using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using Microsoft.ML;


namespace Game1.Sources.ML_Joel
{
    static class Engine
    {
        private static MLContext mlContext = new MLContext(seed: 1);
        private static PredictionEngine<Input, Output> PredictionEngine;
        private static PredictionEngine<InputArea, OutputArea> PredictionEngineArea;


        public static void CreateModel()
        {
            Model.CreateModel();
        }

        public static void CreateModelArea()
        {
            Model.CreateModelArea();
        }

        public static void init()
        {
            PredictionEngine = Model.CreateEngine();
        }

        public static void initArea()
        {
            PredictionEngineArea = Model.CreateEngineArea();
        }

        public static float PredictProductionwithRainfall(SoilProperties soilProperties, DayNightCycle Time)
        {
            InputArea modelInput = new InputArea
            {
                Season = Time.getTimeOfYear(), 
                Area = soilProperties.Area,
                Rainfall = soilProperties.prevRainfall,
            };

            return PredictionEngineArea.Predict(modelInput).Score;
        }
    }
}