Serving code LLMs at production scale is 3.2x more expensive than general-purpose LLMs when using unoptimized runtimes, but choosing between vLLM 0.6 and Text Generation Inference (TGI) 1.4 can cut that cost by up to 58% for high-throughput workloads.




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