"""
Pharmacy Sales Prediction System - Main Interface
"""

# Import core predictor
from core.predictor import PharmacyPredictor

# Import training functions
from trainers import (
    train_product_model,
    train_product_model_with_mlstm,
    train_product_model_with_kan,
    train_product_model_with_tcn,
    train_product_model_with_transformer
)

# Import prediction functions
from predictors.model_predictor import load_model_and_predict

# Import analysis functions
from analysis.trend_analysis import (
    analyze_prediction_result,
    analyze_trend,
    calculate_prediction_statistics,
    calculate_day_over_day_changes,
    compare_with_historical
)
from analysis.explanation import (
    analyze_influencing_factors,
    generate_prediction_explanation
)

# Export all functions and classes
__all__ = [
    'PharmacyPredictor',
    'train_product_model',
    'train_product_model_with_mlstm',
    'train_product_model_with_kan',
    'train_product_model_with_tcn',
    'train_product_model_with_transformer',
    'load_model_and_predict',
    'analyze_prediction_result',
    'analyze_trend',
    'calculate_prediction_statistics',
    'calculate_day_over_day_changes',
    'compare_with_historical',
    'analyze_influencing_factors',
    'generate_prediction_explanation'
]