According to Nvidia parallel programming is going to be a lot easier with the 4.0 release as it comes with multiple improvements and additions like:
- Multi-thread Sharing of GPUs - Multiple CPU host threads can share contexts on a single GPU, making it possible to share a single GPU by multi-threaded applications.
- Multi-GPU Sharing by Single CPU Thread - A single CPU host thread can access all GPUs in a system. Developers can easily coordinate work across multiple GPUs for tasks such as `halo` exchange in applications.
- New NPP Image and Computer Vision Library - A rich set of image transformation operations that enable rapid development of imaging and computer vision applications.
- Auto performance analysis in the Visual Profiles
- New features in cuda-gdb and added support for MacOS
- Added support for C++ features like new/delete and virtual functions
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