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CUDA Toolkit

Develop, Optimize and Deploy GPU-Accelerated Apps

The NVIDIA® CUDA® Toolkit provides a development environment for creating high performance GPU-accelerated applications. With the CUDA Toolkit, you can develop, optimize, and deploy your applications on GPU-accelerated embedded systems, desktop workstations, enterprise data centers, cloud-based platforms and HPC supercomputers. The toolkit includes GPU-accelerated libraries, debugging and optimization tools, a C/C++ compiler, and a runtime library to deploy your application.

Using built-in capabilities for distributing computations across multi-GPU configurations, scientists and researchers can develop applications that scale from single GPU workstations to cloud installations with thousands of GPUs.

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CUDA 11 Features

CUDA 11 introduces support for the NVIDIA Ampere architecture, Arm server processors, performance-optimized libraries, and new developer tool capabilities.

Support for the NVIDIA Ampere architecture includes next generation Tensor Cores, mixed precision modes, Multi-Instance GPU (MIG), advanced memory management, and standard C++/Fortran parallel language constructs.

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GTC Digital Webinars

Dive deeper into the latest CUDA features.


Customer Stories

See how developers, scientists, and researchers are using CUDA today.


CUDA Ecosystem

Explore the top compute and graphics packages with built-in CUDA integration.

Adobe, CUDA Ecosystem Partner
Ansys, CUDA Ecosystem Partner
Autodesk, CUDA Ecosystem Partner
Dassault Systemes, CUDA Ecosystem Partner
MathWorks, CUDA Ecosystem Partner
Microsoft, CUDA Ecosystem Partner
National Instruments, CUDA Ecosystem Partner
Wolfram Mathematica, CUDA Ecosystem Partner


Tutorials

Explainer: What Is a Machine Learning Model?

November 25, 2022

Explainer: What Is a Machine Learning Model?

Explainer: What Is Quantum Computing?

November 23, 2022

Explainer: What Is Quantum Computing?

Improving Network Performance of HPC Systems Using NVIDIA Magnum IO NVSHMEM and GPUDirect Async

November 22, 2022

Improving Network Performance of HPC Systems Using NVIDIA Magnum IO NVSHMEM and GPUDirect Async

Explainer: What’s a Cloud-Native Supercomputer?

November 21, 2022

Explainer: What’s a Cloud-Native Supercomputer?




News

Upcoming Event: Accelerate YOLOv5 and Custom AI Models in ROS with NVIDIA Isaac

November 23, 2022

Upcoming Event: Accelerate YOLOv5 and Custom AI Models in ROS with NVIDIA Isaac

Sharpen Your Edge AI and Robotics Skills with the NVIDIA Jetson Nano Developer Kit

November 22, 2022

Sharpen Your Edge AI and Robotics Skills with the NVIDIA Jetson Nano Developer Kit

Upcoming Webinar: Deep Learning Demystified

November 17, 2022

Upcoming Webinar: Deep Learning Demystified

New Asynchronous Programming Model Library Now Available with NVIDIA HPC SDK v22.11

November 17, 2022

New Asynchronous Programming Model Library Now Available with NVIDIA HPC SDK v22.11



Download CUDA today.

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