lora adapter hot swap inference

1 article

Multi-LoRA Serving: Many Adapters on One GPU

Size GPU memory for multi-LoRA serving in vLLM and SGLang: adapter slots, max_lora_rank padding, KV cache trade-offs, swap latency and tenancy rules.

October 28, 2026• 16 min read
vllm multi lora servingserve multiple lora adapters one gpus-lora serving thousands of adapters