Refresh diffusers dataset snapshot 20260714T083529Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260714T073520Z`
+- latest snapshot: `20260714T083529Z`
 - 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 sha256:3c015eb8c5e8510f557785d248947dd7635cbc42d146e56bed79769806b5ab4b
-size 15335299
+oid sha256:ca54cf046191b396128b08c744c4136917ea7879d5c30d3df58047d18d35a692
+size 15336727

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d18c7d128579ddf3d5e5bd7d08d089dede47e20815ebd14cc707d1b912346406
-size 3023894
+oid sha256:6d2314b5185bd112179fbac648e7547863eae9015ee6967ed6e0bc72d3ec6851
+size 3025554

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:67c4ade4367e16e108539f69215cc799c5c51356983ac51748eaed012ee5a02f
-size 105293
+oid sha256:324d0b41c75346bf83c52000b272a1e8726722dc34bbd0000698ce16eda8b168
+size 105400

manifest.json

@@ -5,35 +5,35 @@
     "new_contributors_parquet": "new_contributors.parquet"
   },
   "counts": {
-    "comments": 60429,
+    "comments": 60434,
     "issues": 5459,
-    "links": 8883,
-    "new_contributors": 127,
-    "pr_diffs": 7690,
-    "pr_files": 54375,
-    "pull_requests": 7690,
-    "review_comments": 32896,
-    "reviews": 30391,
-    "timeline_events": 210956
+    "links": 8891,
+    "new_contributors": 128,
+    "pr_diffs": 7692,
+    "pr_files": 54381,
+    "pull_requests": 7692,
+    "review_comments": 32902,
+    "reviews": 30393,
+    "timeline_events": 210986
   },
-  "crawl_started_at": "2026-07-14T07:35:20Z",
+  "crawl_started_at": "2026-07-14T08:35:29Z",
   "delta_counts": {
-    "comments": 0,
-    "issue_stubs": 0,
+    "comments": 5,
+    "issue_stubs": 6,
     "issues": 0,
-    "links": 2425,
-    "pr_diffs": 0,
-    "pr_files": 0,
-    "pull_requests": 0,
-    "review_comments": 0,
-    "reviews": 0,
-    "timeline_events": 0
+    "links": 11,
+    "pr_diffs": 6,
+    "pr_files": 24,
+    "pull_requests": 6,
+    "review_comments": 12,
+    "reviews": 3,
+    "timeline_events": 62
   },
-  "extracted_at": "2026-07-14T07:35:20Z",
+  "extracted_at": "2026-07-14T08:35:29Z",
   "repo": "huggingface/diffusers",
-  "snapshot_id": "20260714T073520Z",
+  "snapshot_id": "20260714T083529Z",
   "watermark": {
-    "effective_since": "2026-07-14T06:35:19Z",
-    "next_since": "2026-07-14T07:35:20Z"
+    "effective_since": "2026-07-14T07:35:20Z",
+    "next_since": "2026-07-14T08:35:29Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/diffusers",
-  "snapshot_id": "20260714T073520Z",
-  "generated_at": "2026-07-14T07:35:47Z",
+  "snapshot_id": "20260714T083529Z",
+  "generated_at": "2026-07-14T08:36:09Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 127,
-    "first_seen_in_snapshot": 0,
+    "selected_contributors": 128,
+    "first_seen_in_snapshot": 1,
     "known_via_prior_merged_pr": 58,
     "previous_primary_author_count": 3729,
     "selected_seen_in_previous_primary": 127,
     "previous_report_contributor_count": 127,
     "selected_overlap_previous_report": 127,
-    "selected_overlap_previous_report_rate": 1.0,
+    "selected_overlap_previous_report_rate": 0.9922,
     "reused_previous_report_entries": 124,
     "reused_known_merged_contributors": 55,
-    "live_fetches": 3,
+    "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 0.499,
-    "enrichment_avg_seconds_per_author": 0.004,
+    "enrichment_elapsed_seconds": 3.528,
+    "enrichment_avg_seconds_per_author": 0.028,
     "enrichment_failures": 3
   },
   "contributors": [
@@ -250,14 +250,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayiyixuxu",
       "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayiyixuxu",
       "repo_first_seen_at": "2022-12-14T16:37:57Z",
-      "repo_last_seen_at": "2026-07-13T21:12:59Z",
-      "repo_primary_artifact_count": 353,
-      "repo_artifact_count": 9797,
+      "repo_last_seen_at": "2026-07-14T08:30:56Z",
+      "repo_primary_artifact_count": 354,
+      "repo_artifact_count": 9806,
       "snapshot_issue_count": 39,
-      "snapshot_pr_count": 314,
+      "snapshot_pr_count": 315,
       "snapshot_comment_count": 2606,
-      "snapshot_review_count": 3008,
-      "snapshot_review_comment_count": 3830,
+      "snapshot_review_count": 3010,
+      "snapshot_review_comment_count": 3836,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -285,6 +285,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 14185,
+            "title": "ask to share self-review notes",
+            "url": "https://github.com/huggingface/diffusers/pull/14185",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-14T07:37:43Z"
+          },
           {
             "kind": "pull_request",
             "number": 14159,
@@ -304,16 +314,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-07-10T05:10:22Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 14096,
-            "title": "support loading pipeline from transformer style (flat) repo ",
-            "url": "https://github.com/huggingface/diffusers/pull/14096",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-30T09:23:05Z"
           }
         ],
         "issues": [
@@ -8238,6 +8238,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "menglcai",
+      "name": null,
+      "profile_url": "https://github.com/menglcai",
+      "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amenglcai",
+      "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amenglcai",
+      "repo_first_seen_at": "2026-07-14T08:27:01Z",
+      "repo_last_seen_at": "2026-07-14T08:27:01Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 981,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 8,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 7,
+        "merged_pr_rate": 0.125,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.875,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 5
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 14186,
+            "title": "Make `SD3Transformer2DModel` hidden states contiguous",
+            "url": "https://github.com/huggingface/diffusers/pull/14186",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-14T08:27:01Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "michaelmanly",
       "name": null,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/diffusers
 
