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NVIDIA DALI: Speeding up PyTorch

NVIDIA DALI: Speeding up PyTorch

TL;DR: I showcase some techniques to improve DALI resource usage & create a completely CPU-based pipeline. These techniques stabilize long-term memory usage and allow for ~50% larger batch size compared to the example CPU & GPU pipelines provided with the DALI...