In the Internet, traffic dynamics change due to various factors such as device failure, attack activity, and social events. Therefore, for stable operation of the Internet, a general-purpose anomaly detection method is required for various factors. We propose GAMPAL as a general-purpose anomaly detection mechanism for Internet traffic with deep learning.