The Complete Guide to GPU Requirements for LLM Fine-Tuning | Runpod BlogBy Runpod Blog. / February 18, 2026 Fine-tuning large language models can require hours or days of runtime. This guide walks through how to choose the right GPU spec for cost and performance.