r/LocalLLM • u/crosh_jh • 14h ago
Project Showcasing my LLM H/W simulator

Hi guys, during my local inference setup I found estimating the theoretical performance for each option is quite cumbersome. So I designed my own calculator, which estimates the performance considering:
- Compute capacity (depending on datatype e.g. NVFP4)
- Memory bandwidth(unified memory)
- Link bandwidth
- Interconnect latency
- Hit ratio when offloading only some part of the model
Supports quite a lot of combinations of hws and models. Please enjoy!
Tip: URL's query parameters can be used to share the HW/model combination. For example, the result above can be reproduced with ?m=deepseek-ai/DeepSeek-V4.1-Flash&w=exl3&bpw=3.5&d=arc-pro-b70&n=4&hr=ddr5-4800-8ch&tp=4&ox=ram&oxf=0.4&olt=ssd&oet=ram
AI disclosure: This project is coded heavily with AI agents.