# Remove old GPG key and repository if exists sudo apt-key del 7fa2af80 # Install new keyring wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.1-1_all.deb sudo dpkg -i cuda-keyring_1.1-1_all.deb sudo apt-get update # Install Toolkit 12.6 sudo apt-get -y install cuda-toolkit-12-6

: Includes the nvcc compiler for C/C++, CUDA-GDB for Linux debugging, and Compute Sanitizer for error detection.

provide deeper insights into GPU utilization, memory bottlenecks, and instruction-level performance. Core Components The toolkit remains a comprehensive environment containing: The NVCC Compiler

Support was added for the Clang 18 host compiler.