{ "schema_version": "1.0", "repo": "huggingface/diffusers", "snapshot_id": "20260610T123520Z", "generated_at": "2026-06-10T12:35:54Z", "window_days": 60, "max_authors": 0, "instrumentation": { "selected_contributors": 100, "first_seen_in_snapshot": 1, "known_via_prior_merged_pr": 55, "previous_primary_author_count": 3657, "selected_seen_in_previous_primary": 99, "previous_report_contributor_count": 99, "selected_overlap_previous_report": 99, "selected_overlap_previous_report_rate": 0.99, "reused_previous_report_entries": 96, "reused_known_merged_contributors": 52, "live_fetches": 4, "window_anchor": "run_time", "window_anchor_cacheable": false, "enrichment_elapsed_seconds": 3.688, "enrichment_avg_seconds_per_author": 0.037, "enrichment_failures": 3 }, "contributors": [ { "author_login": "sayakpaul", "name": "Sayak Paul", "profile_url": "https://github.com/sayakpaul", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asayakpaul", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asayakpaul", "repo_first_seen_at": "2023-01-13T14:42:20Z", "repo_last_seen_at": "2026-06-10T10:41:20Z", "repo_primary_artifact_count": 1188, "repo_artifact_count": 23801, "snapshot_issue_count": 134, "snapshot_pr_count": 1054, "snapshot_comment_count": 8243, "snapshot_review_count": 7051, "snapshot_review_comment_count": 7319, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 3507, "young_account": false, "follow_through_score": "strong", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "extremely high recent PR volume", "public_orgs": [ "huggingface", "all-things-vits" ], "activity": { "visible_authored_pr_count": 101, "merged_pr_count": 86, "closed_unmerged_pr_count": 7, "open_pr_count": 8, "merged_pr_rate": 0.8515, "closed_unmerged_pr_rate": 0.0693, "still_open_pr_rate": 0.0792, "distinct_repos_with_authored_prs": 8, "distinct_repos_with_open_prs": 3 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13906, "title": "quant config logging", "url": "https://github.com/huggingface/diffusers/pull/13906", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-10T09:33:53Z" }, { "kind": "pull_request", "number": 13905, "title": "[tests] fix consistency decoder tests", "url": "https://github.com/huggingface/diffusers/pull/13905", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-10T06:04:28Z" }, { "kind": "pull_request", "number": 13894, "title": "[tests] fix vidtok tests", "url": "https://github.com/huggingface/diffusers/pull/13894", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-09T07:54:25Z" } ], "issues": [ { "kind": "issue", "number": 13869, "title": "fix underlying issue with `test_from_save_pretrained_dtype_inference` is that the `model.to(dtype)` cast at", "url": "https://github.com/huggingface/diffusers/issues/13869", "state": "open", "merged": null, "draft": null, "created_at": "2026-06-05T02:14:35Z" }, { "kind": "issue", "number": 13713, "title": "Incorporate safetensors support to TorchAO", "url": "https://github.com/huggingface/diffusers/issues/13713", "state": "open", "merged": null, "draft": null, "created_at": "2026-05-11T00:57:56Z" }, { "kind": "issue", "number": 13475, "title": "QwenImage `has_neg_prompt` derivation", "url": "https://github.com/huggingface/diffusers/issues/13475", "state": "closed", "merged": null, "draft": null, "created_at": "2026-04-15T05:25:19Z" } ] }, "fetch_error": null }, { "author_login": "DN6", "name": "Dhruv Nair", "profile_url": "https://github.com/DN6", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADN6", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADN6", "repo_first_seen_at": "2023-02-22T04:27:25Z", "repo_last_seen_at": "2026-06-10T08:39:14Z", "repo_primary_artifact_count": 396, "repo_artifact_count": 4217, "snapshot_issue_count": 14, "snapshot_pr_count": 382, "snapshot_comment_count": 1084, "snapshot_review_count": 1531, "snapshot_review_comment_count": 1206, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 4403, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 12, "merged_pr_count": 10, "closed_unmerged_pr_count": 1, "open_pr_count": 1, "merged_pr_rate": 0.8333, "closed_unmerged_pr_rate": 0.0833, "still_open_pr_rate": 0.0833, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13852, "title": "[CI] Fix `torch_device` import in AutoencoderTesterMixin", "url": "https://github.com/huggingface/diffusers/pull/13852", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-01T17:52:09Z" }, { "kind": "pull_request", "number": 13794, "title": "[WIP] Refactor Model Design", "url": "https://github.com/huggingface/diffusers/pull/13794", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-22T19:59:03Z" }, { "kind": "pull_request", "number": 13753, "title": "Update contribution guidelines", "url": "https://github.com/huggingface/diffusers/pull/13753", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-14T10:09:13Z" } ], "issues": [ { "kind": "issue", "number": 13151, "title": "GGUF + `torch.compile` is not compatible with Hub Kernels", "url": "https://github.com/huggingface/diffusers/issues/13151", "state": "open", "merged": null, "draft": null, "created_at": "2026-02-16T06:24:56Z" }, { "kind": "issue", "number": 12600, "title": "Add KV Cache for Autoregressive Inference", "url": "https://github.com/huggingface/diffusers/issues/12600", "state": "open", "merged": null, "draft": null, "created_at": "2025-11-06T08:03:55Z" }, { "kind": "issue", "number": 10152, "title": "Diffusers Roadmap", "url": "https://github.com/huggingface/diffusers/issues/10152", "state": "open", "merged": null, "draft": null, "created_at": "2024-12-09T08:24:37Z" } ] }, "fetch_error": null }, { "author_login": "yiyixuxu", "name": "YiYi Xu", "profile_url": "https://github.com/yiyixuxu", "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": "2026-06-08T23:54:02Z", "repo_primary_artifact_count": 341, "repo_artifact_count": 9510, "snapshot_issue_count": 38, "snapshot_pr_count": 303, "snapshot_comment_count": 2596, "snapshot_review_count": 2947, "snapshot_review_comment_count": 3626, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 4019, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 11, "merged_pr_count": 9, "closed_unmerged_pr_count": 0, "open_pr_count": 2, "merged_pr_rate": 0.8182, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.1818, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13808, "title": "[docs] update philosophy.md (finally)", "url": "https://github.com/huggingface/diffusers/pull/13808", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-26T05:57:17Z" }, { "kind": "pull_request", "number": 13775, "title": "[agents docs] review-rules: add Tripwires section", "url": "https://github.com/huggingface/diffusers/pull/13775", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-21T00:42:59Z" }, { "kind": "pull_request", "number": 13774, "title": "[CI] claude_review: target source PR's branch for follow-up PRs", "url": "https://github.com/huggingface/diffusers/pull/13774", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-20T22:23:05Z" } ], "issues": [ { "kind": "issue", "number": 12564, "title": "[Proposals Welcome] Fal Flashpack integration for faster model loading", "url": "https://github.com/huggingface/diffusers/issues/12564", "state": "open", "merged": null, "draft": null, "created_at": "2025-10-31T02:25:55Z" }, { "kind": "issue", "number": 12257, "title": "[Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model", "url": "https://github.com/huggingface/diffusers/issues/12257", "state": "open", "merged": null, "draft": null, "created_at": "2025-08-29T08:04:43Z" }, { "kind": "issue", "number": 12222, "title": "[Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline", "url": "https://github.com/huggingface/diffusers/issues/12222", "state": "closed", "merged": null, "draft": null, "created_at": "2025-08-22T21:04:50Z" } ] }, "fetch_error": null }, { "author_login": "stevhliu", "name": "Steven Liu", "profile_url": "https://github.com/stevhliu", "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": "2026-06-08T01:01:02Z", "repo_primary_artifact_count": 221, "repo_artifact_count": 2851, "snapshot_issue_count": 6, "snapshot_pr_count": 215, "snapshot_comment_count": 246, "snapshot_review_count": 774, "snapshot_review_comment_count": 1610, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2338, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume; no visible non-self stars; targets high-star repos", "public_orgs": [ "huggingface" ], "activity": { "visible_authored_pr_count": 30, "merged_pr_count": 25, "closed_unmerged_pr_count": 0, "open_pr_count": 5, "merged_pr_rate": 0.8333, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.1667, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13830, "title": "[docs] add missing Returns sections to forward/__call__ docstrings", "url": "https://github.com/huggingface/diffusers/pull/13830", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-29T00:17:05Z" }, { "kind": "pull_request", "number": 13771, "title": "[docs] remove pipeline examples section", "url": "https://github.com/huggingface/diffusers/pull/13771", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-20T08:09:50Z" }, { "kind": "pull_request", "number": 13769, "title": "Fix missing forward/__call__ docstring entries", "url": "https://github.com/huggingface/diffusers/pull/13769", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-20T04:08:03Z" } ], "issues": [ { "kind": "issue", "number": 7238, "title": "IP-Adapter masking", "url": "https://github.com/huggingface/diffusers/issues/7238", "state": "closed", "merged": null, "draft": null, "created_at": "2024-03-06T17:38:12Z" }, { "kind": "issue", "number": 5380, "title": "[community pipeline] Mixture tiling", "url": "https://github.com/huggingface/diffusers/issues/5380", "state": "closed", "merged": null, "draft": null, "created_at": "2023-10-12T19:01:27Z" }, { "kind": "issue", "number": 5379, "title": "[community pipeline] SpeechToImage", "url": "https://github.com/huggingface/diffusers/issues/5379", "state": "closed", "merged": null, "draft": null, "created_at": "2023-10-12T18:53:38Z" } ] }, "fetch_error": null }, { "author_login": "hlky", "name": null, "profile_url": "https://github.com/hlky", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahlky", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahlky", "repo_first_seen_at": "2022-08-22T10:44:45Z", "repo_last_seen_at": "2026-06-05T17:26:13Z", "repo_primary_artifact_count": 234, "repo_artifact_count": 1627, "snapshot_issue_count": 84, "snapshot_pr_count": 150, "snapshot_comment_count": 554, "snapshot_review_count": 418, "snapshot_review_comment_count": 421, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 1455, "young_account": false, "follow_through_score": "strong", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume; no visible non-self stars", "public_orgs": [], "activity": { "visible_authored_pr_count": 25, "merged_pr_count": 19, "closed_unmerged_pr_count": 0, "open_pr_count": 6, "merged_pr_rate": 0.76, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.24, "distinct_repos_with_authored_prs": 5, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13875, "title": "Add TorchAO disk group offload support", "url": "https://github.com/huggingface/diffusers/pull/13875", "state": "open", "merged": false, "draft": true, "created_at": "2026-06-05T16:39:21Z" }, { "kind": "pull_request", "number": 13719, "title": "Incorporate safetensors support to TorchAO", "url": "https://github.com/huggingface/diffusers/pull/13719", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-11T17:18:25Z" }, { "kind": "pull_request", "number": 13695, "title": "Fix Stable Cascade review issues", "url": "https://github.com/huggingface/diffusers/pull/13695", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-07T15:14:24Z" } ], "issues": [ { "kind": "issue", "number": 13656, "title": "[meta issue] Systematic model/pipeline review findings / tracking", "url": "https://github.com/huggingface/diffusers/issues/13656", "state": "open", "merged": null, "draft": null, "created_at": "2026-04-29T17:10:29Z" }, { "kind": "issue", "number": 13655, "title": "`model_infrastructure` model/pipeline review", "url": "https://github.com/huggingface/diffusers/issues/13655", "state": "open", "merged": null, "draft": null, "created_at": "2026-04-29T16:47:35Z" }, { "kind": "issue", "number": 13654, "title": "`model_unets_shared` model/pipeline review", "url": "https://github.com/huggingface/diffusers/issues/13654", "state": "open", "merged": null, "draft": null, "created_at": "2026-04-29T16:47:11Z" } ] }, "fetch_error": null }, { "author_login": "dg845", "name": null, "profile_url": "https://github.com/dg845", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adg845", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adg845", "repo_first_seen_at": "2023-03-22T05:10:45Z", "repo_last_seen_at": "2026-06-10T09:09:50Z", "repo_primary_artifact_count": 78, "repo_artifact_count": 2184, "snapshot_issue_count": 8, "snapshot_pr_count": 70, "snapshot_comment_count": 373, "snapshot_review_count": 933, "snapshot_review_comment_count": 800, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2368, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 2, "merged_pr_count": 2, "closed_unmerged_pr_count": 0, "open_pr_count": 0, "merged_pr_rate": 1.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13871, "title": "Create `TestHooks` generator on `torch_device`", "url": "https://github.com/huggingface/diffusers/pull/13871", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-05T04:34:05Z" }, { "kind": "pull_request", "number": 13863, "title": "[tests] fix anyflow tests layerwise casting", "url": "https://github.com/huggingface/diffusers/pull/13863", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-04T08:02:09Z" }, { "kind": "pull_request", "number": 13697, "title": "Fix GGUF to Work Better with `modules_to_not_convert` / `keep_in_fp32_modules`", "url": "https://github.com/huggingface/diffusers/pull/13697", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-08T09:23:31Z" } ], "issues": [ { "kind": "issue", "number": 12079, "title": "API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers", "url": "https://github.com/huggingface/diffusers/issues/12079", "state": "open", "merged": null, "draft": null, "created_at": "2025-08-06T02:24:46Z" }, { "kind": "issue", "number": 8547, "title": "Latent Consistency Model Possible Scaling Bug", "url": "https://github.com/huggingface/diffusers/issues/8547", "state": "closed", "merged": null, "draft": null, "created_at": "2024-06-14T03:13:46Z" }, { "kind": "issue", "number": 6756, "title": "Handling LoRA Scale in the Legacy LoRA Implementation.", "url": "https://github.com/huggingface/diffusers/issues/6756", "state": "closed", "merged": null, "draft": null, "created_at": "2024-01-30T01:36:56Z" } ] }, "fetch_error": null }, { "author_login": "Ricardo-M-L", "name": null, "profile_url": "https://github.com/Ricardo-M-L", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARicardo-M-L", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARicardo-M-L", "repo_first_seen_at": "2026-04-02T16:08:54Z", "repo_last_seen_at": "2026-06-01T08:48:01Z", "repo_primary_artifact_count": 45, "repo_artifact_count": 84, "snapshot_issue_count": 0, "snapshot_pr_count": 45, "snapshot_comment_count": 37, "snapshot_review_count": 1, "snapshot_review_comment_count": 1, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2123, "young_account": false, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "medium", "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 281, "merged_pr_count": 62, "closed_unmerged_pr_count": 94, "open_pr_count": 125, "merged_pr_rate": 0.2206, "closed_unmerged_pr_rate": 0.3345, "still_open_pr_rate": 0.4448, "distinct_repos_with_authored_prs": 44, "distinct_repos_with_open_prs": 37 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13760, "title": "Fix FlowMatchEulerDiscreteScheduler double-shift in set_timesteps", "url": "https://github.com/huggingface/diffusers/pull/13760", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-17T05:05:32Z" }, { "kind": "pull_request", "number": 13741, "title": "Route SanaTransformer2DModel.forward by time-embed type, not by guidance presence", "url": "https://github.com/huggingface/diffusers/pull/13741", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-13T08:49:17Z" }, { "kind": "pull_request", "number": 13740, "title": "Raise ValueError instead of tearing down CUDA when AuraFlow latents exceed pos_embed_max_size", "url": "https://github.com/huggingface/diffusers/pull/13740", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-13T08:49:13Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "apolinario", "name": "apolin\u00e1rio", "profile_url": "https://github.com/apolinario", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aapolinario", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aapolinario", "repo_first_seen_at": "2022-07-20T09:48:08Z", "repo_last_seen_at": "2026-06-04T04:45:23Z", "repo_primary_artifact_count": 63, "repo_artifact_count": 315, "snapshot_issue_count": 31, "snapshot_pr_count": 32, "snapshot_comment_count": 113, "snapshot_review_count": 74, "snapshot_review_comment_count": 65, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 5498, "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": [ "redelivre" ], "activity": { "visible_authored_pr_count": 5, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 4, "merged_pr_rate": 0.2, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.8, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13861, "title": "Ideogram4 lora training", "url": "https://github.com/huggingface/diffusers/pull/13861", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-03T16:01:00Z" }, { "kind": "pull_request", "number": 13860, "title": "Add structured prompt upsampling to Ideogram4", "url": "https://github.com/huggingface/diffusers/pull/13860", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-03T16:00:55Z" }, { "kind": "pull_request", "number": 13859, "title": "Add Ideogram 4", "url": "https://github.com/huggingface/diffusers/pull/13859", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-03T16:00:39Z" } ], "issues": [ { "kind": "issue", "number": 12159, "title": "LoRA loading compatibility with some Qwen Image LoRAs", "url": "https://github.com/huggingface/diffusers/issues/12159", "state": "closed", "merged": null, "draft": null, "created_at": "2025-08-15T19:03:37Z" }, { "kind": "issue", "number": 11702, "title": "AccVid LoRA key error when loading with diffusers", "url": "https://github.com/huggingface/diffusers/issues/11702", "state": "closed", "merged": null, "draft": null, "created_at": "2025-06-12T22:20:32Z" }, { "kind": "issue", "number": 9492, "title": "Add FLUX image-to-image to `AutoPipelineForImage2Image` ", "url": "https://github.com/huggingface/diffusers/issues/9492", "state": "closed", "merged": null, "draft": null, "created_at": "2024-09-22T16:05:47Z" } ] }, "fetch_error": null }, { "author_login": "akshan-main", "name": "Akshan Krithick", "profile_url": "https://github.com/akshan-main", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aakshan-main", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aakshan-main", "repo_first_seen_at": "2025-11-21T08:13:14Z", "repo_last_seen_at": "2026-06-10T05:20:36Z", "repo_primary_artifact_count": 30, "repo_artifact_count": 