{"adoption": {"forks": 328, "observed_at": "2026-08-28T04:07:57.869174+00:00", "stars": 3359}, "canonical_url": "https://ross.abutalabs.com/products/cuda-python", "card": {"archived": false, "artifact_type": "library", "description": "CUDA Python: Performance meets Productivity", "domain": ["gpu-computing", "developer-tools", "machine-learning", "data-science", "performance"], "enriched": true, "function": ["gpu-computing", "sdk", "compiler", "math", "concurrency"], "health_score": 100, "homepage": "https://nvidia.github.io/cuda-python/", "language": "Cython", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["NVIDIA/cuda-python"], "name": "NVIDIA/cuda-python", "platform": ["python", "windows"], "pushed_at": "2026-08-26T21:46:14+00:00", "repo": "NVIDIA/cuda-python", "stars": 3359, "tags": ["cuda", "nvidia", "python-bindings", "gpu-kernels", "numba", "jit-compilation", "parallel-computing", "cython", "linux", "macos", "gpu"], "topics": [], "urls": [], "use_cases": ["write CUDA kernels in Python", "call CUDA C APIs from Python", "run parallel sort and reduce on the GPU", "compile Python functions to GPU code with Numba", "access cuBLAS and other NVIDIA math libraries from Python", "profile CUDA Python applications", "locate installed CUDA libraries in a Python environment"], "what_it_is": "NVIDIA's official Python package for accessing the CUDA platform, providing Pythonic APIs and low-level bindings to CUDA C APIs, parallel algorithms, JIT kernel compilation, and math libraries. It is an umbrella project comprising components like cuda.core, cuda.bindings, numba.cuda, cuda.tile, and nvmath-python.", "when_to_avoid": ["you only need high-level deep learning frameworks like PyTorch or TensorFlow", "you have no NVIDIA GPU or CUDA-capable hardware", "you need a pure-CPU numerical computing solution"], "when_to_choose": ["you need low-level control over CUDA from Python", "you want to write GPU kernels without leaving Python", "you need Python bindings for NVIDIA math or communication libraries", "you are building GPU-accelerated Python libraries or frameworks"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/cuda-python", "repo": "NVIDIA/cuda-python", "role": "main", "score": 95}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:40:52.862546+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4276dc0afa6c6e2cb31ccb90280083438626b1a3bbf687e42b56a82ccf8465b8", "fetched_at": "2026-08-28T04:07:57.869174+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVIDIA/cuda-python"}, {"content_hash": "cfea376851cac11a0f5474db1c19535e1b400cead8506f184e61843ad7cc0954", "fetched_at": "2026-08-29T09:33:51.848600+00:00", "kind": "homepage", "missing": false, "url": "https://nvidia.github.io/cuda-python/"}, {"content_hash": "6510ceaa7f36a84d9a5145254458c4998e9cd4e0d437eff7e9d83b402526f4da", "fetched_at": "2026-08-29T09:33:51.857856+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cuda-python/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:40:52.862546+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4276dc0afa6c6e2cb31ccb90280083438626b1a3bbf687e42b56a82ccf8465b8", "fetched_at": "2026-08-28T04:07:57.869174+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVIDIA/cuda-python"}, {"content_hash": "cfea376851cac11a0f5474db1c19535e1b400cead8506f184e61843ad7cc0954", "fetched_at": "2026-08-29T09:33:51.848600+00:00", "kind": "homepage", "missing": false, "url": "https://nvidia.github.io/cuda-python/"}, {"content_hash": "6510ceaa7f36a84d9a5145254458c4998e9cd4e0d437eff7e9d83b402526f4da", "fetched_at": "2026-08-29T09:33:51.857856+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cuda-python/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:40:52.862546+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4276dc0afa6c6e2cb31ccb90280083438626b1a3bbf687e42b56a82ccf8465b8", "fetched_at": "2026-08-28T04:07:57.869174+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVIDIA/cuda-python"}, {"content_hash": "cfea376851cac11a0f5474db1c19535e1b400cead8506f184e61843ad7cc0954", "fetched_at": "2026-08-29T09:33:51.848600+00:00", "kind": "homepage", "missing": false, "url": "https://nvidia.github.io/cuda-python/"}, {"content_hash": "6510ceaa7f36a84d9a5145254458c4998e9cd4e0d437eff7e9d83b402526f4da", "fetched_at": "2026-08-29T09:33:51.857856+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cuda-python/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:40:52.862546+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4276dc0afa6c6e2cb31ccb90280083438626b1a3bbf687e42b56a82ccf8465b8", "fetched_at": "2026-08-28T04:07:57.869174+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVIDIA/cuda-python"}, {"content_hash": "cfea376851cac11a0f5474db1c19535e1b400cead8506f184e61843ad7cc0954", "fetched_at": "2026-08-29T09:33:51.848600+00:00", "kind": "homepage", "missing": false, "url": "https://