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cs.LG2024
SLaNC: Static LayerNorm Calibration
Mahsa Salmani, Nikita Trukhanov, Ilya Soloveychik
The ever increasing sizes of Large Language Models (LLMs) beyond hundreds of billions of parameters have generated enormous pressure on the manufacturers of dedicated hardware acce…
cs.AI2024
Accurate Block Quantization in LLMs with Outliers
Nikita Trukhanov, Ilya Soloveychik
The demand for inference on extremely large scale LLMs has seen enormous growth in the recent months. It made evident the colossal shortage of dedicated hardware capable of efficie…