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Accurate KV Cache Quantization with Outlier Tokens Tracing
Manage episode 486845178 series 3448051
We discuss Accurate KV Cache Quantization with Outlier Tokens Tracing, a deep dive into improving the efficiency of LLM inference. The authors enhance KV Cache quantization, a technique for reducing memory and compute costs during inference, by introducing a method to identify and exclude outlier tokens that hurt quantization accuracy, striking a better balance between efficiency and performance.
Learn more about AI observability and evaluation, join the Arize AI Slack community or get the latest on LinkedIn and X.
59 حلقات
Manage episode 486845178 series 3448051
We discuss Accurate KV Cache Quantization with Outlier Tokens Tracing, a deep dive into improving the efficiency of LLM inference. The authors enhance KV Cache quantization, a technique for reducing memory and compute costs during inference, by introducing a method to identify and exclude outlier tokens that hurt quantization accuracy, striking a better balance between efficiency and performance.
Learn more about AI observability and evaluation, join the Arize AI Slack community or get the latest on LinkedIn and X.
59 حلقات
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