Watch Kulin Seth from Apple present his PyTorch Conference 2022 Talk "Accelerate PyTorch Training on Mac Platforms Using MPS Backend".
With PyTorch v1.12 we introduced GPU-accelerated Machine Learning training on Mac platforms using the Metal Performance Shaders (MPS) backend. We will provide details about the MPS backend architecture, and how current operations are accelerated on the GPU using Metal. We will also discuss how developers can accelerate their own operations by targeting the MPS backend, as well as debugging tools & tricks for Mac. Finally we will discuss advantages of training on Apple Silicon and conclude with performance results on popular benchmarks.
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