r/LocalLLaMA · · 1 min read

Self-hosting LLMs on budget hardware: general principles, hardware, benchmarks and frontends

Mirrored from r/LocalLLaMA for archival readability. Support the source by reading on the original site.

Hello,

I've been self-hosting LLMs on various budget hardware for a while (6x RTX 3060 12 GB, Intel Arc Pro B60 24 GB, RX 9070 XT, etc). Over the last few months, I wrote about it in 4 articles:

  1. General principles
  2. Hardware and inference optimization
  3. CPU+RAM offloading, MoE, prefill speed and benchmarks (or "Why some influencers sell unrealistic use cases")
  4. Frontends and example of complete configuration

I hope it may be useful to some people :-)

submitted by /u/jflesch
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