Cuda stream programming

Cuda stream programming 是一种优化GPU效率的有效手段,具体有下面6点作用:


1. Stream programming (pipeline) is a useful parallel pattern.

2. Data transfer from host to device is a major performance bottleneck in GPU programming
3. CUDA provides support for asynchronous data transfer and kernel executions.
4. A stream is simply a sequence of operations that are performed in order on the device.
5. Allow concurrent execution of kernels.

6. Maximum number of concurrent kernel calls to be launched is 16.




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