Sizing VRAM for a Self-Hosted LLM: 7B to 70B on a Rented GPU Server
Most "will it fit" questions about self-hosted models get answered with a rule of thumb: two bytes per parameter, add some headroom, done. That rule tells you whether the weights load. It does not tell you whether the server survives fifty concurrent users with long prompts, which is the question t…
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- 2026-10-27 18:29 · DEV Community — Machine Learning
Sizing VRAM for a Self-Hosted LLM: 7B to 70B on a Rented GPU Server