GPU-Accelerated INT8 Quantization for KV Cache Compression in Large Language Models

Maanas Taneja, Purab Shingvi

The key-value (KV) cache in large language models presents a significant memory bottleneck during inference, growing linearly with sequence length and often exceeding the memory fo…