190, "snapshot_issue_count": 2, "snapshot_pr_count": 28, "snapshot_comment_count": 112, "snapshot_review_count": 24, "snapshot_review_comment_count": 24, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 1603, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 17, "merged_pr_count": 7, "closed_unmerged_pr_count": 3, "open_pr_count": 7, "merged_pr_rate": 0.4118, "closed_unmerged_pr_rate": 0.1765, "still_open_pr_rate": 0.4118, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 3 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13902, "title": "refactor unet_2d_condition tests", "url": "https://github.com/huggingface/diffusers/pull/13902", "state": "closed", "merged": false, "draft": false, "created_at": "2026-06-09T19:58:17Z" }, { "kind": "pull_request", "number": 13901, "title": "refactor unet_2d tests", "url": "https://github.com/huggingface/diffusers/pull/13901", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-09T18:38:14Z" }, { "kind": "pull_request", "number": 13898, "title": "refactor unet_1d tests", "url": "https://github.com/huggingface/diffusers/pull/13898", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-09T16:28:53Z" } ], "issues": [ { "kind": "issue", "number": 13439, "title": "HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution", "url": "https://github.com/huggingface/diffusers/issues/13439", "state": "closed", "merged": null, "draft": null, "created_at": "2026-04-10T09:58:27Z" }, { "kind": "issue", "number": 13421, "title": "Add negative_prompt parameter to GLMImagePipeline", "url": "https://github.com/huggingface/diffusers/issues/13421", "state": "closed", "merged": null, "draft": null, "created_at": "2026-04-06T14:17:32Z" } ] }, "fetch_error": null }, { "author_login": "jiqing-feng", "name": null, "profile_url": "https://github.com/jiqing-feng", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajiqing-feng", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajiqing-feng", "repo_first_seen_at": "2022-11-29T08:44:19Z", "repo_last_seen_at": "2026-06-08T01:36:05Z", "repo_primary_artifact_count": 31, "repo_artifact_count": 180, "snapshot_issue_count": 4, "snapshot_pr_count": 27, "snapshot_comment_count": 85, "snapshot_review_count": 32, "snapshot_review_comment_count": 32, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 1437, "young_account": false, "follow_through_score": "mixed", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 35, "merged_pr_count": 23, "closed_unmerged_pr_count": 7, "open_pr_count": 5, "merged_pr_rate": 0.6571, "closed_unmerged_pr_rate": 0.2, "still_open_pr_rate": 0.1429, "distinct_repos_with_authored_prs": 7, "distinct_repos_with_open_prs": 3 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13816, "title": "Use `device_map=\"auto\"` in single file tests to support large models on limited GPU memory", "url": "https://github.com/huggingface/diffusers/pull/13816", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-27T06:52:33Z" }, { "kind": "pull_request", "number": 13777, "title": "Fix OOM in WanAnimate BitsAndBytes Training Test", "url": "https://github.com/huggingface/diffusers/pull/13777", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-21T02:11:55Z" }, { "kind": "pull_request", "number": 13776, "title": "Reduce FLUX int8 test peak memory with sequential offload", "url": "https://github.com/huggingface/diffusers/pull/13776", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-21T02:01:49Z" } ], "issues": [ { "kind": "issue", "number": 13105, "title": "Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise", "url": "https://github.com/huggingface/diffusers/issues/13105", "state": "closed", "merged": null, "draft": null, "created_at": "2026-02-09T05:58:25Z" }, { "kind": "issue", "number": 12975, "title": "AnimateDiffPipeline performance regression on CPU.", "url": "https://github.com/huggingface/diffusers/issues/12975", "state": "closed", "merged": null, "draft": null, "created_at": "2026-01-14T06:36:09Z" }, { "kind": "issue", "number": 12632, "title": "stable_diffusion_xl_img2img failed due to dtype missmatch", "url": "https://github.com/huggingface/diffusers/issues/12632", "state": "closed", "merged": null, "draft": null, "created_at": "2025-11-11T07:57:17Z" } ] }, "fetch_error": null }, { "author_login": "dependabot[bot]", "name": null, "profile_url": "https://github.com/dependabot[bot]", "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": "2026-06-10T02:25:42Z", "repo_primary_artifact_count": 23, "repo_artifact_count": 28, "snapshot_issue_count": 0, "snapshot_pr_count": 23, "snapshot_comment_count": 5, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "live", "live_refetch_skipped": false, "account_age_days": null, "young_account": false, "follow_through_score": "n/a", "breadth_score": "n/a", "automation_risk_signal": "n/a", "heuristic_note": "summary unavailable", "public_orgs": [], "activity": { "visible_authored_pr_count": null, "merged_pr_count": null, "closed_unmerged_pr_count": null, "open_pr_count": null, "merged_pr_rate": null, "closed_unmerged_pr_rate": null, "still_open_pr_rate": null, "distinct_repos_with_authored_prs": null, "distinct_repos_with_open_prs": null }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13904, "title": "Bump transformers from 4.47.0 to 5.0.0rc3 in /examples/cogview4-control", "url": "https://github.com/huggingface/diffusers/pull/13904", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-10T02:25:42Z" }, { "kind": "pull_request", "number": 13883, "title": "Bump the actions group across 1 directory with 16 updates", "url": "https://github.com/huggingface/diffusers/pull/13883", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-08T05:59:28Z" }, { "kind": "pull_request", "number": 13814, "title": "Bump the actions group across 1 directory with 15 updates", "url": "https://github.com/huggingface/diffusers/pull/13814", "state": "closed", "merged": false, "draft": false, "created_at": "2026-05-26T15:48:39Z" } ], "issues": [] }, "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]'.\"}]" }, { "author_login": "Anai-Guo", "name": "Tai An", "profile_url": "https://github.com/Anai-Guo", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAnai-Guo", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAnai-Guo", "repo_first_seen_at": "2026-04-13T06:56:28Z", "repo_last_seen_at": "2026-06-08T04:07:43Z", "repo_primary_artifact_count": 15, "repo_artifact_count": 20, "snapshot_issue_count": 0, "snapshot_pr_count": 15, "snapshot_comment_count": 5, "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": 46, "young_account": true, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "high", "heuristic_note": "very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 137, "merged_pr_count": 35, "closed_unmerged_pr_count": 57, "open_pr_count": 45, "merged_pr_rate": 0.2555, "closed_unmerged_pr_rate": 0.4161, "still_open_pr_rate": 0.3285, "distinct_repos_with_authored_prs": 30, "distinct_repos_with_open_prs": 15 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13882, "title": "fix(tests): dtype-aware reference cast in test_from_save_pretrained_dtype_inference", "url": "https://github.com/huggingface/diffusers/pull/13882", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-08T04:07:43Z" }, { "kind": "pull_request", "number": 13867, "title": "fix(cosmos2_5_predict): guard text safety check with isinstance like the video path", "url": "https://github.com/huggingface/diffusers/pull/13867", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-04T19:20:46Z" }, { "kind": "pull_request", "number": 13791, "title": "fix(modeling_utils): rename shadowed `tuple` loop var in get_parameter_dtype (#13789)", "url": "https://github.com/huggingface/diffusers/pull/13791", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-22T13:07:15Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "sywangyi", "name": "Wang, Yi", "profile_url": "https://github.com/sywangyi", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asywangyi", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asywangyi", "repo_first_seen_at": "2023-09-19T06:45:24Z", "repo_last_seen_at": "2026-06-09T08:08:10Z", "repo_primary_artifact_count": 15, "repo_artifact_count": 73, "snapshot_issue_count": 0, "snapshot_pr_count": 15, "snapshot_comment_count": 34, "snapshot_review_count": 12, "snapshot_review_comment_count": 12, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 3038, "young_account": false, "follow_through_score": "mixed", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 19, "merged_pr_count": 13, "closed_unmerged_pr_count": 3, "open_pr_count": 3, "merged_pr_rate": 0.6842, "closed_unmerged_pr_rate": 0.1579, "still_open_pr_rate": 0.1579, "distinct_repos_with_authored_prs": 7, "distinct_repos_with_open_prs": 3 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13892, "title": "fix test_pag_sdxl::StableDiffusionXLPAGPipelineIntegrationTests", "url": "https://github.com/huggingface/diffusers/pull/13892", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-09T06:45:17Z" }, { "kind": "pull_request", "number": 13886, "title": "fix marigold depth failure in xpu and A100", "url": "https://github.com/huggingface/diffusers/pull/13886", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-08T13:36:40Z" }, { "kind": "pull_request", "number": 13856, "title": "updatge the test marigold to make it pass in xpu", "url": "https://github.com/huggingface/diffusers/pull/13856", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-03T06:58:08Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "kaixuanliu", "name": "kaixuanliu", "profile_url": "https://github.com/kaixuanliu", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akaixuanliu", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akaixuanliu", "repo_first_seen_at": "2025-01-20T00:59:08Z", "repo_last_seen_at": "2026-05-19T14:09:06Z", "repo_primary_artifact_count": 14, "repo_artifact_count": 76, "snapshot_issue_count": 0, "snapshot_pr_count": 14, "snapshot_comment_count": 44, "snapshot_review_count": 9, "snapshot_review_comment_count": 9, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 3976, "young_account": false, "follow_through_score": "mixed", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 49, "merged_pr_count": 37, "closed_unmerged_pr_count": 9, "open_pr_count": 3, "merged_pr_rate": 0.7551, "closed_unmerged_pr_rate": 0.1837, "still_open_pr_rate": 0.0612, "distinct_repos_with_authored_prs": 4, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13766, "title": "fix device mismatch issue for HiDreamTransformerTests", "url": "https://github.com/huggingface/diffusers/pull/13766", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-19T10:56:50Z" }, { "kind": "pull_request", "number": 13534, "title": "Fix non-deterministic T5 outputs in HiDream pipeline tests", "url": "https://github.com/huggingface/diffusers/pull/13534", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-21T07:41:02Z" }, { "kind": "pull_request", "number": 13496, "title": "add _repeated_blocks for ErnieImageTransformer2DModel", "url": "https://github.com/huggingface/diffusers/pull/13496", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-17T05:59:52Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "Dev-X25874", "name": null, "profile_url": "https://github.com/Dev-X25874", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADev-X25874", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADev-X25874", "repo_first_seen_at": "2026-05-12T02:45:59Z", "repo_last_seen_at": "2026-06-01T05:57:11Z", "repo_primary_artifact_count": 10, "repo_artifact_count": 26, "snapshot_issue_count": 0, "snapshot_pr_count": 10, "snapshot_comment_count": 14, "snapshot_review_count": 1, "snapshot_review_comment_count": 1, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 20, "young_account": true, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "high", "heuristic_note": "very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars", "public_orgs": [], "activity": { "visible_authored_pr_count": 106, "merged_pr_count": 27, "closed_unmerged_pr_count": 32, "open_pr_count": 47, "merged_pr_rate": 0.2547, "closed_unmerged_pr_rate": 0.3019, "still_open_pr_rate": 0.4434, "distinct_repos_with_authored_prs": 56, "distinct_repos_with_open_prs": 40 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13806, "title": "[fix] hooks/taylorseer_cache: fix off-by-one in post-warmup compute interval", "url": "https://github.com/huggingface/diffusers/pull/13806", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-25T10:31:29Z" }, { "kind": "pull_request", "number": 13797, "title": "[DreamBooth SDXL LoRA] Apply SNR min-weighting to prior preservation loss when snr_gamma is set", "url": "https://github.com/huggingface/diffusers/pull/13797", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-23T09:28:29Z" }, { "kind": "pull_request", "number": 13796, "title": "[SDXL] Fix clip_skip not applied to negative prompt embeddings in encode_prompt", "url": "https://github.com/huggingface/diffusers/pull/13796", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-23T09:14:21Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "zhtmike", "name": "Cheung Ka Wai", "profile_url": "https://github.com/zhtmike", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azhtmike", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azhtmike", "repo_first_seen_at": "2026-03-17T08:08:13Z", "repo_last_seen_at": "2026-06-08T10:26:15Z", "repo_primary_artifact_count": 9, "repo_artifact_count": 127, "snapshot_issue_count": 3, "snapshot_pr_count": 6, "snapshot_comment_count": 24, "snapshot_review_count": 47, "snapshot_review_comment_count": 47, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 4316, "young_account": false, "follow_through_score": "mixed", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume", "public_orgs": [], "activity": { "visible_authored_pr_count": 67, "merged_pr_count": 42, "closed_unmerged_pr_count": 20, "open_pr_count": 5, "merged_pr_rate": 0.6269, "closed_unmerged_pr_rate": 0.2985, "still_open_pr_rate": 0.0746, "distinct_repos_with_authored_prs": 8, "distinct_repos_with_open_prs": 3 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13809, "title": "add SP support for `_flash_3_varlen_hub` backend", "url": "https://github.com/huggingface/diffusers/pull/13809", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-26T06:18:49Z" }, { "kind": "pull_request", "number": 13756, "title": "Fix the QwenImage Attention mask under Ulysses SP", "url": "https://github.com/huggingface/diffusers/pull/13756", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-15T04:36:25Z" }, { "kind": "pull_request", "number": 13479, "title": "add SP support for `flash_varlen_hub` backend", "url": "https://github.com/huggingface/diffusers/pull/13479", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-15T09:51:35Z" } ], "issues": [ { "kind": "issue", "number": 13696, "title": "[bug] The mask is not correctly sharded for QwenImageTransformer + Ulysses SP", "url": "https://github.com/huggingface/diffusers/issues/13696", "state": "closed", "merged": null, "draft": null, "created_at": "2026-05-08T03:33:55Z" }, { "kind": "issue", "number": 13319, "title": "The backward pass of QwenImageTransformer failed with Ulysses SP.", "url": "https://github.com/huggingface/diffusers/issues/13319", "state": "closed", "merged": null, "draft": null, "created_at": "2026-03-24T07:46:36Z" }, { "kind": "issue", "number": 13277, "title": "QwenImagePipeline failed with Ulysses SP and batch inputs", "url": "https://github.com/huggingface/diffusers/issues/13277", "state": "closed", "merged": null, "draft": null, "created_at": "2026-03-17T08:08:13Z" } ] }, "fetch_error": null }, { "author_login": "RuixiangMa", "name": "Lancer", "profile_url": "https://github.com/RuixiangMa", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARuixiangMa", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARuixiangMa", "repo_first_seen_at": "2026-04-02T17:19:18Z", "repo_last_seen_at": "2026-06-03T17:48:48Z", "repo_primary_artifact_count": 6, "repo_artifact_count": 138, "snapshot_issue_count": 0, "snapshot_pr_count": 6, "snapshot_comment_count": 10, "snapshot_review_count": 61, "snapshot_review_comment_count": 61, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 3328, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume", "public_orgs": [], "activity": { "visible_authored_pr_count": 25, "merged_pr_count": 17, "closed_unmerged_pr_count": 1, "open_pr_count": 7, "merged_pr_rate": 0.68, "closed_unmerged_pr_rate": 0.04, "still_open_pr_rate": 0.28, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13837, "title": "[New Model] Add LensPipeline \uff08microsoft/Lens\uff09", "url": "https://github.com/huggingface/diffusers/pull/13837", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-29T20:05:57Z" }, { "kind": "pull_request", "number": 13511, "title": "[Feat] support AutoPipelineForText2Audio", "url": "https://github.com/huggingface/diffusers/pull/13511", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-21T00:29:42Z" }, { "kind": "pull_request", "number": 13494, "title": "[Bugfix] Fix shape mismatch in LongCatAudioDiTTransformer conversion", "url": "https://github.com/huggingface/diffusers/pull/13494", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-16T16:23:46Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "hf-security-analysis[bot]", "name": null, "profile_url": "https://github.com/hf-security-analysis[bot]", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D", "repo_first_seen_at": "2026-03-27T11:59:04Z", "repo_last_seen_at": "2026-05-27T16:14:19Z", "repo_primary_artifact_count": 5, "repo_artifact_count": 5, "snapshot_issue_count": 0, "snapshot_pr_count": 5, "snapshot_comment_count": 0, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "live", "live_refetch_skipped": false, "account_age_days": null, "young_account": false, "follow_through_score": "n/a", "breadth_score": "n/a", "automation_risk_signal": "n/a", "heuristic_note": "summary unavailable", "public_orgs": [], "activity": { "visible_authored_pr_count": null, "merged_pr_count": null, "closed_unmerged_pr_count": null, "open_pr_count": null, "merged_pr_rate": null, "closed_unmerged_pr_rate": null, "still_open_pr_rate": null, "distinct_repos_with_authored_prs": null, "distinct_repos_with_open_prs": null }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13817, "title": "chore: update serge_review.yml", "url": "https://github.com/huggingface/diffusers/pull/13817", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-27T16:14:19Z" }, { "kind": "pull_request", "number": 13737, "title": "chore: update serge_review.yml", "url": "https://github.com/huggingface/diffusers/pull/13737", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-13T07:34:32Z" }, { "kind": "pull_request", "number": 13685, "title": "chore: update pr_labeler.yml", "url": "https://github.com/huggingface/diffusers/pull/13685", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-06T12:02:20Z" } ], "issues": [] }, "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'hf-security-analysis[bot]'.