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Llm Optimization

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Open-source project squeezes multi-billion-parameter LLMs onto a budget Android TV box

A developer effort called 'smolmaxxing' has optimized large language models to run on a low-end Xiaomi TV Box S with an Amlogic S7D chip and roughly 1 GB of usable RAM. Using custom kernels, expert-paging from flash storage and memory tricks, the project reports running models ranging from tiny 260K-parameter nets up to a 16-billion-parameter mixture-of-experts model, achieving several tokens per second in real chat use.