Predictive Financial Time Series Forecasting Framework

Create a sophisticated Bash script for developing and evaluating financial time series forecasting models. The script must support multiple forecasting techniques, perform model selection and validation, generate prediction intervals, and create comprehensive model performance reports. Include advanced statistical techniques, cross-validation, and support for ensemble modeling approaches.