Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: The por of GPUs is giving rise to heterogeneous parallel computing, with new demands on programming environments, runtime systems, and tools to deliver high-performing applications.  studies the problems associated with performance measurement of heterogeneous machines with GPUs. A heterogeneous computation model and alternative host-GPU measurement approaches are discussed to set the stage for reporting new capabilities for heterogeneous parallel performance measurement in three leading HPC tools: PAPI, Vampir, and the TAU Performance System. Our work leverages the new CUPTI tool support in NVIDIA's CUDA device library. Heterogeneous benchmarks from the SHOC suite are used to demonstrate the measurement methods and tool support.
['Allen D. Malony', 'Scott Biersdorff', 'Sameer Shende', 'Heike Jagode', 'Stanimire Tomov', 'Guido Juckeland', 'Robert Dietrich', 'Duncan Poole', 'Christopher J. Lamb']
I am writing a research paper on a idea Parallel Performance Measurement of Heterogeneous Parallel Systems with GPUs
[{"from": "human", "value": "I am writing a research paper on a idea Parallel Performance Measurement of Heterogeneous Parallel Systems with GPUs"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: The por of GPUs is giving rise to heterogeneous parallel computing, with new demands on programming environments, runtime systems, and tools to deliver high-performing applications.  studies the problems associated with performance measurement of heterogeneous machines with GPUs. A heterogeneous computation model and alternative host-GPU measurement approaches are discussed to set the stage for reporting new capabilities for heterogeneous parallel performance measurement in three leading HPC tools: PAPI, Vampir, and the TAU Performance System. Our work leverages the new CUPTI tool support in NVIDIA's CUDA device library. Heterogeneous benchmarks from the SHOC suite are used to demonstrate the measurement methods and tool support."}]