How many GPUs is 1M/B/T tokens?

Training Llama 3.3 70B to process 1 trillion tokens over one month requires approximately 367 H100 GPUs, according to a computational analysis that factors in token throughput, utilization rates, and model efficiency. The estimate carries moderate confidence, with a plausible range of 211 to 853 H100 GPUs depending on variations in GPU speed, system utilization, and input token costs.