cuda12.6 (toolkit)
- Version:
12.6.0
- Category:
tools
- Cluster:
Vali
Description
The NVIDIA CUDA® Toolkit 12.6 is part of the CUDA 12.x series and includes the latest performance improvements, library updates, and expanded support for modern GPU architectures including Hopper (H100) and Ada Lovelace (RTX 40 Series).
Key updates in CUDA 12.6:
Support for sm_90a (Hopper Next) and improved Hopper scheduling behavior
Upgraded host and device toolchains for compatibility with newer compilers and kernels
Updated math libraries (cuBLAS, cuSPARSE, cuSOLVER, etc.) for improved performance
Nsight Compute 2024.x and Nsight Systems 2024.x for profiling and analysis
Continued support for CUDA Graphs, LTO, and Cooperative Groups APIs
Compatibility with GCC 12+ and RHEL 9+
CUDA 12.6 continues backward compatibility with Ampere, Turing, and Volta-based GPUs.
Documentation
Official documentation: https://docs.nvidia.com/cuda/archive/12.6/
CUDA programming guide: https://docs.nvidia.com/cuda/archive/12.6/cuda-c-programming-guide/index.html
Examples/Usage
Load the CUDA 12.6 module:
$ module load CUDA/12.6.0
Compile a CUDA program targeting Hopper (sm_90a):
$ nvcc -arch=sm_90a example.cu -o example
Run the binary:
$ ./example
View environment variables:
$ echo $CUDA_HOME
$ echo $PATH
$ echo $LD_LIBRARY_PATH
Unload the module:
$ module unload CUDA/12.6.0
Installation
CUDA 12.6 was installed from: https://developer.nvidia.com/cuda-downloads