Local LLM work in one sentence: run the model, turn the dials, and keep the transcript. This cheatsheet gathers the whole llama-cpp-python toolkit on one page, from GGUF loading and sampling parameters to chat roles, guaranteed JSON, and conversation memory, each snippet annotated line by line. Keep it open while you build, or save the image and pin it nearby.
For the full background, read the guide to working with Llama 3. To practise, work through the 10 code-along examples.
Download the cheatsheet
Hope this helps, see you soon.
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