Tag: FlashAttention

20Oct

Memory and Compute Footprints of Transformer Layers in Production LLMs

Posted by JAMIUL ISLAM 1 Comments

Transformer layers in production LLMs consume massive memory and compute, with KV cache now outgrowing model weights. Learn how to identify memory-bound vs. compute-bound workloads and apply proven optimizations like FlashAttention, INT8 quantization, and SwiftKV to cut costs and latency.