nvidia.github.io/cuda-python/"}, {"content_hash": "6510ceaa7f36a84d9a5145254458c4998e9cd4e0d437eff7e9d83b402526f4da", "fetched_at": "2026-08-29T09:33:51.857856+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cuda-python/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:40:52.862546+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4276dc0afa6c6e2cb31ccb90280083438626b1a3bbf687e42b56a82ccf8465b8", "fetched_at": "2026-08-28T04:07:57.869174+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVIDIA/cuda-python"}, {"content_hash": "cfea376851cac11a0f5474db1c19535e1b400cead8506f184e61843ad7cc0954", "fetched_at": "2026-08-29T09:33:51.848600+00:00", "kind": "homepage", "missing": false, "url": "https://nvidia.github.io/cuda-python/"}, {"content_hash": "6510ceaa7f36a84d9a5145254458c4998e9cd4e0d437eff7e9d83b402526f4da", "fetched_at": "2026-08-29T09:33:51.857856+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cuda-python/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:40:52.862546+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4276dc0afa6c6e2cb31ccb90280083438626b1a3bbf687e42b56a82ccf8465b8", "fetched_at": "2026-08-28T04:07:57.869174+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVIDIA/cuda-python"}, {"content_hash": "cfea376851cac11a0f5474db1c19535e1b400cead8506f184e61843ad7cc0954", "fetched_at": "2026-08-29T09:33:51.848600+00:00", "kind": "homepage", "missing": false, "url": "https://nvidia.github.io/cuda-python/"}, {"content_hash": "6510ceaa7f36a84d9a5145254458c4998e9cd4e0d437eff7e9d83b402526f4da", "fetched_at": "2026-08-29T09:33:51.857856+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cuda-python/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:57.869174+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:40:52.862546+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4276dc0afa6c6e2cb31ccb90280083438626b1a3bbf687e42b56a82ccf8465b8", "fetched_at": "2026-08-28T04:07:57.869174+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVIDIA/cuda-python"}, {"content_hash": "cfea376851cac11a0f5474db1c19535e1b400cead8506f184e61843ad7cc0954", "fetched_at": "2026-08-29T09:33:51.848600+00:00", "kind": "homepage", "missing": false, "url": "https://nvidia.github.io/cuda-python/"}, {"content_hash": "6510ceaa7f36a84d9a5145254458c4998e9cd4e0d437eff7e9d83b402526f4da", "fetched_at": "2026-08-29T09:33:51.857856+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cuda-python/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:40:52.862546+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4276dc0afa6c6e2cb31ccb90280083438626b1a3bbf687e42b56a82ccf8465b8", "fetched_at": "2026-08-28T04:07:57.869174+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVIDIA/cuda-python"}, {"content_hash": "cfea376851cac11a0f5474db1c19535e1b400cead8506f184e61843ad7cc0954", "fetched_at": "2026-08-29T09:33:51.848600+00:00", "kind": "homepage", "missing": false, "url": "https://nvidia.github.io/cuda-python/"}, {"content_hash": "6510ceaa7f36a84d9a5145254458c4998e9cd4e0d437eff7e9d83b402526f4da", "fetched_at": "2026-08-29T09:33:51.857856+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cuda-python/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:40:52.862546+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4276dc0afa6c6e2cb31ccb90280083438626b1a3bbf687e42b56a82ccf8465b8", "fetched_at": "2026-08-28T04:07:57.869174+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVIDIA/cuda-python"}, {"content_hash": "cfea376851cac11a0f5474db1c19535e1b400cead8506f184e61843ad7cc0954", "fetched_at": "2026-08-29T09:33:51.848600+00:00", "kind": "homepage", "missing": false, "url": "https://nvidia.github.io/cuda-python/"}, {"content_hash": "6510ceaa7f36a84d9a5145254458c4998e9cd4e0d437eff7e9d83b402526f4da", "fetched_at": "2026-08-29T09:33:51.857856+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cuda-python/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:40:52.862546+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4276dc0afa6c6e2cb31ccb90280083438626b1a3bbf687e42b56a82ccf8465b8", "fetched_at": "2026-08-28T04:07:57.869174+00:00", "kind": "readme", "missing": false, "url": "https://github.com/NVIDIA/cuda-python"}, {"content_hash": "cfea376851cac11a0f5474db1c19535e1b400cead8506f184e61843ad7cc0954", "fetched_at": "2026-08-29T09:33:51.848600+00:00", "kind": "homepage", "missing": false, "url": "https://nvidia.github.io/cuda-python/"}, {"content_hash": "6510ceaa7f36a84d9a5145254458c4998e9cd4e0d437eff7e9d83b402526f4da", "fetched_at": "2026-08-29T09:33:51.857856+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/cuda-python/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 87}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1892, "days_push": 7, "days_rel": 9, "gap_med": 6.0, "n_releases_24m": 69}, "score": 95, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}