ended6월 3일· 1 sources
Dual AI Workloads on Single GPU: Practical Memory Optimization for RTX 3090
RTX 3090 하나에서 WhisperX와 LLM을 동시에: GPU 메모리 최적화 전략
Why it matters
By strategically capping the LLM's context window to match actual usage patterns, this solution reduces VRAM consumption from 26GB to 21.9GB, enabling simultaneous execution of speech-to-text and email-triage models on a single RTX 3090. The approach offers cost-effective AI infrastructure optimization through precise workload profiling—demonstrating that hardware constraints can be solved through intelligent tuning rather than additional GPU investment.
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WhisperXLLM inferenceRTX 3090KV cachememory optimization