CUDA vs. RunMat Comparison


CUDA NVIDIA	RunMat	+	+
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About CUDA® is a parallel computing platform and programming model developed by NVIDIA for general computing on graphical processing units (GPUs). With CUDA, developers are able to dramatically speed up computing applications by harnessing the power of GPUs. In GPU-accelerated applications, the sequential part of the workload runs on the CPU – which is optimized for single-threaded performance – while the compute intensive portion of the application runs on thousands of GPU cores in parallel. When using CUDA, developers program in popular languages such as C, C++, Fortran, Python and MATLAB and express parallelism through extensions in the form of a few basic keywords. The CUDA Toolkit from NVIDIA provides everything you need to develop GPU-accelerated applications. The CUDA Toolkit includes GPU-accelerated libraries, a compiler, development tools and the CUDA runtime.	About RunMat (by Dystr) is a fast, free, open-source alternative for running MATLAB code. Users can run their existing .m files with complete MATLAB language grammar and core semantics. No license fees, no lock-in. 300+ built-in functions supported. RunMat is built with a modern Rust runtime featuring a tiered execution model: an interpreter (Ignition) for instant 5ms startup and a JIT compiler (Turbine/Cranelift) for hot paths. GPU acceleration is automatic via a fusion engine that detects elementwise operation chains and dispatches them as optimized GPU kernels across NVIDIA, AMD, Apple Silicon, and Intel GPUs through Metal, DirectX 12, Vulkan, and WebGPU. Up to 131x faster than NumPy and 7x faster than PyTorch on dense numerical workloads. Runs everywhere: CLI, NPM package, Homebrew, Jupyter kernel, or instantly in the browser via WebAssembly + WebGPU. Single portable binary. MIT licensed.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers interested in a powerful parallel computing platform and programming model	Audience Engineers, Scientists, Researchers
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing $0 Free, Open Source. MIT licensed runtime with no seat limits. Cloud plans available for collaboration and team features. Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information NVIDIA Founded: 1993 United States developer.nvidia.com/cuda-zone	Company Information RunMat Founded: 2022 United States runmat.com
Alternatives oneAPI Intel	Alternatives Rio Terminal
NVIDIA NIM NVIDIA	MATLAB The MathWorks
OpenCL The Khronos Group	Google Cloud Deep Learning VM Image Google
NVIDIA HPC SDK NVIDIA	TypeGPU Software Mansion
Linaro Forge Linaro View All	YAKINDU Model Viewer itemis AG View All
Categories Application Development Supported	Categories Computer-Aided Engineering (CAE) Supported
	Show More Features Computer-Aided Engineering (CAE) Features CAD/CAM Compatibility Not Supported Finite Element Analysis Not Supported Fluid Dynamics Supported Import / Export Files Supported Integrated 3D Modeling Not Supported Manufacturing Process Simulation Supported Mechanical Event Simulation Supported Multibody Dynamics Not Supported Thermal Analysis Supported
Integrations MATLAB Supported AWS Marketplace Supported Amp Supported C Supported C++ Supported Clore.ai Supported Code Metal Supported Coverity Static Analysis Supported Dataoorts GPU Cloud Supported Fortran Supported JarvisLabs.ai Supported Jupyter Notebook Not Supported NVIDIA Brev Supported NVIDIA Jetson Supported NodeShift Supported Pruna AI Supported Python Supported Skyportal Supported Unicorn Render Supported Vast.ai Supported Show More Integrations View All 33 Integrations	Integrations MATLAB Supported AWS Marketplace Not Supported Amp Not Supported C Not Supported C++ Not Supported Clore.ai Not Supported Code Metal Not Supported Coverity Static Analysis Not Supported Dataoorts GPU Cloud Not Supported Fortran Not Supported JarvisLabs.ai Not Supported Jupyter Notebook Supported NVIDIA Brev Not Supported NVIDIA Jetson Not Supported NodeShift Not Supported Pruna AI Not Supported Python Not Supported Skyportal Not Supported Unicorn Render Not Supported Vast.ai Not Supported Show More Integrations View All 4 Integrations
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