JoelForkTest/Game1/Sources/ML_Joel/Engine.cs

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<ModelInput, ModelOutput> PredictionEngine;

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

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

        public static string PredictFertilizer(Crops crop, CropTypes cropTypes)
        {
            ModelInput modelInput = new ModelInput
            {
                Temperature = crop.getSoilProperties().Temperature,
                Humidity = crop.getSoilProperties().Humidity,
                Moisture = crop.getSoilProperties().Moisture,
                Soil_Type = crop.getSoilProperties().soilType,
                Crop_Type = cropTypes.CropName,
                Nitrogen = crop.getSoilProperties().Nitrogen,
                Potassium = crop.getSoilProperties().Potassium,
                Phosporous = crop.getSoilProperties().Phosphorous
            };

            return PredictionEngine.Predict(modelInput).Prediction;
        }
    }
}