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Section 1: Executive Summary The Zero Redundancy Optimizer (ZeRO) represents a paradigm-shifting technology from Microsoft Research, engineered to dismantle the memory bottlenecks that have historically constrained large-scale distributed training of Read More …
Executive Summary The exponential growth in the size of deep learning models has precipitated a significant challenge in high-performance computing: the “memory wall.” Traditional distributed training methods, particularly Distributed Data Read More …
Section 1: The Challenge of Scale and the Parallelism Paradigms 1.1 The Memory and Compute Wall in Modern Deep Learning The field of deep learning, particularly in natural language processing Read More …
Executive Summary Gradient accumulation is a pivotal technique in modern deep learning, designed to enable the training of models with large effective batch sizes on hardware constrained by limited memory.1 Read More …