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Hands-on guide · AWS · US infrastructure
How to Deploy Llama 3.1 on AWS EC2 (g4dn.xlarge) for Under $1/Hour
A complete walkthrough with measured results: 34 tokens per second at about $0.53 an hour.
Hands-on guide · UpCloud · European infrastructure
Deploying Llama 3.1 on UpCloud (NVIDIA L4) with llama.cpp
The same model on EU-hosted hardware: 50.5 tokens per second, for clients who can’t use US infrastructure.
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