\"}]" }, { "author_login": "neo", "name": "Wenchen Li", "profile_url": "https://github.com/neo", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aneo", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aneo", "repo_first_seen_at": "2023-09-20T21:42:50Z", "repo_last_seen_at": "2026-06-08T21:30:57Z", "repo_primary_artifact_count": 5, "repo_artifact_count": 13, "snapshot_issue_count": 0, "snapshot_pr_count": 5, "snapshot_comment_count": 2, "snapshot_review_count": 3, "snapshot_review_comment_count": 3, "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": 4253, "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": [ "Experience-Monks" ], "activity": { "visible_authored_pr_count": 3, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 3, "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": 13889, "title": "Fix typo in `AutoModel`", "url": "https://github.com/huggingface/diffusers/pull/13889", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-08T21:30:57Z" }, { "kind": "pull_request", "number": 13460, "title": "Add hash check for dynamic modules cache", "url": "https://github.com/huggingface/diffusers/pull/13460", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-13T14:46:02Z" }, { "kind": "pull_request", "number": 13459, "title": "Ensure consistent dynamic module path for custom components", "url": "https://github.com/huggingface/diffusers/pull/13459", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-13T14:45:54Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "HsiaWinter", "name": null, "profile_url": "https://github.com/HsiaWinter", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHsiaWinter", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHsiaWinter", "repo_first_seen_at": "2026-04-08T04:14:03Z", "repo_last_seen_at": "2026-04-14T03:34:39Z", "repo_primary_artifact_count": 4, "repo_artifact_count": 72, "snapshot_issue_count": 0, "snapshot_pr_count": 4, "snapshot_comment_count": 0, "snapshot_review_count": 34, "snapshot_review_comment_count": 34, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 1655, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 4, "merged_pr_count": 2, "closed_unmerged_pr_count": 0, "open_pr_count": 2, "merged_pr_rate": 0.5, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.5, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13465, "title": "fix npu compatibility", "url": "https://github.com/huggingface/diffusers/pull/13465", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-14T03:34:39Z" }, { "kind": "pull_request", "number": 13464, "title": "fix some dtype issue for gguf / some gpu backends", "url": "https://github.com/huggingface/diffusers/pull/13464", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-14T01:48:39Z" }, { "kind": "pull_request", "number": 13456, "title": "fix rope dtype from torch.float64 to torch.float32", "url": "https://github.com/huggingface/diffusers/pull/13456", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-13T08:39:20Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "rtrompier", "name": "Remy", "profile_url": "https://github.com/rtrompier", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Artrompier", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Artrompier", "repo_first_seen_at": "2023-10-19T12:21:52Z", "repo_last_seen_at": "2026-04-24T12:27:53Z", "repo_primary_artifact_count": 4, "repo_artifact_count": 6, "snapshot_issue_count": 0, "snapshot_pr_count": 4, "snapshot_comment_count": 2, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 4981, "young_account": false, "follow_through_score": "mixed", "breadth_score": "very high", "automation_risk_signal": "medium", "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs", "public_orgs": [ "smartwavesa" ], "activity": { "visible_authored_pr_count": 115, "merged_pr_count": 69, "closed_unmerged_pr_count": 46, "open_pr_count": 0, "merged_pr_rate": 0.6, "closed_unmerged_pr_rate": 0.4, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 59, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13555, "title": "chore: bump doc-builder SHA for main doc build workflow", "url": "https://github.com/huggingface/diffusers/pull/13555", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-24T12:27:53Z" }, { "kind": "pull_request", "number": 13493, "title": "chore: bump doc-builder SHA for main doc build workflow", "url": "https://github.com/huggingface/diffusers/pull/13493", "state": "closed", "merged": false, "draft": true, "created_at": "2026-04-16T12:04:22Z" }, { "kind": "pull_request", "number": 13476, "title": "chore: bump doc-builder SHA for PR upload workflow", "url": "https://github.com/huggingface/diffusers/pull/13476", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-15T08:25:11Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "taivu1998", "name": "Tai Vu", "profile_url": "https://github.com/taivu1998", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ataivu1998", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ataivu1998", "repo_first_seen_at": "2026-05-10T11:20:33Z", "repo_last_seen_at": "2026-05-10T11:23:21Z", "repo_primary_artifact_count": 4, "repo_artifact_count": 4, "snapshot_issue_count": 0, "snapshot_pr_count": 4, "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": 2693, "young_account": false, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "high", "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars", "public_orgs": [], "activity": { "visible_authored_pr_count": 204, "merged_pr_count": 29, "closed_unmerged_pr_count": 41, "open_pr_count": 134, "merged_pr_rate": 0.1422, "closed_unmerged_pr_rate": 0.201, "still_open_pr_rate": 0.6569, "distinct_repos_with_authored_prs": 28, "distinct_repos_with_open_prs": 23 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13711, "title": "Fix shared transformer masks and temporal output channels", "url": "https://github.com/huggingface/diffusers/pull/13711", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-10T11:23:21Z" }, { "kind": "pull_request", "number": 13710, "title": "Add opt-in Exclusive Self Attention support", "url": "https://github.com/huggingface/diffusers/pull/13710", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-10T11:23:17Z" }, { "kind": "pull_request", "number": 13709, "title": "Fix model infrastructure edge cases", "url": "https://github.com/huggingface/diffusers/pull/13709", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-10T11:23:07Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "tarekziade", "name": "Tarek Ziade", "profile_url": "https://github.com/tarekziade", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atarekziade", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atarekziade", "repo_first_seen_at": "2026-05-13T07:23:25Z", "repo_last_seen_at": "2026-06-08T10:04:54Z", "repo_primary_artifact_count": 4, "repo_artifact_count": 25, "snapshot_issue_count": 0, "snapshot_pr_count": 4, "snapshot_comment_count": 4, "snapshot_review_count": 10, "snapshot_review_comment_count": 7, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 5880, "young_account": false, "follow_through_score": "mixed", "breadth_score": "high", "automation_risk_signal": "medium", "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; targets high-star repos", "public_orgs": [ "AFPy", "faitmain", "circus-tent" ], "activity": { "visible_authored_pr_count": 72, "merged_pr_count": 32, "closed_unmerged_pr_count": 7, "open_pr_count": 33, "merged_pr_rate": 0.4444, "closed_unmerged_pr_rate": 0.0972, "still_open_pr_rate": 0.4583, "distinct_repos_with_authored_prs": 12, "distinct_repos_with_open_prs": 7 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13884, "title": "switch to a webhook", "url": "https://github.com/huggingface/diffusers/pull/13884", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-08T06:40:29Z" }, { "kind": "pull_request", "number": 13836, "title": "moved to a webhook", "url": "https://github.com/huggingface/diffusers/pull/13836", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-29T16:08:00Z" }, { "kind": "pull_request", "number": 13748, "title": "feat: Add Motif-Video model and pipelines", "url": "https://github.com/huggingface/diffusers/pull/13748", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-14T06:43:42Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "TheChyeahhh", "name": null, "profile_url": "https://github.com/TheChyeahhh", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ATheChyeahhh", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ATheChyeahhh", "repo_first_seen_at": "2026-05-29T21:09:17Z", "repo_last_seen_at": "2026-05-29T23:35:05Z", "repo_primary_artifact_count": 4, "repo_artifact_count": 4, "snapshot_issue_count": 0, "snapshot_pr_count": 4, "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": 82, "young_account": true, "follow_through_score": "weak", "breadth_score": "high", "automation_risk_signal": "medium", "heuristic_note": "very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 38, "merged_pr_count": 0, "closed_unmerged_pr_count": 4, "open_pr_count": 34, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.1053, "still_open_pr_rate": 0.8947, "distinct_repos_with_authored_prs": 17, "distinct_repos_with_open_prs": 16 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13842, "title": "Fix typos found by codespell", "url": "https://github.com/huggingface/diffusers/pull/13842", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-29T23:35:05Z" }, { "kind": "pull_request", "number": 13841, "title": "Fix typo: maxmium -> maximum in memory optimization docs", "url": "https://github.com/huggingface/diffusers/pull/13841", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-29T23:32:34Z" }, { "kind": "pull_request", "number": 13839, "title": "Fix stale docstring in KarrasVeScheduler.step_correct", "url": "https://github.com/huggingface/diffusers/pull/13839", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-29T22:27:44Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "songh11", "name": null, "profile_url": "https://github.com/songh11", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asongh11", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asongh11", "repo_first_seen_at": "2024-12-05T09:11:19Z", "repo_last_seen_at": "2026-04-29T02:43:56Z", "repo_primary_artifact_count": 8, "repo_artifact_count": 42, "snapshot_issue_count": 5, "snapshot_pr_count": 3, "snapshot_comment_count": 16, "snapshot_review_count": 9, "snapshot_review_comment_count": 9, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2002, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 4, "merged_pr_count": 3, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.75, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.25, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13545, "title": "feat: support ring attention with arbitrary KV sequence lengths", "url": "https://github.com/huggingface/diffusers/pull/13545", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-22T06:25:46Z" }, { "kind": "pull_request", "number": 13507, "title": "fix: handle non-zero storage_offset in sage attention for ring compatibility", "url": "https://github.com/huggingface/diffusers/pull/13507", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-20T11:02:53Z" }, { "kind": "pull_request", "number": 13478, "title": "fix(ernie-image): avoid locals() comprehension scope issue in callback kwargs", "url": "https://github.com/huggingface/diffusers/pull/13478", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-15T09:14:25Z" } ], "issues": [ { "kind": "issue", "number": 13506, "title": "Sage attention fails with ring-attention.", "url": "https://github.com/huggingface/diffusers/issues/13506", "state": "open", "merged": null, "draft": null, "created_at": "2026-04-20T10:52:38Z" }, { "kind": "issue", "number": 13477, "title": "ErnieImage callback locals() scope bug.", "url": "https://github.com/huggingface/diffusers/issues/13477", "state": "closed", "merged": null, "draft": null, "created_at": "2026-04-15T09:08:44Z" }, { "kind": "issue", "number": 12396, "title": "Using leaf_level together with delete_adapters can get some errors.", "url": "https://github.com/huggingface/diffusers/issues/12396", "state": "closed", "merged": null, "draft": null, "created_at": "2025-09-26T09:46:34Z" } ] }, "fetch_error": null }, { "author_login": "gagandhakrey", "name": "Gagan Dhakrey", "profile_url": "https://github.com/gagandhakrey", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agagandhakrey", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agagandhakrey", "repo_first_seen_at": "2026-06-01T10:21:42Z", "repo_last_seen_at": "2026-06-09T02:10:29Z", "repo_primary_artifact_count": 3, "repo_artifact_count": 10, "snapshot_issue_count": 0, "snapshot_pr_count": 3, "snapshot_comment_count": 5, "snapshot_review_count": 1, "snapshot_review_comment_count": 1, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2330, "young_account": false, "follow_through_score": "weak", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 18, "merged_pr_count": 4, "closed_unmerged_pr_count": 8, "open_pr_count": 6, "merged_pr_rate": 0.2222, "closed_unmerged_pr_rate": 0.4444, "still_open_pr_rate": 0.3333, "distinct_repos_with_authored_prs": 8, "distinct_repos_with_open_prs": 5 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13890, "title": "fix(attention): correct XLA flash attention availability check and in\u2026", "url": "https://github.com/huggingface/diffusers/pull/13890", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-09T02:10:29Z" }, { "kind": "pull_request", "number": 13854, "title": "Fix resource leak in load_video GIF handling", "url": "https://github.com/huggingface/diffusers/pull/13854", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-02T05:14:23Z" }, { "kind": "pull_request", "number": 13851, "title": "Fix duplicate safetensors.load_file call in _onload_from_disk when st\u2026", "url": "https://github.com/huggingface/diffusers/pull/13851", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-01T10:21:42Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "GitGlimpse895", "name": null, "profile_url": "https://github.com/GitGlimpse895", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGitGlimpse895", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGitGlimpse895", "repo_first_seen_at": "2026-04-14T04:29:39Z", "repo_last_seen_at": "2026-04-28T09:00:29Z", "repo_primary_artifact_count": 3, "repo_artifact_count": 9, "snapshot_issue_count": 0, "snapshot_pr_count": 3, "snapshot_comment_count": 6, "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": 47, "young_account": true, "follow_through_score": "weak", "breadth_score": "high", "automation_risk_signal": "medium", "heuristic_note": "very new account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 33, "merged_pr_count": 2, "closed_unmerged_pr_count": 29, "open_pr_count": 2, "merged_pr_rate": 0.0606, "closed_unmerged_pr_rate": 0.8788, "still_open_pr_rate": 0.0606, "distinct_repos_with_authored_prs": 10, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13500, "title": "Fix: use resample-aware bilinear+antialias interpolation for tensor/numpy resize in VaeImageProcessor", "url": "https://github.com/huggingface/diffusers/pull/13500", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-18T11:27:36Z" }, { "kind": "pull_request", "number": 13497, "title": "hooks/pyramid_attention_broadcast: remove redundant iteration==0 guard and fix stale cache VRAM leak", "url": "https://github.com/huggingface/diffusers/pull/13497", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-17T06:31:03Z" }, { "kind": "pull_request", "number": 13467, "title": "hooks/pyramid_attention_broadcast: fix redundant recompute at iteration 0 and free stale cache when outside timestep range", "url": "https://github.com/huggingface/diffusers/pull/13467", "state": "closed", "merged": false, "draft": false, "created_at": "2026-04-14T04:29:39Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "jbbqqf", "name": "Jean-Baptiste Braun", "profile_url": "https://github.com/jbbqqf", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajbbqqf", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajbbqqf", "repo_first_seen_at": "2026-05-10T09:20:21Z", "repo_last_seen_at": "2026-05-22T07:11:13Z", "repo_primary_artifact_count": 3, "repo_artifact_count": 9, "snapshot_issue_count": 0, "snapshot_pr_count": 3, "snapshot_comment_count": 6, "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": 4301, "young_account": false, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "high", "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share", "public_orgs": [ "just-escape" ], "activity": { "visible_authored_pr_count": 352, "merged_pr_count": 17, "closed_unmerged_pr_count": 68, "open_pr_count": 267, "merged_pr_rate": 0.0483, "closed_unmerged_pr_rate": 0.1932, "still_open_pr_rate": 0.7585, "distinct_repos_with_authored_prs": 81, "distinct_repos_with_open_prs": 55 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13706, "title": "Fix double timestep shifting in `FlowMatchEulerDiscreteScheduler.set_timesteps` (#13243)", "url": "https://github.com/huggingface/diffusers/pull/13706", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-10T09:25:47Z" }, { "kind": "pull_request", "number": 13705, "title": "Validate `num_inference_steps > 0` in `DDPMScheduler.set_timesteps` (#13394)", "url": "https://github.com/huggingface/diffusers/pull/13705", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-10T09:22:53Z" }, { "kind": "pull_request", "number": 13704, "title": "Guard against zero `std_cfg` in `rescale_noise_cfg` (#13425)", "url": "https://github.com/huggingface/diffusers/pull/13704", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-10T09:20:21Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "NazarKozak", "name": "Nazar Kozak", "profile_url": "https://github.com/NazarKozak", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANazarKozak", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANazarKozak", "repo_first_seen_at": "2026-04-25T06:35:12Z", "repo_last_seen_at": "2026-04-27T21:18:53Z", "repo_primary_artifact_count": 3, "repo_artifact_count": 4, "snapshot_issue_count": 0, "snapshot_pr_count": 3, "snapshot_comment_count": 1, "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": 4523, "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": 3, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 3, "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": 13559, "title": "feat(loading): detect Git LFS pointer files and raise a clear error", "url": "https://github.com/huggingface/diffusers/pull/13559", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-25T07:22:55Z" }, { "kind": "pull_request", "number": 13558, "title": "docs(examples/server): add health-check trap when switching to background load", "url": "https://github.com/huggingface/diffusers/pull/13558", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-25T06:49:39Z" }, { "kind": "pull_request", "number": 13557, "title": "docs(flux2): clarify image= is reference conditioning, not img2img", "url": "https://github.com/huggingface/diffusers/pull/13557", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-25T06:35:12Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "kashif", "name": "Kashif Rasul", "profile_url": "https://github.com/kashif", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akashif", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akashif", "repo_first_seen_at": "2022-06-15T15:01:24Z", "repo_last_seen_at": "2026-06-09T10:54:07Z", "repo_primary_artifact_count": 65, "repo_artifact_count": 582, "snapshot_issue_count": 0, "snapshot_pr_count": 65, "snapshot_comment_count": 