{"categories":[{"label":"Scientific/Engineering","url":"https://skillfed.io/packages/category/scientific-engineering/3"}],"enrichment":{"capability":"Provides a Python DSL for writing high-performance CUDA kernels using CUTLASS and CuTe concepts, targeting NVIDIA Tensor Cores on Ampere, Hopper, and Blackwell architectures.","skillfed_tags":["gpu-programming","cuda-kernels","tensor-cores"],"use_cases":["Rapidly prototype and optimize matrix-multiply kernels for Tensor Cores without writing C++ code.","Integrate custom CUDA kernels directly into deep-learning framework workflows using Python.","Learn GPU programming and CuTe concepts with a lower barrier to entry than C++ CUTLASS.","Develop high-throughput linear algebra operations targeting Ampere, Hopper, or Blackwell GPUs.","Experiment with kernel designs and performance tuning in a native Python environment."],"what_it_does":"nvidia-cutlass-dsl-libs-cu12 is NVIDIA's Python interface to CUTLASS 4.x, a library for writing optimized CUDA kernels without deep C++ expertise. It exposes CuTe DSL, a low-level programming model that maps directly to CuTe C++ abstractions\u2014layouts, tensors, hardware atoms, and thread/data hierarchy\u2014enabling developers to target NVIDIA's Tensor Cores on modern GPUs (Ampere, Hopper, Blackwell) with full control over kernel structure.\n\nThe package is currently in public beta (graduating by summer 2026) and is designed to flatten the GPU programming learning curve, accelerate kernel prototyping, and integrate natively with deep-learning frameworks. It requires CUDA 12, runs on Linux (x86_64 and aarch64), and depends on numpy, typing-extensions, cuda-python, protobuf, and other NVIDIA runtime libraries.","worth_installing":"Yes, if you have a compatible NVIDIA GPU (Ampere/Hopper/Blackwell), CUDA 12 environment, and need to write optimized CUDA kernels in Python. The active maintenance, strong upstream signal, and zero known vulnerabilities support adoption. However, verify the unclear license terms for your use case, and note that the package is in beta\u2014expect potential API changes before summer 2026."},"id":"nvidia-cutlass-dsl-libs-cu12","links":{"html":"https://skillfed.io/packages/nvidia-cutlass-dsl-libs-cu12","md":"https://skillfed.io/packages/nvidia-cutlass-dsl-libs-cu12.md","pypi":"https://pypi.org/project/nvidia-cutlass-dsl-libs-cu12/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-08-05","license_spdx":null,"license_treatment":"unclear","name":"nvidia-cutlass-dsl-libs-cu12","python_support":"supports_current","summary":"NVIDIA CUTLASS Python DSL"},"popularity":{"monthly_downloads":1523250,"position":3819,"tier":"top_5000"},"security":{"n_vulnerabilities":0},"version":"4.7.0"}