Download Toolkit V12 🆓 📢

: Recommended to use Visual Studio 2019 or newer; however, conflicts can occur if a newer version of Nsight Compute is already on the machine.

: Standard installations include the CUDA Runtime libraries, Profiler API, and Profiling Tools Interface (CUPTI). 3. Installation & System Requirements Download Toolkit v12

: As of v12.5, older tools like the Visual Profiler and cuda-gdb (for older GPUs) have been officially removed. : Recommended to use Visual Studio 2019 or

Versions within the 12.x family (such as v12.2, v12.6, and v12.8) have introduced specific updates and deprecations: Download Toolkit v12

: As of early 2026, NVIDIA Developer offers downloads for versions up to CUDA Toolkit 12.8 .

: Built-in capabilities allow researchers to scale computations across thousands of GPUs. 2. Current Version Highlights (v12.x)