214, "snapshot_review_count": 165, "snapshot_review_comment_count": 138, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 6611, "young_account": false, "follow_through_score": "mixed", "breadth_score": "high", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume; broad repo spread", "public_orgs": [], "activity": { "visible_authored_pr_count": 32, "merged_pr_count": 18, "closed_unmerged_pr_count": 3, "open_pr_count": 11, "merged_pr_rate": 0.5625, "closed_unmerged_pr_rate": 0.0938, "still_open_pr_rate": 0.3438, "distinct_repos_with_authored_prs": 17, "distinct_repos_with_open_prs": 11 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13699, "title": "[discrete diffusion] Add dflash pipeline", "url": "https://github.com/huggingface/diffusers/pull/13699", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-08T10:13:58Z" }, { "kind": "pull_request", "number": 13698, "title": "[LLADA2] Fix llada2 review #13598", "url": "https://github.com/huggingface/diffusers/pull/13698", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-08T09:25:52Z" }, { "kind": "pull_request", "number": 13333, "title": "[LLADA2] documentation fixes", "url": "https://github.com/huggingface/diffusers/pull/13333", "state": "closed", "merged": true, "draft": false, "created_at": "2026-03-25T11:53:03Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "asomoza", "name": "\u00c1lvaro Somoza", "profile_url": "https://github.com/asomoza", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aasomoza", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aasomoza", "repo_first_seen_at": "2023-11-10T05:32:15Z", "repo_last_seen_at": "2026-06-10T00:12:39Z", "repo_primary_artifact_count": 64, "repo_artifact_count": 1849, "snapshot_issue_count": 12, "snapshot_pr_count": 52, "snapshot_comment_count": 1321, "snapshot_review_count": 259, "snapshot_review_comment_count": 205, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 4641, "young_account": false, "follow_through_score": "weak", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [ "huggingface" ], "activity": { "visible_authored_pr_count": 3, "merged_pr_count": 1, "closed_unmerged_pr_count": 1, "open_pr_count": 1, "merged_pr_rate": 0.3333, "closed_unmerged_pr_rate": 0.3333, "still_open_pr_rate": 0.3333, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13843, "title": "[fix] CLIPTextModel with transformers >= 5.6 and from_single_file", "url": "https://github.com/huggingface/diffusers/pull/13843", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-30T03:16:54Z" }, { "kind": "pull_request", "number": 13575, "title": "[Ernie-Image] Add lora support", "url": "https://github.com/huggingface/diffusers/pull/13575", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-28T14:53:06Z" }, { "kind": "pull_request", "number": 13427, "title": "[torchao] Fix `record_stream` with torchao and group offloading", "url": "https://github.com/huggingface/diffusers/pull/13427", "state": "closed", "merged": false, "draft": true, "created_at": "2026-04-06T17:37:24Z" } ], "issues": [ { "kind": "issue", "number": 13903, "title": "[Anima] Add img2img capability", "url": "https://github.com/huggingface/diffusers/issues/13903", "state": "open", "merged": null, "draft": null, "created_at": "2026-06-09T23:11:19Z" }, { "kind": "issue", "number": 12441, "title": "Support Wan2.2-Animate", "url": "https://github.com/huggingface/diffusers/issues/12441", "state": "closed", "merged": null, "draft": null, "created_at": "2025-10-06T18:08:21Z" }, { "kind": "issue", "number": 11861, "title": "ControlnetUnion not working correctly", "url": "https://github.com/huggingface/diffusers/issues/11861", "state": "closed", "merged": null, "draft": null, "created_at": "2025-07-04T20:35:21Z" } ] }, "fetch_error": null }, { "author_login": "azolotenkov", "name": "Alexey Zolotenkov", "profile_url": "https://github.com/azolotenkov", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aazolotenkov", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aazolotenkov", "repo_first_seen_at": "2025-03-04T13:58:31Z", "repo_last_seen_at": "2026-06-03T17:59:59Z", "repo_primary_artifact_count": 7, "repo_artifact_count": 39, "snapshot_issue_count": 0, "snapshot_pr_count": 7, "snapshot_comment_count": 12, "snapshot_review_count": 10, "snapshot_review_comment_count": 10, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 1060, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 4, "merged_pr_count": 3, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.75, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.25, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13857, "title": "Add Flux2 DreamBooth prior preservation tests", "url": "https://github.com/huggingface/diffusers/pull/13857", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-03T14:24:40Z" }, { "kind": "pull_request", "number": 13712, "title": "Allow bucket reshuffling with DreamBooth caches", "url": "https://github.com/huggingface/diffusers/pull/13712", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-10T19:42:00Z" }, { "kind": "pull_request", "number": 13441, "title": "Fix Qwen Image DreamBooth prior-preservation batch ordering", "url": "https://github.com/huggingface/diffusers/pull/13441", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-10T11:53:31Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "JingyaHuang", "name": "Jingya HUANG", "profile_url": "https://github.com/JingyaHuang", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJingyaHuang", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJingyaHuang", "repo_first_seen_at": "2022-11-03T10:27:59Z", "repo_last_seen_at": "2026-06-03T16:28:12Z", "repo_primary_artifact_count": 4, "repo_artifact_count": 29, "snapshot_issue_count": 0, "snapshot_pr_count": 4, "snapshot_comment_count": 7, "snapshot_review_count": 8, "snapshot_review_comment_count": 10, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2783, "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": 2, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 2, "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": 13718, "title": "[Neuron] Add tensor parallel support for Neuron backend", "url": "https://github.com/huggingface/diffusers/pull/13718", "state": "open", "merged": false, "draft": true, "created_at": "2026-05-11T14:17:44Z" }, { "kind": "pull_request", "number": 13485, "title": "[Neuron] Enable `torch.compile` compatibility with Neuron device", "url": "https://github.com/huggingface/diffusers/pull/13485", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-15T16:57:37Z" }, { "kind": "pull_request", "number": 13289, "title": "[Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device", "url": "https://github.com/huggingface/diffusers/pull/13289", "state": "closed", "merged": true, "draft": false, "created_at": "2026-03-19T16:01:08Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "feice-huang", "name": "\u5f7c\u5f7c", "profile_url": "https://github.com/feice-huang", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Afeice-huang", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Afeice-huang", "repo_first_seen_at": "2026-04-22T10:38:45Z", "repo_last_seen_at": "2026-06-10T12:07:37Z", "repo_primary_artifact_count": 3, "repo_artifact_count": 55, "snapshot_issue_count": 1, "snapshot_pr_count": 2, "snapshot_comment_count": 14, "snapshot_review_count": 19, "snapshot_review_comment_count": 19, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 1479, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 0, "merged_pr_rate": 1.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13908, "title": "[feat] JoyAI-Echo support", "url": "https://github.com/huggingface/diffusers/pull/13908", "state": "closed", "merged": false, "draft": false, "created_at": "2026-06-10T10:54:45Z" }, { "kind": "pull_request", "number": 13726, "title": "[docs] add docs for JoyAI-Image-Edit", "url": "https://github.com/huggingface/diffusers/pull/13726", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-12T07:12:28Z" } ], "issues": [ { "kind": "issue", "number": 13907, "title": "Support for JoyAI-Echo", "url": "https://github.com/huggingface/diffusers/issues/13907", "state": "closed", "merged": null, "draft": null, "created_at": "2026-06-10T10:14:27Z" } ] }, "fetch_error": null }, { "author_login": "Ace3Z", "name": "Mahbod", "profile_url": "https://github.com/Ace3Z", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAce3Z", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAce3Z", "repo_first_seen_at": "2026-05-24T21:27:06Z", "repo_last_seen_at": "2026-05-29T12:24:29Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 4, "snapshot_issue_count": 0, "snapshot_pr_count": 2, "snapshot_comment_count": 2, "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": 2602, "young_account": false, "follow_through_score": "weak", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 16, "merged_pr_count": 2, "closed_unmerged_pr_count": 1, "open_pr_count": 13, "merged_pr_rate": 0.125, "closed_unmerged_pr_rate": 0.0625, "still_open_pr_rate": 0.8125, "distinct_repos_with_authored_prs": 7, "distinct_repos_with_open_prs": 7 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13804, "title": "fix(ernie_image): pass attn_mask=None when text is unpadded", "url": "https://github.com/huggingface/diffusers/pull/13804", "state": "closed", "merged": false, "draft": false, "created_at": "2026-05-25T00:14:20Z" }, { "kind": "pull_request", "number": 13802, "title": "fix(ernie-image): pass attn_mask=None when text is unpadded", "url": "https://github.com/huggingface/diffusers/pull/13802", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-24T21:27:06Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "adityasingh2400", "name": "Aditya Singh", "profile_url": "https://github.com/adityasingh2400", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadityasingh2400", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadityasingh2400", "repo_first_seen_at": "2026-05-21T11:20:08Z", "repo_last_seen_at": "2026-05-21T11:22:41Z", "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": "NONE", "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": 2321, "young_account": false, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "high", "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 335, "merged_pr_count": 81, "closed_unmerged_pr_count": 102, "open_pr_count": 152, "merged_pr_rate": 0.2418, "closed_unmerged_pr_rate": 0.3045, "still_open_pr_rate": 0.4537, "distinct_repos_with_authored_prs": 100, "distinct_repos_with_open_prs": 74 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13784, "title": "Point users at AOBaseConfig replacement when passing string quant_type to TorchAoConfig", "url": "https://github.com/huggingface/diffusers/pull/13784", "state": "closed", "merged": false, "draft": false, "created_at": "2026-05-21T11:22:41Z" }, { "kind": "pull_request", "number": 13783, "title": "Fix AttentionModuleMixin.set_attention_backend skipping hub kernel download", "url": "https://github.com/huggingface/diffusers/pull/13783", "state": "closed", "merged": false, "draft": false, "created_at": "2026-05-21T11:20:08Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "cartesian-plane", "name": "Andrei", "profile_url": "https://github.com/cartesian-plane", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acartesian-plane", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acartesian-plane", "repo_first_seen_at": "2026-04-25T09:38:56Z", "repo_last_seen_at": "2026-04-25T10:57:58Z", "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": 1778, "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": 3, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 3, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 1.0, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13561, "title": "Fix the `disable_free_noise` function in `AnimateDiffFreeNoiseMixin`", "url": "https://github.com/huggingface/diffusers/pull/13561", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-25T10:57:58Z" }, { "kind": "pull_request", "number": 13560, "title": "Fix Exception message for `set_item` call on FrozenDict", "url": "https://github.com/huggingface/diffusers/pull/13560", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-25T09:38:56Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "chang-zhijie", "name": "chang-zhijie", "profile_url": "https://github.com/chang-zhijie", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achang-zhijie", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achang-zhijie", "repo_first_seen_at": "2026-04-13T03:17:22Z", "repo_last_seen_at": "2026-04-19T01:14:31Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 12, "snapshot_issue_count": 0, "snapshot_pr_count": 2, "snapshot_comment_count": 4, "snapshot_review_count": 3, "snapshot_review_comment_count": 3, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2898, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 3, "merged_pr_count": 2, "closed_unmerged_pr_count": 1, "open_pr_count": 0, "merged_pr_rate": 0.6667, "closed_unmerged_pr_rate": 0.3333, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13490, "title": "add _native_npu_attention support mask shape like [B,1,1,S]", "url": "https://github.com/huggingface/diffusers/pull/13490", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-16T07:26:08Z" }, { "kind": "pull_request", "number": 13451, "title": "Fix attention_mask broadcasting for NPU compatibility", "url": "https://github.com/huggingface/diffusers/pull/13451", "state": "closed", "merged": false, "draft": false, "created_at": "2026-04-13T03:17:22Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "Enderfga", "name": "Guian Fang", "profile_url": "https://github.com/Enderfga", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AEnderfga", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AEnderfga", "repo_first_seen_at": "2023-05-08T05:27:53Z", "repo_last_seen_at": "2026-05-27T15:19:26Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 102, "snapshot_issue_count": 0, "snapshot_pr_count": 2, "snapshot_comment_count": 14, "snapshot_review_count": 43, "snapshot_review_comment_count": 43, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2011, "young_account": false, "follow_through_score": "strong", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume", "public_orgs": [], "activity": { "visible_authored_pr_count": 38, "merged_pr_count": 32, "closed_unmerged_pr_count": 3, "open_pr_count": 3, "merged_pr_rate": 0.8421, "closed_unmerged_pr_rate": 0.0789, "still_open_pr_rate": 0.0789, "distinct_repos_with_authored_prs": 9, "distinct_repos_with_open_prs": 3 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13792, "title": "[AnyFlow] FAR: standalone causal-mask builder + torch.compile follow-up", "url": "https://github.com/huggingface/diffusers/pull/13792", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-22T15:38:30Z" }, { "kind": "pull_request", "number": 13745, "title": "Add AnyFlow Any-Step Video Diffusion Pipelines (Bidirectional + FAR Causal)", "url": "https://github.com/huggingface/diffusers/pull/13745", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-14T03:39:15Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "gueraf", "name": "Fabian G\u00fcra", "profile_url": "https://github.com/gueraf", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agueraf", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agueraf", "repo_first_seen_at": "2026-04-27T22:38:24Z", "repo_last_seen_at": "2026-05-18T12:44:21Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 7, "snapshot_issue_count": 0, "snapshot_pr_count": 2, "snapshot_comment_count": 5, "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": 4102, "young_account": false, "follow_through_score": "strong", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "\u2014", "public_orgs": [], "activity": { "visible_authored_pr_count": 11, "merged_pr_count": 8, "closed_unmerged_pr_count": 0, "open_pr_count": 3, "merged_pr_rate": 0.7273, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.2727, "distinct_repos_with_authored_prs": 4, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13681, "title": "Add a (rolling) KV cache for Wan models to enable autoregressive rollouts (\"SelfForcing-style\").", "url": "https://github.com/huggingface/diffusers/pull/13681", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-05T10:46:31Z" }, { "kind": "pull_request", "number": 13569, "title": "Add rolling KV cache hook", "url": "https://github.com/huggingface/diffusers/pull/13569", "state": "open", "merged": false, "draft": true, "created_at": "2026-04-27T22:38:24Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "HaozheZhang6", "name": "Hz_Zhang", "profile_url": "https://github.com/HaozheZhang6", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHaozheZhang6", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHaozheZhang6", "repo_first_seen_at": "2026-06-09T08:45:25Z", "repo_last_seen_at": "2026-06-09T17:20:29Z", "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": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2679, "young_account": false, "follow_through_score": "mixed", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "\u2014", "public_orgs": [], "activity": { "visible_authored_pr_count": 16, "merged_pr_count": 11, "closed_unmerged_pr_count": 2, "open_pr_count": 3, "merged_pr_rate": 0.6875, "closed_unmerged_pr_rate": 0.125, "still_open_pr_rate": 0.1875, "distinct_repos_with_authored_prs": 4, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13899, "title": "Fix fp16 LoRA unscale crash after validation in remaining DreamBooth LoRA scripts", "url": "https://github.com/huggingface/diffusers/pull/13899", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-09T17:20:29Z" }, { "kind": "pull_request", "number": 13895, "title": "Fix fp16 LoRA unscale crash after validation in train_dreambooth_lora.py", "url": "https://github.com/huggingface/diffusers/pull/13895", "state": "closed", "merged": true, "draft": false, "created_at": "2026-06-09T08:45:25Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "Jefsky", "name": "Jefsky Wong", "profile_url": "https://github.com/Jefsky", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJefsky", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJefsky", "repo_first_seen_at": "2026-05-28T08:16:01Z", "repo_last_seen_at": "2026-06-09T02:27:07Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 4, "snapshot_issue_count": 0, "snapshot_pr_count": 2, "snapshot_comment_count": 2, "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": 4418, "young_account": false, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "medium", "heuristic_note": "high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 82, "merged_pr_count": 13, "closed_unmerged_pr_count": 32, "open_pr_count": 37, "merged_pr_rate": 0.1585, "closed_unmerged_pr_rate": 0.3902, "still_open_pr_rate": 0.4512, "distinct_repos_with_authored_prs": 33, "distinct_repos_with_open_prs": 24 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13846, "title": "Fix incorrect batch temporal IDs for cond_model_input in dreambooth flux2 img2img", "url": "https://github.com/huggingface/diffusers/pull/13846", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-30T16:10:05Z" }, { "kind": "pull_request", "number": 13821, "title": "fix(dreambooth): correct batch handling in _prepare_image_ids for flux2 