Google has introduced GShard, a system designed to scale large language translation models across 2048 TPU v3 cores, particularly those with 600B parameters. GShard offers lightweight annotation APIs and an XLA compiler extension, enabling parallel computations with minimal code modification. The Transformer model demonstrated superior translation quality.
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