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Sharded Data Parallel Methods
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General
•
Data Parallel Methods
• 3 methods
Methods
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Method
Year
Papers
ZeRO
ZeRO: Memory Optimizations Toward Training Trillion Parameter Models
2019
6
ZeRO-Infinity
ZeRO-Infinity: Breaking the GPU Memory Wall for Extreme Scale Deep Learning
2021
1
ZeRO-Offload
ZeRO-Offload: Democratizing Billion-Scale Model Training
2021
1