img2img", "url": "https://github.com/huggingface/diffusers/pull/13821", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-28T08:16:01Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "ParamChordiya", "name": "Param ", "profile_url": "https://github.com/ParamChordiya", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AParamChordiya", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AParamChordiya", "repo_first_seen_at": "2026-04-16T05:37:27Z", "repo_last_seen_at": "2026-04-23T03:24:10Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 4, "snapshot_issue_count": 0, "snapshot_pr_count": 2, "snapshot_comment_count": 0, "snapshot_review_count": 1, "snapshot_review_comment_count": 1, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2191, "young_account": false, "follow_through_score": "mixed", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 15, "merged_pr_count": 7, "closed_unmerged_pr_count": 4, "open_pr_count": 4, "merged_pr_rate": 0.4667, "closed_unmerged_pr_rate": 0.2667, "still_open_pr_rate": 0.2667, "distinct_repos_with_authored_prs": 8, "distinct_repos_with_open_prs": 4 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13495, "title": "Fix load_lora_weights crash on modular sub-pipelines without transformer", "url": "https://github.com/huggingface/diffusers/pull/13495", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-17T04:23:15Z" }, { "kind": "pull_request", "number": 13489, "title": "Fix UniPC scheduler device mismatch when using offloading", "url": "https://github.com/huggingface/diffusers/pull/13489", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-16T05:37:27Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "RobbinMarcus", "name": "Robbin Marcus", "profile_url": "https://github.com/RobbinMarcus", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARobbinMarcus", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARobbinMarcus", "repo_first_seen_at": "2026-05-03T18:15:59Z", "repo_last_seen_at": "2026-05-04T19:16:57Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 3, "snapshot_issue_count": 0, "snapshot_pr_count": 2, "snapshot_comment_count": 1, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 4718, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 2, "merged_pr_count": 1, "closed_unmerged_pr_count": 1, "open_pr_count": 0, "merged_pr_rate": 0.5, "closed_unmerged_pr_rate": 0.5, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13678, "title": "Fix ignored generator in FlowMatchEulerDiscreteScheduler", "url": "https://github.com/huggingface/diffusers/pull/13678", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-04T08:33:52Z" }, { "kind": "pull_request", "number": 13677, "title": "Fix ignored generator in FlowMatchEulerDiscreteScheduler", "url": "https://github.com/huggingface/diffusers/pull/13677", "state": "closed", "merged": false, "draft": false, "created_at": "2026-05-03T18:15:59Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "terarachang", "name": "Ting-Yun Chang", "profile_url": "https://github.com/terarachang", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aterarachang", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aterarachang", "repo_first_seen_at": "2026-04-28T06:39:25Z", "repo_last_seen_at": "2026-05-07T18:13:51Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 14, "snapshot_issue_count": 0, "snapshot_pr_count": 2, "snapshot_comment_count": 0, "snapshot_review_count": 6, "snapshot_review_comment_count": 6, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 3934, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 2, "merged_pr_count": 1, "closed_unmerged_pr_count": 1, "open_pr_count": 0, "merged_pr_rate": 0.5, "closed_unmerged_pr_rate": 0.5, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13664, "title": "Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo", "url": "https://github.com/huggingface/diffusers/pull/13664", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-30T20:12:17Z" }, { "kind": "pull_request", "number": 13573, "title": "Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo", "url": "https://github.com/huggingface/diffusers/pull/13573", "state": "closed", "merged": false, "draft": false, "created_at": "2026-04-28T06:39:25Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "wunianze666-netizen", "name": "Nianze Wu", "profile_url": "https://github.com/wunianze666-netizen", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Awunianze666-netizen", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Awunianze666-netizen", "repo_first_seen_at": "2026-06-08T14:18:35Z", "repo_last_seen_at": "2026-06-09T17:41:27Z", "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": 295, "young_account": true, "follow_through_score": "weak", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "young account; high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 3, "merged_pr_count": 0, "closed_unmerged_pr_count": 1, "open_pr_count": 2, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.3333, "still_open_pr_rate": 0.6667, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13900, "title": "fix: log ignored longcat positional id arguments", "url": "https://github.com/huggingface/diffusers/pull/13900", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-09T17:41:27Z" }, { "kind": "pull_request", "number": 13888, "title": "fix Mellon custom block required input handling", "url": "https://github.com/huggingface/diffusers/pull/13888", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-08T14:18:35Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "xodn348", "name": "Junhyuk Lee", "profile_url": "https://github.com/xodn348", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axodn348", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axodn348", "repo_first_seen_at": "2026-05-07T07:22:44Z", "repo_last_seen_at": "2026-05-13T09:19:39Z", "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": 2380, "young_account": false, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "high", "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share", "public_orgs": [], "activity": { "visible_authored_pr_count": 319, "merged_pr_count": 109, "closed_unmerged_pr_count": 52, "open_pr_count": 158, "merged_pr_rate": 0.3417, "closed_unmerged_pr_rate": 0.163, "still_open_pr_rate": 0.4953, "distinct_repos_with_authored_prs": 61, "distinct_repos_with_open_prs": 42 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13742, "title": "fix(dynamic_modules): enforce trust_remote_code for community pipeline branch", "url": "https://github.com/huggingface/diffusers/pull/13742", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-13T09:19:39Z" }, { "kind": "pull_request", "number": 13688, "title": "fix(deepfloyd_if): remove @torch.no_grad() from encode_prompt in all IF variants", "url": "https://github.com/huggingface/diffusers/pull/13688", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-07T07:22:44Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "yzhautouskay", "name": null, "profile_url": "https://github.com/yzhautouskay", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayzhautouskay", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayzhautouskay", "repo_first_seen_at": "2026-05-28T11:20:40Z", "repo_last_seen_at": "2026-06-09T13:57:12Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 14, "snapshot_issue_count": 0, "snapshot_pr_count": 2, "snapshot_comment_count": 0, "snapshot_review_count": 6, "snapshot_review_comment_count": 6, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 588, "young_account": false, "follow_through_score": "weak", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 1.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13896, "title": "Add Cosmos3 video2video generation support", "url": "https://github.com/huggingface/diffusers/pull/13896", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-09T13:57:12Z" }, { "kind": "pull_request", "number": 13823, "title": "Add Cosmos3 action generation support", "url": "https://github.com/huggingface/diffusers/pull/13823", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-28T11:20:40Z" } ], "issues": [] }, "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": "linoytsaban", "name": "Linoy Tsaban", "profile_url": "https://github.com/linoytsaban", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alinoytsaban", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alinoytsaban", "repo_first_seen_at": "2023-06-20T06:10:02Z", "repo_last_seen_at": "2026-06-05T06:28:29Z", "repo_primary_artifact_count": 77, "repo_artifact_count": 662, "snapshot_issue_count": 2, "snapshot_pr_count": 75, "snapshot_comment_count": 254, "snapshot_review_count": 185, "snapshot_review_comment_count": 146, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2390, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 2, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.5, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.5, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13788, "title": "[LTX 2.3] update docs", "url": "https://github.com/huggingface/diffusers/pull/13788", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-22T03:33:27Z" }, { "kind": "pull_request", "number": 13325, "title": "[flux.2 LoRA] make lora training compatible with flux.2 klein kv", "url": "https://github.com/huggingface/diffusers/pull/13325", "state": "closed", "merged": false, "draft": false, "created_at": "2026-03-24T18:41:22Z" }, { "kind": "pull_request", "number": 13056, "title": "Z image lora training", "url": "https://github.com/huggingface/diffusers/pull/13056", "state": "closed", "merged": true, "draft": false, "created_at": "2026-01-29T14:05:35Z" } ], "issues": [ { "kind": "issue", "number": 11730, "title": "Add `--lora_alpha` and metadata handling in training scripts follow up", "url": "https://github.com/huggingface/diffusers/issues/11730", "state": "closed", "merged": null, "draft": null, "created_at": "2025-06-17T09:29:24Z" }, { "kind": "issue", "number": 6546, "title": "PALP: Prompt Aligned Personalization of Text-to-Image Models \ud83d\udd8c\ufe0f\ud83d\udd25", "url": "https://github.com/huggingface/diffusers/issues/6546", "state": "closed", "merged": null, "draft": null, "created_at": "2024-01-12T09:00:41Z" } ] }, "fetch_error": null }, { "author_login": "lawrence-cj", "name": "Junsong Chen", "profile_url": "https://github.com/lawrence-cj", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alawrence-cj", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alawrence-cj", "repo_first_seen_at": "2023-11-08T08:40:50Z", "repo_last_seen_at": "2026-06-07T17:55:10Z", "repo_primary_artifact_count": 35, "repo_artifact_count": 330, "snapshot_issue_count": 2, "snapshot_pr_count": 33, "snapshot_comment_count": 144, "snapshot_review_count": 76, "snapshot_review_comment_count": 75, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2459, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "\u2014", "public_orgs": [], "activity": { "visible_authored_pr_count": 4, "merged_pr_count": 3, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.75, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.25, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13881, "title": "Add SANA-WM camera-controlled image-to-video pipeline", "url": "https://github.com/huggingface/diffusers/pull/13881", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-07T17:55:10Z" }, { "kind": "pull_request", "number": 13229, "title": "add ltx2 vae in sana-video;", "url": "https://github.com/huggingface/diffusers/pull/13229", "state": "closed", "merged": true, "draft": false, "created_at": "2026-03-09T04:16:06Z" }, { "kind": "pull_request", "number": 12723, "title": "[feat] LongSANA: a minute-length real-time video generation model", "url": "https://github.com/huggingface/diffusers/pull/12723", "state": "open", "merged": false, "draft": false, "created_at": "2025-11-26T15:47:02Z" } ], "issues": [ { "kind": "issue", "number": 5989, "title": "safetensors.torch bug", "url": "https://github.com/huggingface/diffusers/issues/5989", "state": "closed", "merged": null, "draft": null, "created_at": "2023-11-30T03:34:13Z" }, { "kind": "issue", "number": 5862, "title": "Transformer2DModel does not support gradient checkpointing.", "url": "https://github.com/huggingface/diffusers/issues/5862", "state": "closed", "merged": null, "draft": null, "created_at": "2023-11-19T14:09:08Z" } ] }, "fetch_error": null }, { "author_login": "rootonchair", "name": "Vinh H. Pham ", "profile_url": "https://github.com/rootonchair", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arootonchair", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arootonchair", "repo_first_seen_at": "2023-12-27T03:24:34Z", "repo_last_seen_at": "2026-05-28T08:51:55Z", "repo_primary_artifact_count": 32, "repo_artifact_count": 219, "snapshot_issue_count": 8, "snapshot_pr_count": 24, "snapshot_comment_count": 107, "snapshot_review_count": 40, "snapshot_review_comment_count": 40, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 3478, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "\u2014", "public_orgs": [], "activity": { "visible_authored_pr_count": 3, "merged_pr_count": 2, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.6667, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.3333, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13730, "title": "Fix redundant Z-Image terminal timestep", "url": "https://github.com/huggingface/diffusers/pull/13730", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-12T10:50:21Z" }, { "kind": "pull_request", "number": 12934, "title": "LTX2 distilled checkpoint support", "url": "https://github.com/huggingface/diffusers/pull/12934", "state": "closed", "merged": true, "draft": false, "created_at": "2026-01-09T12:47:11Z" }, { "kind": "pull_request", "number": 10488, "title": "Implement framewise encoding/decoding in LTX Video VAE", "url": "https://github.com/huggingface/diffusers/pull/10488", "state": "closed", "merged": true, "draft": false, "created_at": "2025-01-07T17:13:41Z" } ], "issues": [ { "kind": "issue", "number": 13232, "title": "LTX-2.3 Support", "url": "https://github.com/huggingface/diffusers/issues/13232", "state": "closed", "merged": null, "draft": null, "created_at": "2026-03-09T06:29:10Z" }, { "kind": "issue", "number": 8686, "title": "`SDXLCFGCutoffCallback` does not work with `StableDiffusionXLControlNetPipeline`", "url": "https://github.com/huggingface/diffusers/issues/8686", "state": "closed", "merged": null, "draft": null, "created_at": "2024-06-24T16:10:33Z" }, { "kind": "issue", "number": 7985, "title": "IPAdapter not compatible to torch.compile ", "url": "https://github.com/huggingface/diffusers/issues/7985", "state": "closed", "merged": null, "draft": null, "created_at": "2024-05-19T17:36:25Z" } ] }, "fetch_error": null }, { "author_login": "Beinsezii", "name": null, "profile_url": "https://github.com/Beinsezii", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABeinsezii", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABeinsezii", "repo_first_seen_at": "2023-11-06T21:11:04Z", "repo_last_seen_at": "2026-05-09T22:52:52Z", "repo_primary_artifact_count": 25, "repo_artifact_count": 97, "snapshot_issue_count": 5, "snapshot_pr_count": 20, "snapshot_comment_count": 58, "snapshot_review_count": 7, "snapshot_review_comment_count": 7, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2929, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "no visible non-self stars", "public_orgs": [], "activity": { "visible_authored_pr_count": 17, "merged_pr_count": 15, "closed_unmerged_pr_count": 1, "open_pr_count": 1, "merged_pr_rate": 0.8824, "closed_unmerged_pr_rate": 0.0588, "still_open_pr_rate": 0.0588, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13453, "title": "Fix SDXL Refiner with Higher Order Schedulers", "url": "https://github.com/huggingface/diffusers/pull/13453", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-13T04:58:22Z" }, { "kind": "pull_request", "number": 12955, "title": "ZImageTransformer2D: Only build attention mask if seqlens are not equal", "url": "https://github.com/huggingface/diffusers/pull/12955", "state": "closed", "merged": true, "draft": false, "created_at": "2026-01-10T02:08:43Z" }, { "kind": "pull_request", "number": 12101, "title": "lora_conversion_utils: replace lora up/down with a/b even if `transformer.` in key", "url": "https://github.com/huggingface/diffusers/pull/12101", "state": "closed", "merged": true, "draft": false, "created_at": "2025-08-08T01:13:36Z" } ], "issues": [ { "kind": "issue", "number": 11592, "title": "0.33.X FluxLoraLoaderMixin `delete_adapters` Regression", "url": "https://github.com/huggingface/diffusers/issues/11592", "state": "closed", "merged": null, "draft": null, "created_at": "2025-05-20T20:10:41Z" }, { "kind": "issue", "number": 8565, "title": "StableDiffusion3Pipeline `load_lora_weights` IndexError", "url": "https://github.com/huggingface/diffusers/issues/8565", "state": "closed", "merged": null, "draft": null, "created_at": "2024-06-14T23:54:05Z" }, { "kind": "issue", "number": 8488, "title": "StableDiffusion3Pipeline `from_pretrained` Exception", "url": "https://github.com/huggingface/diffusers/issues/8488", "state": "closed", "merged": null, "draft": null, "created_at": "2024-06-12T19:52:30Z" } ] }, "fetch_error": null }, { "author_login": "entrpn", "name": "Juan Acevedo", "profile_url": "https://github.com/entrpn", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aentrpn", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aentrpn", "repo_first_seen_at": "2022-10-27T22:30:33Z", "repo_last_seen_at": "2026-04-15T16:05:11Z", "repo_primary_artifact_count": 15, "repo_artifact_count": 61, "snapshot_issue_count": 3, "snapshot_pr_count": 12, "snapshot_comment_count": 32, "snapshot_review_count": 7, "snapshot_review_comment_count": 7, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 4497, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 2, "merged_pr_count": 2, "closed_unmerged_pr_count": 0, "open_pr_count": 0, "merged_pr_rate": 1.