Carl Case – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2022-08-21T23:39:14Z http://www.open-lab.net/blog/feed/ Carl Case <![CDATA[NVIDIA Apex: Tools for Easy Mixed-Precision Training in PyTorch]]> http://www.open-lab.net/blog/?p=12951 2022-08-21T23:39:14Z 2018-12-03T16:00:57Z Most deep learning frameworks, including PyTorch, train using 32-bit floating point (FP32) arithmetic by default. However, using FP32 for all operations is not...]]>

Most deep learning frameworks, including PyTorch, train using 32-bit floating point (FP32) arithmetic by default. However, using FP32 for all operations is not essential to achieve full accuracy for many state-of-the-art deep neural networks (DNNs). In 2017, NVIDIA researchers developed a methodology for mixed-precision training in which a few operations are executed in FP32 while the majority…

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