Holistics vs DeepSpeed
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description Overview
Holistics
Holistics is a data stack management platform designed to streamline data engineering workflows and improve collaboration. It provides a centralized repository for data assets, including models, pipelines, and documentation. Holistics's features enable version control, dependency tracking, and impact analysis, ensuring data quality and reliability. It integrates with popular data tools and cloud p...
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DeepSpeed
Large-model training is the central purpose of DeepSpeed, an open-source deep learning optimization library developed by Microsoft. It supports distributed execution so workloads can use multiple GPUs and machines. Its ZeRO approach reduces duplicated training state across devices, helping make better use of available memory when model training exceeds the capacity of a single GPU.
Mixed-precisio...
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