Comment by ryan_glass

I run Deepseek V3 locally as my daily driver and I find it affordable, fast and effective. The article assumes GPU which in my opinion is not the best way to serve large models like this locally. I run a mid-range EPYC 9004 series based home server on a supermicro mobo which cost all-in around $4000. It's a single CPU machine with 384GB RAM (you could get 768GB using 64GB sticks but this costs more). No GPU means power draw is less than a gaming desktop. With the RAM limitation I run an Unsloth Dynamic GGUF which, quality wise in real-world use performs very close to the original. It is around 270GB which leaves plenty of room for context - I run 16k context normally as I use the machine for other things too but can up it to 24k if I need more. I get about 9-10 tokens per second, dropping to 7 tokens/second with a large context. There are plenty of people running similar setups with 2 CPUs who run the full version at similar tokens/second.