Shypd.aiThe largest open index of AI toolsDeepBench is an open-source benchmarking tool for deep learning operations on various hardware platforms. It helps developers measure and compare the performance of basic deep learning operations like matrix multiplies and convolutions.
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DeepBench is a project by Baidu Research designed to benchmark fundamental deep learning operations across different hardware platforms. It aims to answer which hardware provides the best performance for the basic operations used in deep neural networks, such as dense matrix multiplies, convolutions, and recurrent layers. The tool specifies these operations at a low level, making it suitable for hardware simulators and those building new processors for deep learning. DeepBench includes benchmarks for both training and inference, covering various sizes and precisions. It utilizes vendor-supplied libraries like NVIDIA's cuDNN and Intel's MKL to ensure representative user experience and helps identify bottlenecks in deep learning training and inference.
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