Nvidia CUDA Toolkit – a development environment for creating high-performance, GPU-accelerated applications

https://developer.nvidia.com/cuda-toolkit

With it, you can develop, optimize, and deploy your applications on GPU-accelerated embedded systems, desktop workstations, enterprise data centers, cloud-based platforms, and supercomputers. The toolkit includes GPU-accelerated libraries, debugging and optimization tools, a C/C++ compiler, and a runtime library.

https://www.youtube.com/watch?v=-P28LKWTzrI

Check your Cuda version, it will be the release version here:

>>> nvcc --version
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2024 NVIDIA Corporation
Built on Wed_Apr_17_19:36:51_Pacific_Daylight_Time_2024
Cuda compilation tools, release 12.5, V12.5.40
Build cuda_12.5.r12.5/compiler.34177558_0

or from here:

>>> nvidia-smi
Mon Jun 16 12:35:20 2025
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 555.85                 Driver Version: 555.85         CUDA Version: 12.5     |
|-----------------------------------------+------------------------+----------------------+