-- Snapshot: `20260714T073520Z`
-- Generated: `2026-07-14T07:35:47Z`
+- Snapshot: `20260714T083529Z`
+- Generated: `2026-07-14T08:36:09Z`
 - Activity window: `60d`
-- Contributors: `127`
+- Contributors: `128`
 
 ## Summary
 
@@ -11,7 +11,7 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `sayakpaul` | [profile](https://github.com/sayakpaul) | no | MEMBER | 3507d | `2023-01-13T14:42:20Z` | 1075 | 134 | strong | moderate | low | extremely high recent PR volume |
 | `DN6` | [profile](https://github.com/DN6) | no | MEMBER | 4403d | `2023-02-22T04:27:25Z` | 384 | 14 | strong | low | low | targets high-star repos |
-| `yiyixuxu` | [profile](https://github.com/yiyixuxu) | no | MEMBER | 4019d | `2022-12-14T16:37:57Z` | 314 | 39 | strong | low | low | targets high-star repos |
+| `yiyixuxu` | [profile](https://github.com/yiyixuxu) | no | MEMBER | 4019d | `2022-12-14T16:37:57Z` | 315 | 39 | strong | low | low | targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2338d | `2023-02-22T18:18:22Z` | 217 | 6 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `linoytsaban` | [profile](https://github.com/linoytsaban) | no | MEMBER | 2390d | `2023-06-20T06:10:02Z` | 81 | 2 | mixed | low | low | high open PR share; targets high-star repos |
 | `dg845` | [profile](https://github.com/dg845) | no | MEMBER | 2368d | `2023-03-22T05:10:45Z` | 71 | 10 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -117,6 +117,7 @@
 | `liwd190019` | [profile](https://github.com/liwd190019) | no | CONTRIBUTOR | 1606d | `2025-02-04T05:11:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lucasruan1618` | [profile](https://github.com/lucasruan1618) | no | FIRST_TIMER | 1078d | `2026-06-17T11:29:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 737d | `2026-06-10T13:21:27Z` | 1 | 0 | mixed | moderate | low | — |
+| `menglcai` | [profile](https://github.com/menglcai) | yes | FIRST_TIME_CONTRIBUTOR | 981d | `2026-07-14T08:27:01Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `michaelmanly` | [profile](https://github.com/michaelmanly) | no | FIRST_TIME_CONTRIBUTOR | 2469d | `2026-06-16T13:41:22Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `momomuchu` | [profile](https://github.com/momomuchu) | no | FIRST_TIME_CONTRIBUTOR | 1727d | `2026-07-08T17:01:46Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nandanadileep` | [profile](https://github.com/nandanadileep) | no | FIRST_TIME_CONTRIBUTOR | 1413d | `2026-06-12T08:50:55Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
@@ -197,12 +198,12 @@ 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: `2026-07-13T21:12:59Z`
+- repo last seen: `2026-07-14T08:30:56Z`
 - 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 / 3008 reviews / 3830 review comments**
+- repo primary artifacts: **354**
+- snapshot authored PRs/issues: **315 PRs / 39 issues**
+- snapshot discussion activity: **2606 comments / 3010 reviews / 3836 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
@@ -210,9 +211,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #14185: ask to share self-review notes](https://github.com/huggingface/diffusers/pull/14185) — open
 - [PR #14159: [Modular]improve loop block](https://github.com/huggingface/diffusers/pull/14159) — open
 - [PR #14157: Add tests and agent docs for `kwargs_type` input/output](https://github.com/huggingface/diffusers/pull/14157) — open
-- [PR #14096: support loading pipeline from transformer style (flat) repo ](https://github.com/huggingface/diffusers/pull/14096) — closed, merged
 - [Issue #14132: [modular] ensure branch-specific input defaults](https://github.com/huggingface/diffusers/issues/14132) — open
 - [Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading](https://github.com/huggingface/diffusers/issues/12564) — open
 - [Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model](https://github.com/huggingface/diffusers/issues/12257) — open
@@ -2608,6 +2609,27 @@ Example artifacts:
 Example artifacts:
 - [PR #13911: Add Sound Encoder to Cosmos3](https://github.com/huggingface/diffusers/pull/13911) — closed, merged
 
