GPU workload characterization tool?

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Alyson Deives Pereira

If you are using NVidia GPUs and want to collet this metrics during execution, you can profile them with nvprof, which comes with CUDA Toolkit. nvprof has some metrics and events that can count the amount of instructions.

Amir H. Ashouri

Thanks @Alyson. How about Qualcomm GPUs on OpenCL ? Also, is there any source-code analyzer for them as well?

Well, I only work with CUDA GPUs for servers, so i'm not aware of how things works in embedded/mobile platforms.

But basically you would need a profiler. If you are dealing with smartphones, you coud try the Snapdragon/Adreno profiler

https://developer.qualcomm.com/download/software

Also, looking at their software I see that they provide an LLVM compiler. If there is an open source version available, you can modify it to obtain the features you want.