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Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence , year=

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cs.LG 1

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2022 1

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CONDITIONAL 1

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LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

cs.LG · 2022-08-15 · conditional · novelty 7.0

LLM.int8() performs 8-bit inference for transformers up to 175B parameters with no accuracy loss by combining vector-wise quantization for most features with 16-bit mixed-precision handling of systematic outlier dimensions.

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  • LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale cs.LG · 2022-08-15 · conditional · none · ref 57

    LLM.int8() performs 8-bit inference for transformers up to 175B parameters with no accuracy loss by combining vector-wise quantization for most features with 16-bit mixed-precision handling of systematic outlier dimensions.