Specifically, DeepSeek launched Multi Latent Attention designed for environment friendly inference with KV-cache compression. Navigate to the inference folder and set up dependencies listed in requirements.txt. Core elements of NSA: • Dynamic hierarchical sparse strategy • Coarse-grained token compression • Fine-grained token choice