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These advancements are vital for developers utilizing consumer-level or mid-range workstation graphics cards, like the RTX 4090 or 5090 lines. They permit the fine-tuning of models with 8B to 70B parameters—such as Llama 3.1, Llama 3.3, and DeepSeek-R1—on a solitary GPU, eliminating the need for multi-GPU setups.

import matplotlib.patches as mpatches

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