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13463, "title": "[ptxla] fix pytorch xla inference on TPUs.", "url": "https://github.com/huggingface/diffusers/pull/13463", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-14T00:19:13Z" }, { "kind": "pull_request", "number": 11096, "title": "update readme instructions.", "url": "https://github.com/huggingface/diffusers/pull/11096", "state": "closed", "merged": true, "draft": false, "created_at": "2025-03-18T00:23:25Z" }, { "kind": "pull_request", "number": 11065, "title": "reverts accidental change that removes attn_mask in attn. Improves fl\u2026", "url": "https://github.com/huggingface/diffusers/pull/11065", "state": "closed", "merged": true, "draft": false, "created_at": "2025-03-14T22:19:41Z" } ], "issues": [ { "kind": "issue", "number": 7895, "title": "Flax's use_memory_efficient_attention is broken", "url": "https://github.com/huggingface/diffusers/issues/7895", "state": "closed", "merged": null, "draft": null, "created_at": "2024-05-09T01:16:38Z" }, { "kind": "issue", "number": 5224, "title": "Flax Stable Diffusion 2.1 error", "url": "https://github.com/huggingface/diffusers/issues/5224", "state": "closed", "merged": null, "draft": null, "created_at": "2023-09-28T19:19:01Z" }, { "kind": "issue", "number": 2081, "title": "Converting pytorch stable diffusion weights to jax doesn't always work", "url": "https://github.com/huggingface/diffusers/issues/2081", "state": "closed", "merged": null, "draft": null, "created_at": "2023-01-23T17:35:18Z" } ] }, "fetch_error": null }, { "author_login": "christopher5106", "name": "Christopher", "profile_url": "https://github.com/christopher5106", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achristopher5106", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achristopher5106", "repo_first_seen_at": "2024-03-30T15:52:41Z", "repo_last_seen_at": "2026-04-30T07:12:02Z", "repo_primary_artifact_count": 33, "repo_artifact_count": 141, "snapshot_issue_count": 25, "snapshot_pr_count": 8, "snapshot_comment_count": 106, "snapshot_review_count": 2, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 4466, "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": 4, "merged_pr_count": 1, "closed_unmerged_pr_count": 1, "open_pr_count": 2, "merged_pr_rate": 0.25, "closed_unmerged_pr_rate": 0.25, "still_open_pr_rate": 0.5, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13482, "title": "Fix encoder difference between modular and standard pipelines for Qwen Image and consistency with other models", "url": "https://github.com/huggingface/diffusers/pull/13482", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-15T13:43:08Z" }, { "kind": "pull_request", "number": 13373, "title": "FA4 local (_flash_4 mode)", "url": "https://github.com/huggingface/diffusers/pull/13373", "state": "open", "merged": false, "draft": false, "created_at": "2026-03-31T08:51:42Z" }, { "kind": "pull_request", "number": 13200, "title": "adding lora support to z-image controlnet pipelines", "url": "https://github.com/huggingface/diffusers/pull/13200", "state": "closed", "merged": true, "draft": false, "created_at": "2026-03-02T14:51:52Z" } ], "issues": [ { "kind": "issue", "number": 13505, "title": "Z-Image's modular TE block only produces negative_prompt_embeds when the pipeline's guider is enabled (CFG active).", "url": "https://github.com/huggingface/diffusers/issues/13505", "state": "open", "merged": null, "draft": null, "created_at": "2026-04-20T09:55:36Z" }, { "kind": "issue", "number": 13487, "title": "Loading loras on \"text_pipe\" of a modular pipeline fails", "url": "https://github.com/huggingface/diffusers/issues/13487", "state": "open", "merged": null, "draft": null, "created_at": "2026-04-15T19:10:03Z" }, { "kind": "issue", "number": 13484, "title": "Lora loading fail on Flux 2 dev for FAL loras", "url": "https://github.com/huggingface/diffusers/issues/13484", "state": "closed", "merged": null, "draft": null, "created_at": "2026-04-15T16:52:47Z" } ] }, "fetch_error": null }, { "author_login": "paulinebm", "name": "Pauline Bailly-Masson", "profile_url": "https://github.com/paulinebm", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apaulinebm", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apaulinebm", "repo_first_seen_at": "2024-12-12T10:28:15Z", "repo_last_seen_at": "2026-05-07T12:01:20Z", "repo_primary_artifact_count": 8, "repo_artifact_count": 26, "snapshot_issue_count": 0, "snapshot_pr_count": 8, "snapshot_comment_count": 1, "snapshot_review_count": 9, "snapshot_review_comment_count": 8, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 871, "young_account": false, "follow_through_score": "strong", "breadth_score": "very high", "automation_risk_signal": "medium", "heuristic_note": "extremely high recent PR volume; very broad repo spread; no visible non-self stars", "public_orgs": [], "activity": { "visible_authored_pr_count": 192, "merged_pr_count": 179, "closed_unmerged_pr_count": 9, "open_pr_count": 4, "merged_pr_rate": 0.9323, "closed_unmerged_pr_rate": 0.0469, "still_open_pr_rate": 0.0208, "distinct_repos_with_authored_prs": 155, "distinct_repos_with_open_prs": 4 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13690, "title": "[CI] Bump style-bot SHA + switch to GitHub App", "url": "https://github.com/huggingface/diffusers/pull/13690", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-07T09:38:10Z" }, { "kind": "pull_request", "number": 13438, "title": "add PR fork workable", "url": "https://github.com/huggingface/diffusers/pull/13438", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-09T14:22:48Z" }, { "kind": "pull_request", "number": 13385, "title": "\ud83d\udd12 Pin GitHub Actions to commit SHAs", "url": "https://github.com/huggingface/diffusers/pull/13385", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-02T09:17:16Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "Akash504-ai", "name": "Akash Santra", "profile_url": "https://github.com/Akash504-ai", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAkash504-ai", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAkash504-ai", "repo_first_seen_at": "2026-03-29T19:06:50Z", "repo_last_seen_at": "2026-04-15T02:08:43Z", "repo_primary_artifact_count": 6, "repo_artifact_count": 12, "snapshot_issue_count": 3, "snapshot_pr_count": 3, "snapshot_comment_count": 4, "snapshot_review_count": 1, "snapshot_review_comment_count": 1, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 467, "young_account": false, "follow_through_score": "mixed", "breadth_score": "high", "automation_risk_signal": "medium", "heuristic_note": "extremely high recent PR volume; broad repo spread", "public_orgs": [], "activity": { "visible_authored_pr_count": 172, "merged_pr_count": 104, "closed_unmerged_pr_count": 36, "open_pr_count": 32, "merged_pr_rate": 0.6047, "closed_unmerged_pr_rate": 0.2093, "still_open_pr_rate": 0.186, "distinct_repos_with_authored_prs": 24, "distinct_repos_with_open_prs": 11 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13471, "title": "fix(profiling): preserve instance isolation when decorating methods", "url": "https://github.com/huggingface/diffusers/pull/13471", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-14T18:39:45Z" }, { "kind": "pull_request", "number": 13426, "title": "Fix division by zero in rescale_noise_cfg causing NaNs during inference", "url": "https://github.com/huggingface/diffusers/pull/13426", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-06T15:44:38Z" }, { "kind": "pull_request", "number": 13395, "title": "Fix missing validation for num_inference_steps in DDPMScheduler and add tests", "url": "https://github.com/huggingface/diffusers/pull/13395", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-03T04:38:48Z" } ], "issues": [ { "kind": "issue", "number": 13425, "title": "Division by zero in rescale_noise_cfg can produce NaNs during inference", "url": "https://github.com/huggingface/diffusers/issues/13425", "state": "open", "merged": null, "draft": null, "created_at": "2026-04-06T15:32:50Z" }, { "kind": "issue", "number": 13394, "title": "DDPMScheduler allows num_inference_steps=0 without validation (inconsistent with DDIMScheduler)", "url": "https://github.com/huggingface/diffusers/issues/13394", "state": "open", "merged": null, "draft": null, "created_at": "2026-04-03T04:30:08Z" }, { "kind": "issue", "number": 13362, "title": "DDIMPipeline does not validate eta range despite documented constraint [0, 1]", "url": "https://github.com/huggingface/diffusers/issues/13362", "state": "closed", "merged": null, "draft": null, "created_at": "2026-03-29T19:06:50Z" } ] }, "fetch_error": null }, { "author_login": "catwell", "name": "Pierre Chapuis", "profile_url": "https://github.com/catwell", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acatwell", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acatwell", "repo_first_seen_at": "2024-07-19T08:49:58Z", "repo_last_seen_at": "2026-05-19T10:14:19Z", "repo_primary_artifact_count": 3, "repo_artifact_count": 4, "snapshot_issue_count": 0, "snapshot_pr_count": 3, "snapshot_comment_count": 1, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 5921, "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": [ "oploadk", "strawberry-graphql", "lunarmodules", "finegrain-ai" ], "activity": { "visible_authored_pr_count": 3, "merged_pr_count": 0, "closed_unmerged_pr_count": 1, "open_pr_count": 2, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.3333, "still_open_pr_rate": 0.6667, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13765, "title": "properly check for ftfy and warn if unavailable in all pipelines", "url": "https://github.com/huggingface/diffusers/pull/13765", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-19T10:14:19Z" }, { "kind": "pull_request", "number": 10982, "title": "fix default values of Flux guidance_scale in docstrings", "url": "https://github.com/huggingface/diffusers/pull/10982", "state": "closed", "merged": true, "draft": false, "created_at": "2025-03-06T09:40:19Z" }, { "kind": "pull_request", "number": 8905, "title": "allow tensors in several schedulers step() call", "url": "https://github.com/huggingface/diffusers/pull/8905", "state": "closed", "merged": true, "draft": false, "created_at": "2024-07-19T08:49:58Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "McPatate", "name": "Luc Georges", "profile_url": "https://github.com/McPatate", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMcPatate", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMcPatate", "repo_first_seen_at": "2024-06-07T16:06:34Z", "repo_last_seen_at": "2026-04-14T17:27:04Z", "repo_primary_artifact_count": 3, "repo_artifact_count": 16, "snapshot_issue_count": 0, "snapshot_pr_count": 3, "snapshot_comment_count": 2, "snapshot_review_count": 4, "snapshot_review_comment_count": 7, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 4249, "young_account": false, "follow_through_score": "strong", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume", "public_orgs": [ "huggingface" ], "activity": { "visible_authored_pr_count": 29, "merged_pr_count": 21, "closed_unmerged_pr_count": 2, "open_pr_count": 6, "merged_pr_rate": 0.7241, "closed_unmerged_pr_rate": 0.069, "still_open_pr_rate": 0.2069, "distinct_repos_with_authored_prs": 8, "distinct_repos_with_open_prs": 4 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13470, "title": "feat: bump safetensors to `0.8.0-rc.0`", "url": "https://github.com/huggingface/diffusers/pull/13470", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-14T17:27:04Z" }, { "kind": "pull_request", "number": 8457, "title": "fix(ci): remove unnecessary permissions", "url": "https://github.com/huggingface/diffusers/pull/8457", "state": "closed", "merged": true, "draft": false, "created_at": "2024-06-10T09:25:56Z" }, { "kind": "pull_request", "number": 8430, "title": "feat(ci): add trufflehog secrets detection", "url": "https://github.com/huggingface/diffusers/pull/8430", "state": "closed", "merged": true, "draft": false, "created_at": "2024-06-07T16:06:34Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "chinoll", "name": "Chino", "profile_url": "https://github.com/chinoll", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achinoll", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achinoll", "repo_first_seen_at": "2022-11-02T08:27:54Z", "repo_last_seen_at": "2026-05-18T09:06:24Z", "repo_primary_artifact_count": 5, "repo_artifact_count": 12, "snapshot_issue_count": 3, "snapshot_pr_count": 2, "snapshot_comment_count": 7, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 3525, "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": 2, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 2, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 1.0, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13749, "title": "feat: Add HiDream-O1 transformer and image generation pipeline", "url": "https://github.com/huggingface/diffusers/pull/13749", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-14T07:43:07Z" }, { "kind": "pull_request", "number": 1671, "title": "Fix the bug that torch version less than 1.12 throws TypeError", "url": "https://github.com/huggingface/diffusers/pull/1671", "state": "closed", "merged": true, "draft": false, "created_at": "2022-12-12T19:06:22Z" } ], "issues": [ { "kind": "issue", "number": 1343, "title": "Enable xformers by default", "url": "https://github.com/huggingface/diffusers/issues/1343", "state": "closed", "merged": null, "draft": null, "created_at": "2022-11-19T16:02:11Z" }, { "kind": "issue", "number": 1214, "title": "CLIPTextModel does not work at half precision", "url": "https://github.com/huggingface/diffusers/issues/1214", "state": "closed", "merged": null, "draft": null, "created_at": "2022-11-09T11:58:57Z" }, { "kind": "issue", "number": 1100, "title": "Low probability of throwing 'CLIPTextTransformer' object has no attribute 'device' exception", "url": "https://github.com/huggingface/diffusers/issues/1100", "state": "closed", "merged": null, "draft": null, "created_at": "2022-11-02T08:27:54Z" } ] }, "fetch_error": null }, { "author_login": "WaterKnight1998", "name": " David Lacalle Castillo", "profile_url": "https://github.com/WaterKnight1998", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AWaterKnight1998", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AWaterKnight1998", "repo_first_seen_at": "2024-01-11T10:06:01Z", "repo_last_seen_at": "2026-05-28T10:09:11Z", "repo_primary_artifact_count": 4, "repo_artifact_count": 14, "snapshot_issue_count": 2, "snapshot_pr_count": 2, "snapshot_comment_count": 10, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2876, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 2, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.5, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.5, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13822, "title": "Update repo_id for FLASH_4_HUB in attention_dispatch", "url": "https://github.com/huggingface/diffusers/pull/13822", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-28T10:09:11Z" }, { "kind": "pull_request", "number": 12787, "title": "[PRX] Improve model compilation", "url": "https://github.com/huggingface/diffusers/pull/12787", "state": "closed", "merged": true, "draft": false, "created_at": "2025-12-03T21:11:59Z" } ], "issues": [ { "kind": "issue", "number": 12786, "title": "[PRX] Improving export to Tensorrt", "url": "https://github.com/huggingface/diffusers/issues/12786", "state": "closed", "merged": null, "draft": null, "created_at": "2025-12-03T19:51:02Z" }, { "kind": "issue", "number": 6529, "title": "SDXL Fooocus Inpaint", "url": "https://github.com/huggingface/diffusers/issues/6529", "state": "closed", "merged": null, "draft": null, "created_at": "2024-01-11T10:06:01Z" } ] }, "fetch_error": null }, { "author_login": "luren55", "name": "Zhibin Mo", "profile_url": "https://github.com/luren55", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aluren55", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aluren55", "repo_first_seen_at": "2025-10-31T04:34:34Z", "repo_last_seen_at": "2026-05-10T16:11:06Z", "repo_primary_artifact_count": 3, "repo_artifact_count": 14, "snapshot_issue_count": 1, "snapshot_pr_count": 2, "snapshot_comment_count": 7, "snapshot_review_count": 2, "snapshot_review_comment_count": 2, "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": 1599, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 2, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.5, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.5, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13689, "title": "z-image support npu", "url": "https://github.com/huggingface/diffusers/pull/13689", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-07T08:47:19Z" }, { "kind": "pull_request", "number": 12979, "title": "z-image support npu", "url": "https://github.com/huggingface/diffusers/pull/12979", "state": "open", "merged": false, "draft": true, "created_at": "2026-01-15T07:14:23Z" } ], "issues": [ { "kind": "issue", "number": 12565, "title": "Wan2.1 i2v running issue", "url": "https://github.com/huggingface/diffusers/issues/12565", "state": "open", "merged": null, "draft": null, "created_at": "2025-10-31T04:34:34Z" } ] }, "fetch_error": null }, { "author_login": "ivnvalex", "name": "Alexander Ivanov", "profile_url": "https://github.com/ivnvalex", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aivnvalex", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aivnvalex", "repo_first_seen_at": "2026-04-29T16:10:12Z", "repo_last_seen_at": "2026-04-29T16:19:34Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 2, "snapshot_issue_count": 1, "snapshot_pr_count": 1, "snapshot_comment_count": 0, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2629, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 0, "merged_pr_rate": 1.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13645, "title": "[docs] fix typo in AutoencoderOobleck docs (#13642)", "url": "https://github.com/huggingface/diffusers/pull/13645", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-29T16:19:34Z" } ], "issues": [ { "kind": "issue", "number": 13642, "title": "[docs] typo in AutoencoderOobleck docs", "url": "https://github.com/huggingface/diffusers/issues/13642", "state": "closed", "merged": null, "draft": null, "created_at": "2026-04-29T16:10:12Z" } ] }, "fetch_error": null }, { "author_login": "ramkumar27072006", "name": "Ramkumar R", "profile_url": "https://github.com/ramkumar27072006", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aramkumar27072006", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aramkumar27072006", "repo_first_seen_at": "2026-06-07T03:05:23Z", "repo_last_seen_at": "2026-06-07T07:09:29Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 5, "snapshot_issue_count": 1, "snapshot_pr_count": 1, "snapshot_comment_count": 3, "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": 543, "young_account": false, "follow_through_score": "weak", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [ "init-club", "Crimson-Trinity", "PixelPack-exe" ], "activity": { "visible_authored_pr_count": 6, "merged_pr_count": 0, "closed_unmerged_pr_count": 2, "open_pr_count": 4, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.3333, "still_open_pr_rate": 0.6667, "distinct_repos_with_authored_prs": 5, "distinct_repos_with_open_prs": 4 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13876, "title": "docs: fix repeated word typo in set_timesteps docstring", "url": "https://github.com/huggingface/diffusers/pull/13876", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-07T03:05:23Z" } ], "issues": [ { "kind": "issue", "number": 13877, "title": "docs: fix typos in scheduling_euler_discrete.py", "url": "https://github.com/huggingface/diffusers/issues/13877", "state": "open", "merged": null, "draft": null, "created_at": "2026-06-07T04:02:58Z" } ] }, "fetch_error": null }, { "author_login": "sjq66", "name": null, "profile_url": "https://github.com/sjq66", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asjq66", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asjq66", "repo_first_seen_at": "2026-06-10T12:14:31Z", "repo_last_seen_at": "2026-06-10T12:15:07Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 2, "snapshot_issue_count": 1, "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": 1033, "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": 13910, "title": "[feat] Add JoyAI-Echo multi-shot audio-video generation pipeline", "url": "https://github.com/huggingface/diffusers/pull/13910", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-10T12:15:07Z" } ], "issues": [ { "kind": "issue", "number": 13909, "title": "[New Pipeline/Model] Add JoyAI-Echo multi-shot audio-video generation pipeline", "url": "https://github.com/huggingface/diffusers/issues/13909", "state": "open", "merged": null, "draft": null, "created_at": "2026-06-10T12:14:31Z" } ] }, "fetch_error": null }, { "author_login": "TheLovesOfLadyPurple", "name": "TheLovesOfLadyPurple", "profile_url": "https://github.com/TheLovesOfLadyPurple", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ATheLovesOfLadyPurple", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ATheLovesOfLadyPurple", "repo_first_seen_at": "2026-06-05T00:38:29Z", "repo_last_seen_at": "2026-06-08T13:47:24Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 6, "snapshot_issue_count": 1, "snapshot_pr_count": 1, "snapshot_comment_count": 4, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "FIRST_TIMER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": false, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 289, "young_account": true, "follow_through_score": "weak", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "young account; high open PR share; no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 1.