{"adoption": {"forks": 176, "observed_at": "2026-08-28T04:04:25.204930+00:00", "stars": 1334}, "canonical_url": "https://ross.abutalabs.com/products/liwenxi-swift-ai", "card": {"archived": false, "artifact_type": "library", "description": "A fast gigapixel processing system", "domain": ["computer-vision", "artificial-intelligence", "astronomy", "data-science"], "enriched": true, "function": ["computer-vision", "image-processing", "deep-learning", "machine-learning"], "health_score": 20, "homepage": null, "language": "Jupyter Notebook", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["liwenxi/SWIFT-AI"], "name": "liwenxi/SWIFT-AI", "platform": ["python"], "pushed_at": "2024-12-10T12:24:32+00:00", "repo": "liwenxi/SWIFT-AI", "stars": 1334, "tags": ["gigapixel-imaging", "scientific-imaging", "gravitational-lensing", "visual-understanding", "jupyter-notebooks", "gpu", "linux"], "topics": [], "urls": [], "use_cases": ["process gigapixel images with deep learning", "detect strong gravitational lenses in astronomy surveys", "analyze large field-of-view scientific imagery", "run object detection on gigapixel video like PANDA", "speed up visual understanding of huge scientific images"], "what_it_is": "SWIFT-AI is a deep learning system for extremely fast gigapixel-level visual understanding in scientific applications, such as detecting strong gravitational lenses for the LSST project. It includes models, code, and links to gigapixel datasets like PANDA.", "when_to_avoid": ["you only need standard-resolution image processing", "you need a production-grade supported product rather than research code", "you work outside Python/GPU environments"], "when_to_choose": ["you need to analyze gigapixel-scale images or video quickly", "you work in astronomy or scientific imaging with very large fields of view", "you want a research-ready pipeline with pretrained models and datasets"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/liwenxi-swift-ai", "repo": "liwenxi/SWIFT-AI", "role": "main", "score": 29}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:44:33.221638+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db5a89524e751aeefee48b3216fed9da3e81863faebaf34617974e5501d905c2", "fetched_at": "2026-08-28T04:04:25.204930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liwenxi/SWIFT-AI"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:44:33.221638+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db5a89524e751aeefee48b3216fed9da3e81863faebaf34617974e5501d905c2", "fetched_at": "2026-08-28T04:04:25.204930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liwenxi/SWIFT-AI"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:44:33.221638+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db5a89524e751aeefee48b3216fed9da3e81863faebaf34617974e5501d905c2", "fetched_at": "2026-08-28T04:04:25.204930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liwenxi/SWIFT-AI"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:44:33.221638+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db5a89524e751aeefee48b3216fed9da3e81863faebaf34617974e5501d905c2", "fetched_at": "2026-08-28T04:04:25.204930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liwenxi/SWIFT-AI"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:44:33.221638+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db5a89524e751aeefee48b3216fed9da3e81863faebaf34617974e5501d905c2", "fetched_at": "2026-08-28T04:04:25.204930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liwenxi/SWIFT-AI"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:44:33.221638+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db5a89524e751aeefee48b3216fed9da3e81863faebaf34617974e5501d905c2", "fetched_at": "2026-08-28T04:04:25.204930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liwenxi/SWIFT-AI"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:25.204930+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:44:33.221638+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db5a89524e751aeefee48b3216fed9da3e81863faebaf34617974e5501d905c2", "fetched_at": "2026-08-28T04:04:25.204930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liwenxi/SWIFT-AI"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:44:33.221638+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db5a89524e751aeefee48b3216fed9da3e81863faebaf34617974e5501d905c2", "fetched_at": "2026-08-28T04:04:25.204930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liwenxi/SWIFT-AI"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:44:33.221638+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db5a89524e751aeefee48b3216fed9da3e81863faebaf34617974e5501d905c2", "fetched_at": "2026-08-28T04:04:25.204930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liwenxi/SWIFT-AI"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:44:33.221638+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "db5a89524e751aeefee48b3216fed9da3e81863faebaf34617974e5501d905c2", "fetched_at": "2026-08-28T04:04:25.204930+00:00", "kind": "readme", "missing": false, "url": "https://github.com/liwenxi/SWIFT-AI"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 82, "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": 1149, "days_push": 631, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 29, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}