A measured benchmark on a modded 48GB RTX 4090 shows Strata's n-gram table belongs on SSD while conversation parking delivers the large speedup.
Start with your machine.
Capacity is the reported total for this setup. Multi-GPU and unified-memory layouts can behave differently.
Two single-GPU Ubuntu servers, one with a blower-modded Tesla V100 32GB and one with an RTX 3090, run Strata with Qwen 3.8 Flash Next at 262K context for local business management automation.
A Radeon 7900XTX with 24GB VRAM and 64GB DDR5 runs Qwen 3.8 Flash Next through Strata at about 60 tok/s up to 250k context while leaving VRAM for gaming.
Four quants of a vision model measured on a 12GB RTX 5070 SFF with 64GB DDR5, through a purpose-built inference engine, at 37 to 55 GB combined RAM+VRAM.