A user successfully ran an 8-billion-parameter Llama 3 model on a standard HP laptop with an i7-1165G7 CPU and 12GB of RAM, achieving a speed of 6 tokens per second. The experiment revealed that the integrated Iris Xe GPU was faster for prompt reading but slower for answer generation compared to the CPU, likely due to shared memory bandwidth. Additionally, using an 8-bit KV cache proved less efficient than a 16-bit cache for longer tasks, and capping the CPU's power consumption did not impact writing speed while preventing overheating. AI
IMPACT Demonstrates feasibility of running moderately sized LLMs on standard laptops, potentially lowering barriers to local AI experimentation.
RANK_REASON User-level experimentation with running an existing LLM on consumer hardware.
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