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Hierarchical Roofline Performance Analysis for Deep Learning Applications
This paper presents a practical methodology for collecting performance d...
09/11/2020 ∙ by Charlene Yang, et al. ∙
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Time-Based Roofline for Deep Learning Performance Analysis
Deep learning applications are usually very compute-intensive and requir...
09/09/2020 ∙ by Yunsong Wang, et al. ∙
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Hierarchical Roofline Analysis: How to Collect Data using Performance Tools on Intel CPUs and NVIDIA GPUs
This paper surveys a range of methods to collect necessary performance d...
09/05/2020 ∙ by Charlene Yang, et al. ∙
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8 Steps to 3.7 TFLOP/s on NVIDIA V100 GPU: Roofline Analysis and Other Tricks
Performance optimization can be a daunting task especially as the hardwa...
08/26/2020 ∙ by Charlene Yang, et al. ∙
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