Inference: Memory Optimizations

Memory optimization techniques for inference:

KV Cache Optimizations

• Predictive Caching
• Parallel KV cache generation
• Cross layer KV sharing
• RadixAttention (reuse KV cache)

Model Compression

• AWQ
• SqueezeLLM
• 8-bit optimizers via block-wise quantization