Network Intelligence Research Center (NIRC)

Apr 23, 2025 · Artificial Intelligence

DeepQueueNet in Practice: Quickly Achieve High‑Precision Network Simulation

This article walks through using DeepQueueNet—a deep‑learning‑enhanced network performance estimator—to set up a device model, train the PyTorch version, configure a fattree16 topology, and run multi‑GPU simulations that deliver minute‑level, packet‑accurate results in as little as 1 minute 27 seconds.