SMRTR AINov 2, 2025Daily.dev

Regular ML Inference vs. LLM Inference

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LLMs require specialized inference engines like vLLM and SGLang due to variable-length inputs/outputs. They need continuous batching, prefill-decode separation, and advanced caching to optimize GPU utilization.

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