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Aug 1, 2026 · Artificial Intelligence

Estimating the GPU Count Needed to Train a Large Language Model

The article presents a practical scaling‑law based method to estimate the total FLOPs, GPU throughput, and required number of GPUs for training a large language model, showing how to compute these values from model parameters, token count, and target training time, and discusses approximation limits and useful tools.