DeepSeek's DSpark speeds up LLM inference up to 400%

DSpark, a speculative decoding method, accelerates DeepSeek-V4 generation 60–85% over previous MTP-1 methods. The open-source framework reuses existing V4 weights with a draft module and requires no retraining. It achieves 50–400% speedup for any LLM without modifying model weights.