摘要
In this work, we develop NQS-Agent, an open-source software framework for health-aware hyperparameter optimization in neural-network quantum state (NQS) calculations. Its workflow monitors energy trajectories, detects destructive optimization events, stops unstable calculations, modifies the learning-rate schedule, and resumes optimization from safe checkpoints.