{"adoption": {"forks": 914, "observed_at": "2026-08-28T04:09:59.771989+00:00", "stars": 7419}, "canonical_url": "https://ross.abutalabs.com/products/guided-diffusion", "card": {"archived": false, "artifact_type": "library", "description": null, "domain": ["deep-learning", "machine-learning", "image-processing"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing"], "health_score": 20, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["openai/guided-diffusion"], "name": "openai/guided-diffusion", "platform": ["python"], "pushed_at": "2024-07-02T11:26:50+00:00", "repo": "openai/guided-diffusion", "stars": 7419, "tags": ["diffusion-models", "image-synthesis", "generative-models", "pretrained-models", "research-code", "gpu"], "topics": [], "urls": [], "use_cases": ["generate images with diffusion models", "train a class-conditional diffusion model", "sample from pretrained ImageNet diffusion checkpoints", "upsample low-resolution images with a diffusion upsampler", "reproduce results from the guided diffusion paper", "experiment with classifier-guided image synthesis"], "what_it_is": "OpenAI's codebase for guided diffusion models from the paper 'Diffusion Models Beat GANs on Image Synthesis', including classifier conditioning and architecture improvements. It provides training code and pre-trained checkpoints for class-conditional and unconditional image generation at multiple resolutions.", "when_to_avoid": ["you need actively maintained code with recent dependency support", "you want a general-purpose image generation tool with a simple API", "you need text-to-image generation rather than class-conditional synthesis"], "when_to_choose": ["you want to train or fine-tune diffusion models for image synthesis", "you need classifier-guided generation with OpenAI's pretrained checkpoints", "you're doing research on diffusion model architectures"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/guided-diffusion", "repo": "openai/guided-diffusion", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:37:45.775182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08a989311cdb6899017dfb42abdd73b78510f5470a602736f67799f27c5b8082", "fetched_at": "2026-08-28T04:09:59.771989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/guided-diffusion"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:37:45.775182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08a989311cdb6899017dfb42abdd73b78510f5470a602736f67799f27c5b8082", "fetched_at": "2026-08-28T04:09:59.771989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/guided-diffusion"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:37:45.775182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08a989311cdb6899017dfb42abdd73b78510f5470a602736f67799f27c5b8082", "fetched_at": "2026-08-28T04:09:59.771989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/guided-diffusion"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:37:45.775182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08a989311cdb6899017dfb42abdd73b78510f5470a602736f67799f27c5b8082", "fetched_at": "2026-08-28T04:09:59.771989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/guided-diffusion"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:37:45.775182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08a989311cdb6899017dfb42abdd73b78510f5470a602736f67799f27c5b8082", "fetched_at": "2026-08-28T04:09:59.771989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/guided-diffusion"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:37:45.775182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08a989311cdb6899017dfb42abdd73b78510f5470a602736f67799f27c5b8082", "fetched_at": "2026-08-28T04:09:59.771989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/guided-diffusion"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:59.771989+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:37:45.775182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08a989311cdb6899017dfb42abdd73b78510f5470a602736f67799f27c5b8082", "fetched_at": "2026-08-28T04:09:59.771989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/guided-diffusion"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:37:45.775182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08a989311cdb6899017dfb42abdd73b78510f5470a602736f67799f27c5b8082", "fetched_at": "2026-08-28T04:09:59.771989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/guided-diffusion"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:37:45.775182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08a989311cdb6899017dfb42abdd73b78510f5470a602736f67799f27c5b8082", "fetched_at": "2026-08-28T04:09:59.771989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/guided-diffusion"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:37:45.775182+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08a989311cdb6899017dfb42abdd73b78510f5470a602736f67799f27c5b8082", "fetched_at": "2026-08-28T04:09:59.771989+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/guided-diffusion"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1954, "days_push": 792, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}