Tag: transformer memory footprint
20Oct
Memory and Compute Footprints of Transformer Layers in Production LLMs
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.