Advanced Financial Time Series Forecasting Service

Develop a sophisticated time series forecasting microservice using FastAPI that supports multiple advanced prediction techniques for financial markets. Implement ensemble machine learning models, support for multiple asset classes, real-time model retraining, and generation of probabilistic forecast intervals. Include comprehensive performance tracking, model interpretability features, and support for custom feature engineering.