Picked this up after spending too long staring at GPU profilers without understanding what the hardware was actually doing. Reading the 4th edition.
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Programming Massively Parallel Processors
by Wen-mei W. Hwu, David B. Kirk, Izzat El Hajj
currently reading technical
The CUDA and GPU-architecture book - memory hierarchy, kernels, parallel patterns.