The Reviosa Blog
GPU benchmarks, infrastructure deep dives, and product news from the team running the Reviosa fleet across four regions.
From notebook to production: vLLM endpoints on Reviosa
The distance between a working notebook and a production endpoint is smaller than it looks. Launch, serve, monitor, and load-test an OpenAI-compatible vLLM endpoint on Reviosa in an afternoon.
Fine-tuning Llama 3 70B on a single 8×H100 node
You don't need a cluster to fine-tune a 70B model. A complete LoRA recipe for one 8×H100 node — memory budget, config, throughput, and the $64 bill at the end.
Cutting inference costs 60%: quantization, batching, right-sizing
Most inference bills are 2-3× larger than they need to be. A practical walkthrough of quantization, continuous batching, and right-sizing that took a production Llama 3 8B deployment from $3,635 to under $1,300 a month.
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