+size 2371183

snapshots/20260713T193520Z/manifest.json

@@ -0,0 +1,39 @@
+{
+  "artifacts": {
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet"
+  },
+  "counts": {
+    "comments": 60420,
+    "issues": 5458,
+    "links": 8853,
+    "new_contributors": 127,
+    "pr_diffs": 7685,
+    "pr_files": 54352,
+    "pull_requests": 7685,
+    "review_comments": 32882,
+    "reviews": 30385,
+    "timeline_events": 210872
+  },
+  "crawl_started_at": "2026-07-13T19:35:20Z",
+  "delta_counts": {
+    "comments": 2,
+    "issue_stubs": 5,
+    "issues": 0,
+    "links": 29,
+    "pr_diffs": 5,
+    "pr_files": 24,
+    "pull_requests": 5,
+    "review_comments": 87,
+    "reviews": 47,
+    "timeline_events": 138
+  },
+  "extracted_at": "2026-07-13T19:35:20Z",
+  "repo": "huggingface/diffusers",
+  "snapshot_id": "20260713T193520Z",
+  "watermark": {
+    "effective_since": "2026-07-13T18:35:20Z",
+    "next_since": "2026-07-13T19:35:20Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260713T183520Z/manifest.json",
-  "latest_snapshot_id": "20260713T183520Z",
+  "archived_manifest_path": "snapshots/20260713T193520Z/manifest.json",
+  "latest_snapshot_id": "20260713T193520Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-07-13T18:35:20Z",
+  "next_since": "2026-07-13T19:35:20Z",
   "repo": "huggingface/diffusers",
-  "snapshot_dir": "snapshots/20260713T183520Z"
+  "snapshot_dir": "snapshots/20260713T193520Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-07-13T17:35:21Z",
-  "last_successful_snapshot_id": "20260713T183520Z",
-  "next_since": "2026-07-13T18:35:20Z",
+  "effective_since": "2026-07-13T18:35:20Z",
+  "last_successful_snapshot_id": "20260713T193520Z",
+  "next_since": "2026-07-13T19:35:20Z",
   "repo": "huggingface/diffusers",
-  "updated_at": "2026-07-13T18:35:20Z"
+  "updated_at": "2026-07-13T19:35:20Z"
 }