Use standardized logging pattern

Always use the standardized logging pattern with module-level loggers instead of print statements or direct logging calls. This ensures consistent logging behavior, proper log level control, and better debugging capabilities across the codebase.

The standard pattern is:

import logging

logger = logging.getLogger(__name__)
logger.info("Your message here")
logger.warning("Warning message")
logger.debug("Debug info", exc_info=True)  # Include exception info when relevant

Replace print statements with appropriate log levels:

• Use logger.error() or logger.warning() instead of print(e) for exceptions
• Use logger.info() for general information
• Use logger.debug() for detailed debugging information

In modules where the dspy logger isn’t available (like dsp folder), follow the same pattern by creating a module-level logger. This maintains consistency and allows proper log level configuration across the entire application.