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13868, "title": "fix the bug on the leading time schedule", "url": "https://github.com/huggingface/diffusers/pull/13868", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-05T00:38:29Z" } ], "issues": [ { "kind": "issue", "number": 13887, "title": "When use UniPCMultistepScheduler as the ODE solver, and input different num_inference_steps in StableDiffusionXLPipeline, the first inference step is wrong", "url": "https://github.com/huggingface/diffusers/issues/13887", "state": "open", "merged": null, "draft": null, "created_at": "2026-06-08T13:44:32Z" } ] }, "fetch_error": null }, { "author_login": "ViktoriiaRomanova", "name": "Viktoriia Romanova", "profile_url": "https://github.com/ViktoriiaRomanova", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AViktoriiaRomanova", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AViktoriiaRomanova", "repo_first_seen_at": "2026-04-08T09:26:22Z", "repo_last_seen_at": "2026-05-04T09:32:13Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 12, "snapshot_issue_count": 1, "snapshot_pr_count": 1, "snapshot_comment_count": 4, "snapshot_review_count": 3, "snapshot_review_comment_count": 3, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 1680, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 0, "merged_pr_rate": 1.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13564, "title": "Eliminate GPU sync overhead and CPU\u2192GPU transfers across LTX2 pipeline", "url": "https://github.com/huggingface/diffusers/pull/13564", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-26T21:37:51Z" } ], "issues": [ { "kind": "issue", "number": 13462, "title": "Decorating bound methods in profiling utils breaks instance isolation", "url": "https://github.com/huggingface/diffusers/issues/13462", "state": "closed", "merged": null, "draft": null, "created_at": "2026-04-13T22:05:24Z" } ] }, "fetch_error": null }, { "author_login": "Zhu1116", "name": "Crimson", "profile_url": "https://github.com/Zhu1116", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AZhu1116", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AZhu1116", "repo_first_seen_at": "2025-05-30T08:21:12Z", "repo_last_seen_at": "2026-06-04T13:04:49Z", "repo_primary_artifact_count": 2, "repo_artifact_count": 7, "snapshot_issue_count": 1, "snapshot_pr_count": 1, "snapshot_comment_count": 5, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "FIRST_TIMER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": false, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2178, "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": 13813, "title": "fix: resolve issue #13811", "url": "https://github.com/huggingface/diffusers/pull/13813", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-26T13:11:33Z" } ], "issues": [ { "kind": "issue", "number": 13811, "title": "Fix incorrect batch handling in _prepare_image_ids usage in train_dreambooth_lora_flux2_img2img.py", "url": "https://github.com/huggingface/diffusers/issues/13811", "state": "open", "merged": null, "draft": null, "created_at": "2026-05-26T07:04:52Z" } ] }, "fetch_error": null }, { "author_login": "arieleli01212", "name": null, "profile_url": "https://github.com/arieleli01212", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aarieleli01212", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aarieleli01212", "repo_first_seen_at": "2026-05-17T18:44:15Z", "repo_last_seen_at": "2026-05-17T18:44:15Z", "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": 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": 407, "young_account": false, "follow_through_score": "weak", "breadth_score": "high", "automation_risk_signal": "medium", "heuristic_note": "broad repo spread; high open PR share; no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 21, "merged_pr_count": 3, "closed_unmerged_pr_count": 7, "open_pr_count": 11, "merged_pr_rate": 0.1429, "closed_unmerged_pr_rate": 0.3333, "still_open_pr_rate": 0.5238, "distinct_repos_with_authored_prs": 17, "distinct_repos_with_open_prs": 10 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13763, "title": "Fix rescale_noise_cfg zero std handling", "url": "https://github.com/huggingface/diffusers/pull/13763", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-17T18:44:15Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "aryanmotgi", "name": "Aryan Motgi", "profile_url": "https://github.com/aryanmotgi", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaryanmotgi", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaryanmotgi", "repo_first_seen_at": "2026-05-22T02:15:07Z", "repo_last_seen_at": "2026-05-22T02:15:07Z", "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": 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": 1809, "young_account": false, "follow_through_score": "strong", "breadth_score": "high", "automation_risk_signal": "medium", "heuristic_note": "extremely high recent PR volume; broad repo spread", "public_orgs": [], "activity": { "visible_authored_pr_count": 101, "merged_pr_count": 79, "closed_unmerged_pr_count": 9, "open_pr_count": 13, "merged_pr_rate": 0.7822, "closed_unmerged_pr_rate": 0.0891, "still_open_pr_rate": 0.1287, "distinct_repos_with_authored_prs": 17, "distinct_repos_with_open_prs": 12 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13786, "title": "Fix from_pretrain typo in StableCascade and Wuerstchen docstrings", "url": "https://github.com/huggingface/diffusers/pull/13786", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-22T02:15:07Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "atharvajoshi10", "name": "Atharva Joshi", "profile_url": "https://github.com/atharvajoshi10", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aatharvajoshi10", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aatharvajoshi10", "repo_first_seen_at": "2026-05-27T21:18:03Z", "repo_last_seen_at": "2026-05-29T00:07:50Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 7, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 0, "snapshot_review_count": 3, "snapshot_review_comment_count": 3, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 3244, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 0, "merged_pr_rate": 1.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13818, "title": "Adding Cosmos 3 to Diffusers", "url": "https://github.com/huggingface/diffusers/pull/13818", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-27T21:18:03Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "ATOM00blue", "name": "wheelman", "profile_url": "https://github.com/ATOM00blue", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AATOM00blue", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AATOM00blue", "repo_first_seen_at": "2026-05-22T01:48:23Z", "repo_last_seen_at": "2026-05-22T01:48:23Z", "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": 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": 325, "young_account": true, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "medium", "heuristic_note": "young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 72, "merged_pr_count": 10, "closed_unmerged_pr_count": 9, "open_pr_count": 53, "merged_pr_rate": 0.1389, "closed_unmerged_pr_rate": 0.125, "still_open_pr_rate": 0.7361, "distinct_repos_with_authored_prs": 67, "distinct_repos_with_open_prs": 50 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13785, "title": "Fix FlowMatchEulerDiscreteScheduler.index_for_timestep float precision lookup", "url": "https://github.com/huggingface/diffusers/pull/13785", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-22T01:48:23Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "aws-zhenguo", "name": "Zhenguo Chen", "profile_url": "https://github.com/aws-zhenguo", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaws-zhenguo", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaws-zhenguo", "repo_first_seen_at": "2026-04-14T22:28:18Z", "repo_last_seen_at": "2026-04-14T22:28:18Z", "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": 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": 556, "young_account": false, "follow_through_score": "weak", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 1.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13473, "title": "[attention backends] Add Neuron backend for context parallel", "url": "https://github.com/huggingface/diffusers/pull/13473", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-14T22:28:18Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "botbikamordehai2-sketch", "name": "MORDEHAI BOTBIKA", "profile_url": "https://github.com/botbikamordehai2-sketch", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Abotbikamordehai2-sketch", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Abotbikamordehai2-sketch", "repo_first_seen_at": "2026-05-28T18:12:27Z", "repo_last_seen_at": "2026-05-28T18:12:27Z", "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": 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": 34, "young_account": true, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "high", "heuristic_note": "very new account; high recent PR volume; very broad repo spread; high open PR share", "public_orgs": [], "activity": { "visible_authored_pr_count": 92, "merged_pr_count": 0, "closed_unmerged_pr_count": 9, "open_pr_count": 83, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0978, "still_open_pr_rate": 0.9022, "distinct_repos_with_authored_prs": 78, "distinct_repos_with_open_prs": 70 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13825, "title": "fix: Add missing StableAudioPipeline dummy class to prevent RecursionError (closes #13274)", "url": "https://github.com/huggingface/diffusers/pull/13825", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-28T18:12:27Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "Carlofkl", "name": "Kailai Feng", "profile_url": "https://github.com/Carlofkl", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACarlofkl", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACarlofkl", "repo_first_seen_at": "2026-05-27T06:16:54Z", "repo_last_seen_at": "2026-06-05T15:40:48Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 50, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 5, "snapshot_review_count": 22, "snapshot_review_comment_count": 22, "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": 2302, "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": 13815, "title": "[Pipelines] Add DreamLite text-to-image and image-edit pipelines", "url": "https://github.com/huggingface/diffusers/pull/13815", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-27T06:16:54Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "ChinChyi", "name": "QIN QI", "profile_url": "https://github.com/ChinChyi", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChinChyi", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChinChyi", "repo_first_seen_at": "2026-05-06T17:18:28Z", "repo_last_seen_at": "2026-05-06T17:18:28Z", "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": 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": 3098, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [ "Alpha-VLLM" ], "activity": { "visible_authored_pr_count": 2, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.5, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.5, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13686, "title": "[LLaDA 2.0-Uni] Add LLaDA 2.0-Uni multimodal discrete diffusion pipeline", "url": "https://github.com/huggingface/diffusers/pull/13686", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-06T17:18:28Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "CoderSATTY", "name": "Satyam Ashtikar", "profile_url": "https://github.com/CoderSATTY", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACoderSATTY", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACoderSATTY", "repo_first_seen_at": "2026-05-23T06:54:12Z", "repo_last_seen_at": "2026-05-30T06:18:49Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 4, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 2, "snapshot_review_count": 1, "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": 650, "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": 13798, "title": "Fix: FLUX.2 encode_prompt dtype and add bitsandbytes int8+bfloat16 warning", "url": "https://github.com/huggingface/diffusers/pull/13798", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-23T10:29:37Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "conanna", "name": null, "profile_url": "https://github.com/conanna", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aconanna", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aconanna", "repo_first_seen_at": "2026-04-12T19:13:13Z", "repo_last_seen_at": "2026-04-12T19:13:13Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 1, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 0, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "FIRST_TIMER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": false, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 422, "young_account": false, "follow_through_score": "weak", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 1.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13450, "title": "fix: align sigmas device in UniPCMultistepScheduler.set_timesteps", "url": "https://github.com/huggingface/diffusers/pull/13450", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-12T19:13:13Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "david-PHR", "name": "David", "profile_url": "https://github.com/david-PHR", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adavid-PHR", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adavid-PHR", "repo_first_seen_at": "2026-04-30T08:17:26Z", "repo_last_seen_at": "2026-04-30T08:17:26Z", "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": "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": 1515, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 2, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.5, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.5, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13660, "title": "[qwenimage] add image_area kwarg to QwenImageEditPlusPipeline", "url": "https://github.com/huggingface/diffusers/pull/13660", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-30T08:17:26Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "Dev-next-gen", "name": "Leo Camus", "profile_url": "https://github.com/Dev-next-gen", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADev-next-gen", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADev-next-gen", "repo_first_seen_at": "2026-04-19T00:36:23Z", "repo_last_seen_at": "2026-06-09T21:57:29Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 12, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 11, "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": 559, "young_account": false, "follow_through_score": "strong", "breadth_score": "high", "automation_risk_signal": "low", "heuristic_note": "broad repo spread", "public_orgs": [], "activity": { "visible_authored_pr_count": 13, "merged_pr_count": 10, "closed_unmerged_pr_count": 1, "open_pr_count": 2, "merged_pr_rate": 0.7692, "closed_unmerged_pr_rate": 0.0769, "still_open_pr_rate": 0.1538, "distinct_repos_with_authored_prs": 10, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13502, "title": "fix(group_offloading): synchronize default stream against transfer stream", "url": "https://github.com/huggingface/diffusers/pull/13502", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-19T00:36:23Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "dparikh79", "name": "Dhruvil Parikh", "profile_url": "https://github.com/dparikh79", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adparikh79", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adparikh79", "repo_first_seen_at": "2026-05-16T22:41:41Z", "repo_last_seen_at": "2026-05-16T22:41:41Z", "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": 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": 2871, "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; no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 25, "merged_pr_count": 3, "closed_unmerged_pr_count": 2, "open_pr_count": 20, "merged_pr_rate": 0.12, "closed_unmerged_pr_rate": 0.08, "still_open_pr_rate": 0.8, "distinct_repos_with_authored_prs": 20, "distinct_repos_with_open_prs": 15 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13759, "title": "fix(peft_utils): raise actionable ValueError when rank_dict is empty in get_peft_kwargs", "url": "https://github.com/huggingface/diffusers/pull/13759", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-16T22:41:41Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "HaoyuLi-Nova", "name": "Haoyu Li", "profile_url": "https://github.com/HaoyuLi-Nova", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHaoyuLi-Nova", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHaoyuLi-Nova", "repo_first_seen_at": "2026-04-24T15:24:20Z", "repo_last_seen_at": "2026-04-24T15:24:20Z", "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": 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": 888, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 4, "merged_pr_count": 2, "closed_unmerged_pr_count": 0, "open_pr_count": 2, "merged_pr_rate": 0.5, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.5, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13556, "title": "Fix Flax LMSDiscreteScheduler sigma indexing and align LMS prediction_type with PyTorch", "url": "https://github.com/huggingface/diffusers/pull/13556", "state": "open", "merged": false, "draft": false, "created_at": "2026-04-24T15:24:20Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "hf-dependantbot-rollout[bot]", "name": null, "profile_url": "https://github.com/hf-dependantbot-rollout[bot]", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-dependantbot-rollout%5Bbot%5D", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-dependantbot-rollout%5Bbot%5D", "repo_first_seen_at": "2026-05-26T10:32:00Z", "repo_last_seen_at": "2026-05-26T10:32:00Z", "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": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "live", "live_refetch_skipped": false, "account_age_days": null, "young_account": false, "follow_through_score": "n/a", "breadth_score": "n/a", "automation_risk_signal": "n/a", "heuristic_note": "summary unavailable", "public_orgs": [], "activity": { "visible_authored_pr_count": null, "merged_pr_count": null, "closed_unmerged_pr_count": null, "open_pr_count": null, "merged_pr_rate": null, "closed_unmerged_pr_rate": null, "still_open_pr_rate": null, "distinct_repos_with_authored_prs": null, "distinct_repos_with_open_prs": null }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13812, "title": "chore: enable Dependabot weekly GitHub Actions bumps", "url": "https://github.com/huggingface/diffusers/pull/13812", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-26T10:32:00Z" } ], "issues": [] }, "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'hf-dependantbot-rollout[bot]'.