{"adoption": {"forks": 804, "observed_at": "2026-08-28T04:08:27.539207+00:00", "stars": 3861}, "canonical_url": "https://ross.abutalabs.com/products/nervanasystems-neon", "card": {"archived": true, "artifact_type": "library", "description": "Intel® Nervana™ reference deep learning framework committed to best performance on all hardware", "domain": ["deep-learning", "machine-learning", "gpu-computing"], "enriched": true, "function": ["deep-learning", "machine-learning", "gpu-computing"], "health_score": 10, "homepage": "http://neon.nervanasys.com/docs/latest", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["NervanaSystems/neon"], "name": "NervanaSystems/neon", "platform": ["python"], "pushed_at": "2020-12-23T01:21:42+00:00", "repo": "NervanaSystems/neon", "stars": 3861, "tags": ["neural-networks", "mkl", "discontinued", "performance", "linux", "macos", "gpu"], "topics": ["deep-learning", "python", "neon", "mkl", "performance", "fast", "neural-network"], "urls": [], "use_cases": ["train convolutional neural networks fast on GPUs", "train deep learning models on CPUs with MKL acceleration", "build RNN, LSTM, and GRU models", "use pre-trained models from a model zoo", "write model code once and run on swappable hardware backends"], "what_it_is": "neon was Intel Nervana's reference deep learning framework in Python, focused on best-in-class training performance on CPUs, GPUs, and Nervana hardware. Intel has officially discontinued the project and no longer accepts patches or provides support.", "when_to_avoid": ["starting any new deep learning project", "needing bug fixes, updates, or community support", "wanting modern features like transformers or ecosystem integrations"], "when_to_choose": ["studying the internals of a high-performance deep learning framework", "maintaining a legacy codebase already built on neon", "forking to independently develop a high-performance CPU/GPU training backend"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/nervanasystems-neon", "repo": "NervanaSystems/neon", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:25:53.636008+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0aaf8e3e566d57961fd7bc5566408f02a1a286052a2792acc8db138cbc2c50c8", "fetched_at": "2026-08-28T04:08:27.539207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NervanaSystems/neon"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:25:53.636008+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0aaf8e3e566d57961fd7bc5566408f02a1a286052a2792acc8db138cbc2c50c8", "fetched_at": "2026-08-28T04:08:27.539207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NervanaSystems/neon"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:25:53.636008+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0aaf8e3e566d57961fd7bc5566408f02a1a286052a2792acc8db138cbc2c50c8", "fetched_at": "2026-08-28T04:08:27.539207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NervanaSystems/neon"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:25:53.636008+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0aaf8e3e566d57961fd7bc5566408f02a1a286052a2792acc8db138cbc2c50c8", "fetched_at": "2026-08-28T04:08:27.539207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NervanaSystems/neon"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:25:53.636008+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0aaf8e3e566d57961fd7bc5566408f02a1a286052a2792acc8db138cbc2c50c8", "fetched_at": "2026-08-28T04:08:27.539207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NervanaSystems/neon"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:25:53.636008+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0aaf8e3e566d57961fd7bc5566408f02a1a286052a2792acc8db138cbc2c50c8", "fetched_at": "2026-08-28T04:08:27.539207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NervanaSystems/neon"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.539207+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:25:53.636008+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0aaf8e3e566d57961fd7bc5566408f02a1a286052a2792acc8db138cbc2c50c8", "fetched_at": "2026-08-28T04:08:27.539207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NervanaSystems/neon"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:25:53.636008+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0aaf8e3e566d57961fd7bc5566408f02a1a286052a2792acc8db138cbc2c50c8", "fetched_at": "2026-08-28T04:08:27.539207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NervanaSystems/neon"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:25:53.636008+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0aaf8e3e566d57961fd7bc5566408f02a1a286052a2792acc8db138cbc2c50c8", "fetched_at": "2026-08-28T04:08:27.539207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NervanaSystems/neon"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:25:53.636008+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0aaf8e3e566d57961fd7bc5566408f02a1a286052a2792acc8db138cbc2c50c8", "fetched_at": "2026-08-28T04:08:27.539207+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NervanaSystems/neon"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["archived"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4340, "days_push": 2080, "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}}