An End-to-End Coding Guide to NVIDIA KVPress for Long-Context LLM Inference, KV Cache Compression, and Memory-Efficient Generation

A practical tutorial on NVIDIA's KVPress technology for optimizing long-context language model inference through KV cache compression. The guide demonstrates memory-efficient generation techniques using a compact Instruct model in a Colab environment.