model-deployment

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Systematic benchmarking of NVIDIA Blackwell consumer GPUs for LLM inference across quantization formats and workloads, demonstrating cost-effective private deployment for SMEs with 40-200x lower costs than cloud APIs and sub-second latency for most use cases.

NVIDIA Blackwell RTX 5060 Ti RTX 5070 Ti RTX 5090 Qwen3-8B Gemma3-12B Gemma3-27B GPT-OSS-20B Jonathan Knoop Hendrik Holtmann
arxiv.org · rohansood15 · 14 hours ago · details · hn