{"adoption": {"forks": 218, "observed_at": "2026-08-28T04:06:35.063531+00:00", "stars": 2294}, "canonical_url": "https://ross.abutalabs.com/products/gluon-api", "card": {"archived": true, "artifact_type": "library", "description": "A clear, concise, simple yet powerful and efficient API for deep learning.", "domain": ["deep-learning", "machine-learning", "artificial-intelligence"], "enriched": true, "function": ["deep-learning", "machine-learning"], "health_score": 10, "homepage": null, "language": "Jupyter Notebook", "license": null, "license_family": "other", "maturity": "abandoned", "member_repos": ["gluon-api/gluon-api"], "name": "gluon-api/gluon-api", "platform": ["python", "cross-platform"], "pushed_at": "2026-01-14T23:33:02+00:00", "repo": "gluon-api/gluon-api", "stars": 2294, "tags": ["neural-networks", "imperative-programming", "mxnet", "archived", "tutorials"], "topics": ["deep-learning", "deep-learning-framework", "deep-learning-tutorial", "neural-network", "neural-networks", "imperative-programming", "gluon"], "urls": [], "use_cases": ["define and train neural networks with imperative-style code", "learn deep learning through Gluon tutorials and notebooks", "prototype model architectures quickly", "build hybridized models that compile to symbolic graphs", "study a historical deep learning API design"], "what_it_is": "Gluon API is a clear, concise, and efficient interface for building deep learning models with an imperative programming style, originally developed for Apache MXNet. The repository has been archived and is read-only, with no further development or maintenance.", "when_to_avoid": ["you are starting a new deep learning project (the project is archived)", "you need active community support, bug fixes, or security updates", "you want GPU acceleration with modern hardware support", "you need a framework with a large ecosystem like PyTorch or TensorFlow"], "when_to_choose": ["you maintain legacy MXNet/Gluon code", "you want to study the Gluon API design or its tutorial notebooks", "you need a simple imperative interface for an existing MXNet setup"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/gluon-api", "repo": "gluon-api/gluon-api", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:40:26.278791+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91ec167d459d3396bc2150e221af1d8f1ee1915faa2f9cee5936a72467e9d749", "fetched_at": "2026-08-28T04:06:35.063531+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gluon-api/gluon-api"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:40:26.278791+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91ec167d459d3396bc2150e221af1d8f1ee1915faa2f9cee5936a72467e9d749", "fetched_at": "2026-08-28T04:06:35.063531+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gluon-api/gluon-api"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:40:26.278791+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91ec167d459d3396bc2150e221af1d8f1ee1915faa2f9cee5936a72467e9d749", "fetched_at": "2026-08-28T04:06:35.063531+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gluon-api/gluon-api"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:40:26.278791+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91ec167d459d3396bc2150e221af1d8f1ee1915faa2f9cee5936a72467e9d749", "fetched_at": "2026-08-28T04:06:35.063531+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gluon-api/gluon-api"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:40:26.278791+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91ec167d459d3396bc2150e221af1d8f1ee1915faa2f9cee5936a72467e9d749", "fetched_at": "2026-08-28T04:06:35.063531+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gluon-api/gluon-api"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:40:26.278791+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91ec167d459d3396bc2150e221af1d8f1ee1915faa2f9cee5936a72467e9d749", "fetched_at": "2026-08-28T04:06:35.063531+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gluon-api/gluon-api"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:35.063531+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:40:26.278791+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91ec167d459d3396bc2150e221af1d8f1ee1915faa2f9cee5936a72467e9d749", "fetched_at": "2026-08-28T04:06:35.063531+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gluon-api/gluon-api"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:40:26.278791+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91ec167d459d3396bc2150e221af1d8f1ee1915faa2f9cee5936a72467e9d749", "fetched_at": "2026-08-28T04:06:35.063531+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gluon-api/gluon-api"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:40:26.278791+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91ec167d459d3396bc2150e221af1d8f1ee1915faa2f9cee5936a72467e9d749", "fetched_at": "2026-08-28T04:06:35.063531+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gluon-api/gluon-api"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:40:26.278791+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91ec167d459d3396bc2150e221af1d8f1ee1915faa2f9cee5936a72467e9d749", "fetched_at": "2026-08-28T04:06:35.063531+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gluon-api/gluon-api"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 62, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "archived", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3253, "days_push": 231, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}