+### `menglcai`
+
+- profile: [github.com/menglcai](https://github.com/menglcai)
+- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Amenglcai)
+- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Amenglcai)
+- repo first seen: `2026-07-14T08:27:01Z`
+- repo last seen: `2026-07-14T08:27:01Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **981 days**
+- recent public PR activity: **8 PRs** (1 merged / 0 closed-unmerged / 7 open; merged rate **12%**, closed-unmerged rate **0%**, open rate **88%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars**
+
+Example artifacts:
+- [PR #14186: Make `SD3Transformer2DModel` hidden states contiguous](https://github.com/huggingface/diffusers/pull/14186) — open
+
 ### `michaelmanly`
 
 - profile: [github.com/michaelmanly](https://github.com/michaelmanly)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:23d5e971a00dc0931b1489f8801e1a2a37a0a6e1b2c0347ecf62853f916f0b0e
-size 33758
+oid sha256:34f9f52e0da4c5a50f28fb39ff20d6f328a9a0b16bcdf63ebfa0b9d398e82d77
+size 33992

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bcc98c9425ff4a516b1c473361185d5def2c9d5ff15456d2c11236d0eb460d4e
-size 7141963
+oid sha256:1e5d642b1693ae90ecf81daa4c95bb6875e50b5df35a355b76ff0e274d05b5b1
+size 7142551

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9602f5597e31a933b752ed16d3152b75ecdfed472d2db57aacae76441483df55
-size 114114770
+oid sha256:7c7d6a92ef24a2e8fa2b219aaf8c608159f10e57de91e080897593343d11e235
+size 114120045

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e5af0ebb8ae0e5086e5d248c69ebe5fae12960fb0f86a2534d6fa9f4d326177d
-size 70049867
+oid sha256:8e2134d27307eb71becd43739f8f2eefdaa9656220ed76984973de03fcd5e605
+size 70055483

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7eea2d0cf7502734f588e5461efd92c5d7f6e9329aba3a8fbcef6fd9e231883e
-size 5340688
+oid sha256:b66afdbddb0030d2f904217b3169635fe58d11bec77499f21da69d5144290661
+size 5342407

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c9c1459ceb77ee2d71dc4ff4e3dab07807a1809f33b41aafe0ee4418f4ea944a
-size 5823861
+oid sha256:ab83b5a7b5127fb91ffe5d38c09d80a157b87ad530da3430ddb1482554605b4d
+size 5824889

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e9c8c21386cf46fc2aaaea13e0700f9c827dc0798be5925ae0ceffdc93cf7dba
-size 2373092
+oid sha256:8dc6d5e1daaf0fa8b1c9871cae1bbe8e97487df263efac4f079b2c2f8da812b5
+size 2373385

snapshots/20260714T083529Z/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": 60434,
+    "issues": 5459,
+    "links": 8891,
+    "new_contributors": 128,
+    "pr_diffs": 7692,
+    "pr_files": 54381,
+    "pull_requests": 7692,
+    "review_comments": 32902,
+    "reviews": 30393,
+    "timeline_events": 210986
+  },
+  "crawl_started_at": "2026-07-14T08:35:29Z",
+  "delta_counts": {
+    "comments": 5,
+    "issue_stubs": 6,
+    "issues": 0,
+    "links": 11,
+    "pr_diffs": 6,
+    "pr_files": 24,
+    "pull_requests": 6,
+    "review_comments": 12,
+    "reviews": 3,
+    "timeline_events": 62
+  },
+  "extracted_at": "2026-07-14T08:35:29Z",
+  "repo": "huggingface/diffusers",
+  "snapshot_id": "20260714T083529Z",
+  "watermark": {
+    "effective_since": "2026-07-14T07:35:20Z",
+    "next_since": "2026-07-14T08:35:29Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260714T073520Z/manifest.json",
-  "latest_snapshot_id": "20260714T073520Z",
+  "archived_manifest_path": "snapshots/20260714T083529Z/manifest.json",
+  "latest_snapshot_id": "20260714T083529Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-07-14T07:35:20Z",
+  "next_since": "2026-07-14T08:35:29Z",
   "repo": "huggingface/diffusers",
-  "snapshot_dir": "snapshots/20260714T073520Z"
+  "snapshot_dir": "snapshots/20260714T083529Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-07-14T06:35:19Z",
-  "last_successful_snapshot_id": "20260714T073520Z",
-  "next_since": "2026-07-14T07:35:20Z",
+  "effective_since": "2026-07-14T07:35:20Z",
+  "last_successful_snapshot_id": "20260714T083529Z",
+  "next_since": "2026-07-14T08:35:29Z",
   "repo": "huggingface/diffusers",
-  "updated_at": "2026-07-14T07:35:20Z"
+  "updated_at": "2026-07-14T08:35:29Z"
 }