DeepSeek-V4 KV Cache Explained: Why 1M Context Uses Less VRAM (opens in new tab)

A comparison of DeepSeek-V4's CSA/HCA hybrid compressed attention with traditional MHA, GQA, and MLA, explaining why DeepSeek-V4 can greatly reduce KV Cache memory for 1M-token context.