\"}]" }, { "author_login": "hitchhiker3010", "name": "Sukesh Perla", "profile_url": "https://github.com/hitchhiker3010", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahitchhiker3010", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahitchhiker3010", "repo_first_seen_at": "2026-04-07T06:26:34Z", "repo_last_seen_at": "2026-04-18T04:45:07Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 7, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 6, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 3818, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 1, "closed_unmerged_pr_count": 0, "open_pr_count": 0, "merged_pr_rate": 1.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13461, "title": "Remove compile bottlenecks from ZImage pipeline", "url": "https://github.com/huggingface/diffusers/pull/13461", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-13T20:40:44Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "hoangperry", "name": "Hoang N. Truong", "profile_url": "https://github.com/hoangperry", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahoangperry", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahoangperry", "repo_first_seen_at": "2026-05-17T09:23:14Z", "repo_last_seen_at": "2026-05-17T09:23:14Z", "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": 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": 2993, "young_account": false, "follow_through_score": "weak", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [ "dpsnewailab", "deepis-vn" ], "activity": { "visible_authored_pr_count": 4, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 4, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 1.0, "distinct_repos_with_authored_prs": 4, "distinct_repos_with_open_prs": 4 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13761, "title": "security: fix SSRF in load_image and load_video URL fetching", "url": "https://github.com/huggingface/diffusers/pull/13761", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-17T09:23:14Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "itzzdeep", "name": "Deep Dutta", "profile_url": "https://github.com/itzzdeep", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aitzzdeep", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aitzzdeep", "repo_first_seen_at": "2026-05-11T21:21:31Z", "repo_last_seen_at": "2026-05-11T21:21:31Z", "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": 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": 2114, "young_account": false, "follow_through_score": "weak", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 1.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13721, "title": "torchao: safetensors save/load + disk group offload (closes #13713)", "url": "https://github.com/huggingface/diffusers/pull/13721", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-11T21:21:31Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "javierdejesusda", "name": "Javier De Jesus", "profile_url": "https://github.com/javierdejesusda", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajavierdejesusda", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajavierdejesusda", "repo_first_seen_at": "2026-05-24T23:05:02Z", "repo_last_seen_at": "2026-05-29T10:19:09Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 2, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 1, "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": 549, "young_account": false, "follow_through_score": "mixed", "breadth_score": "high", "automation_risk_signal": "medium", "heuristic_note": "broad repo spread; high open PR share", "public_orgs": [], "activity": { "visible_authored_pr_count": 20, "merged_pr_count": 10, "closed_unmerged_pr_count": 0, "open_pr_count": 10, "merged_pr_rate": 0.5, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.5, "distinct_repos_with_authored_prs": 17, "distinct_repos_with_open_prs": 10 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13803, "title": "[utils] preserve method metadata in apply_forward_hook", "url": "https://github.com/huggingface/diffusers/pull/13803", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-24T23:05:02Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "JinLiIdeogram", "name": null, "profile_url": "https://github.com/JinLiIdeogram", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJinLiIdeogram", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJinLiIdeogram", "repo_first_seen_at": "2026-05-11T18:57:43Z", "repo_last_seen_at": "2026-05-11T18:57:43Z", "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": "NONE", "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": 979, "young_account": false, "follow_through_score": "weak", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 2, "merged_pr_count": 0, "closed_unmerged_pr_count": 2, "open_pr_count": 0, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 1.0, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13720, "title": "Test", "url": "https://github.com/huggingface/diffusers/pull/13720", "state": "closed", "merged": false, "draft": false, "created_at": "2026-05-11T18:57:43Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "MukundaKatta", "name": "Mukunda Rao Katta", "profile_url": "https://github.com/MukundaKatta", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMukundaKatta", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMukundaKatta", "repo_first_seen_at": "2026-04-25T18:34:23Z", "repo_last_seen_at": "2026-04-25T18:34:23Z", "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": 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": 1569, "young_account": false, "follow_through_score": "mixed", "breadth_score": "very high", "automation_risk_signal": "medium", "heuristic_note": "extremely high recent PR volume; very broad repo spread", "public_orgs": [], "activity": { "visible_authored_pr_count": 1000, "merged_pr_count": 392, "closed_unmerged_pr_count": 306, "open_pr_count": 363, "merged_pr_rate": 0.392, "closed_unmerged_pr_rate": 0.306, "still_open_pr_rate": 0.302, "distinct_repos_with_authored_prs": 514, "distinct_repos_with_open_prs": 170 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13563, "title": "SUPIR: scaffold pipeline + design doc (refs #7219)", "url": "https://github.com/huggingface/diffusers/pull/13563", "state": "open", "merged": false, "draft": true, "created_at": "2026-04-25T18:34:23Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "oab24413gmai", "name": null, "profile_url": "https://github.com/oab24413gmai", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aoab24413gmai", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aoab24413gmai", "repo_first_seen_at": "2026-05-14T04:22:50Z", "repo_last_seen_at": "2026-05-14T04:22:50Z", "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": 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": 46, "young_account": true, "follow_through_score": "weak", "breadth_score": "very high", "automation_risk_signal": "high", "heuristic_note": "very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 67, "merged_pr_count": 9, "closed_unmerged_pr_count": 20, "open_pr_count": 38, "merged_pr_rate": 0.1343, "closed_unmerged_pr_rate": 0.2985, "still_open_pr_rate": 0.5672, "distinct_repos_with_authored_prs": 51, "distinct_repos_with_open_prs": 30 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13746, "title": "docs: fix duplicated \"to\" in UNetSpatioTemporalConditionModel docstring", "url": "https://github.com/huggingface/diffusers/pull/13746", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-14T04:22:50Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "ooovenenoso", "name": null, "profile_url": "https://github.com/ooovenenoso", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aooovenenoso", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aooovenenoso", "repo_first_seen_at": "2026-05-24T12:21:28Z", "repo_last_seen_at": "2026-05-24T12:21:28Z", "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": 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": 1262, "young_account": false, "follow_through_score": "mixed", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 11, "merged_pr_count": 4, "closed_unmerged_pr_count": 2, "open_pr_count": 5, "merged_pr_rate": 0.3636, "closed_unmerged_pr_rate": 0.1818, "still_open_pr_rate": 0.4545, "distinct_repos_with_authored_prs": 5, "distinct_repos_with_open_prs": 4 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13799, "title": "Fix Cosmos2 safety checker grad mode leak", "url": "https://github.com/huggingface/diffusers/pull/13799", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-24T12:21:28Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "Praanjaljain29", "name": "Praanjal Jain", "profile_url": "https://github.com/Praanjaljain29", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3APraanjaljain29", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3APraanjaljain29", "repo_first_seen_at": "2026-05-28T02:28:09Z", "repo_last_seen_at": "2026-05-29T06:54:07Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 2, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 1, "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": 1089, "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": 13820, "title": "Fix black image output in QwenImageEdit docstring", "url": "https://github.com/huggingface/diffusers/pull/13820", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-28T02:28:09Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "ProgramerSalar", "name": "MANISH KUMAR", "profile_url": "https://github.com/ProgramerSalar", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AProgramerSalar", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AProgramerSalar", "repo_first_seen_at": "2026-06-05T16:29:56Z", "repo_last_seen_at": "2026-06-06T07:10:07Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 2, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 1, "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": 1646, "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": 13874, "title": "[Core] Fix community pipeline initialization compatibility with primitive types", "url": "https://github.com/huggingface/diffusers/pull/13874", "state": "open", "merged": false, "draft": false, "created_at": "2026-06-05T16:29:56Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "racyjelly", "name": "Jennie", "profile_url": "https://github.com/racyjelly", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aracyjelly", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aracyjelly", "repo_first_seen_at": "2026-04-23T14:40:30Z", "repo_last_seen_at": "2026-04-23T14:40:30Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 1, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 0, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "FIRST_TIMER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": false, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 1655, "young_account": false, "follow_through_score": "weak", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 1, "merged_pr_count": 0, "closed_unmerged_pr_count": 1, "open_pr_count": 0, "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 1.0, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13553, "title": "Custom v0.12.1", "url": "https://github.com/huggingface/diffusers/pull/13553", "state": "closed", "merged": false, "draft": false, "created_at": "2026-04-23T14:40:30Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "rmatif", "name": null, "profile_url": "https://github.com/rmatif", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Armatif", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Armatif", "repo_first_seen_at": "2026-05-12T16:24:51Z", "repo_last_seen_at": "2026-05-29T13:02:50Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 12, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 3, "snapshot_review_count": 4, "snapshot_review_comment_count": 4, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2185, "young_account": false, "follow_through_score": "weak", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "many recent closed-unmerged PRs", "public_orgs": [], "activity": { "visible_authored_pr_count": 4, "merged_pr_count": 1, "closed_unmerged_pr_count": 2, "open_pr_count": 1, "merged_pr_rate": 0.25, "closed_unmerged_pr_rate": 0.5, "still_open_pr_rate": 0.25, "distinct_repos_with_authored_prs": 4, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13732, "title": "Add Anima modular pipeline", "url": "https://github.com/huggingface/diffusers/pull/13732", "state": "closed", "merged": true, "draft": false, "created_at": "2026-05-12T16:24:51Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "Shreyas-jk", "name": "Shreyas Kiran", "profile_url": "https://github.com/Shreyas-jk", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AShreyas-jk", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AShreyas-jk", "repo_first_seen_at": "2026-05-08T23:19:21Z", "repo_last_seen_at": "2026-05-08T23:19:21Z", "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": 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": 547, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "no visible non-self stars", "public_orgs": [], "activity": { "visible_authored_pr_count": 3, "merged_pr_count": 2, "closed_unmerged_pr_count": 0, "open_pr_count": 1, "merged_pr_rate": 0.6667, "closed_unmerged_pr_rate": 0.0, "still_open_pr_rate": 0.3333, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13701, "title": "[mps] Fix NaN in Attention.get_attention_scores when attention_mask is None", "url": "https://github.com/huggingface/diffusers/pull/13701", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-08T23:19:21Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "st7109", "name": "peter", "profile_url": "https://github.com/st7109", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ast7109", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ast7109", "repo_first_seen_at": "2026-05-28T13:25:48Z", "repo_last_seen_at": "2026-06-03T06:50:34Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 3, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 2, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "FIRST_TIMER", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": false, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 2512, "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": 13824, "title": "Add use_real parameter to Z-Image for platform compatibility", "url": "https://github.com/huggingface/diffusers/pull/13824", "state": "open", "merged": false, "draft": false, "created_at": "2026-05-28T13:25:48Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "waitingcheung", "name": "Wai Ting Cheung", "profile_url": "https://github.com/waitingcheung", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Awaitingcheung", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Awaitingcheung", "repo_first_seen_at": "2026-04-23T05:54:56Z", "repo_last_seen_at": "2026-05-14T07:29:01Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 38, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 13, "snapshot_review_count": 12, "snapshot_review_comment_count": 12, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 4967, "young_account": false, "follow_through_score": "n/a", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "no visible non-self stars", "public_orgs": [], "activity": { "visible_authored_pr_count": 0, "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 0, "merged_pr_rate": null, "closed_unmerged_pr_rate": null, "still_open_pr_rate": null, "distinct_repos_with_authored_prs": 0, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13551, "title": "feat: Add Motif-Video model and pipelines", "url": "https://github.com/huggingface/diffusers/pull/13551", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-23T05:54:56Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "xin3he", "name": "Xin He", "profile_url": "https://github.com/xin3he", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axin3he", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axin3he", "repo_first_seen_at": "2026-03-04T11:16:34Z", "repo_last_seen_at": "2026-06-09T05:53:32Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 56, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 13, "snapshot_review_count": 21, "snapshot_review_comment_count": 21, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 1858, "young_account": false, "follow_through_score": "strong", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume", "public_orgs": [], "activity": { "visible_authored_pr_count": 37, "merged_pr_count": 31, "closed_unmerged_pr_count": 2, "open_pr_count": 4, "merged_pr_rate": 0.8378, "closed_unmerged_pr_rate": 0.0541, "still_open_pr_rate": 0.1081, "distinct_repos_with_authored_prs": 6, "distinct_repos_with_open_prs": 4 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13552, "title": "Integrate AutoRound into Diffusers", "url": "https://github.com/huggingface/diffusers/pull/13552", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-23T13:37:55Z" } ], "issues": [] }, "fetch_error": null }, { "author_login": "yadferhad", "name": "Yad Fatah", "profile_url": "https://github.com/yadferhad", "repo_pull_requests_url": "https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayadferhad", "repo_issues_url": "https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayadferhad", "repo_first_seen_at": "2026-04-15T17:24:00Z", "repo_last_seen_at": "2026-04-17T22:44:25Z", "repo_primary_artifact_count": 1, "repo_artifact_count": 11, "snapshot_issue_count": 0, "snapshot_pr_count": 1, "snapshot_comment_count": 2, "snapshot_review_count": 4, "snapshot_review_comment_count": 4, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "known_via_prior_merged_pr": true, "report_reason": null, "enrichment_source": "previous_report", "live_refetch_skipped": true, "account_age_days": 3350, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "\u2014", "public_orgs": [ "backspace-labs" ], "activity": { "visible_authored_pr_count": 3, "merged_pr_count": 2, "closed_unmerged_pr_count": 1, "open_pr_count": 0, "merged_pr_rate": 0.6667, "closed_unmerged_pr_rate": 0.3333, "still_open_pr_rate": 0.0, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", "number": 13486, "title": "Fix Flux2 non-diffusers guidance LoRA conversion", "url": "https://github.com/huggingface/diffusers/pull/13486", "state": "closed", "merged": true, "draft": false, "created_at": "2026-04-15T17:24:00Z" } ], "issues": [] }, "fetch_error": null } ] }