static void Main(string[] args)
{
string currentDirectory = System.Environment.CurrentDirectory;
string solutionDirectory = currentDirectory.Substring(0, currentDirectory.IndexOf("ContainerPlanPrediction")) + "ContainerPlanPrediction";
var dataDirectory = solutionDirectory + "\\ContainerPlanPredictionApp\\";
var modelDirectory = solutionDirectory + "\\ContainerPlanPredictionML.Model\\";
var dataFilePath = Path.Combine(dataDirectory, DATA_FILENAME);
ModelBuilder.CreateModel(dataFilePath, modelDirectory, ModelBuilder.MODEL_KEY_ROW);
ModelBuilder.CreateModel(dataFilePath, modelDirectory, ModelBuilder.MODEL_KEY_BAY);
// Create single instance of sample data from first line of dataset for model input
ModelInput sampleData = CreateSingleDataSample(dataFilePath);
ConsumeModel.Initialise(@"C:\Projects\ContainerPlanPrediction\ContainerPlanPredictionML.Model\");
// Make a single prediction on the sample data and print results
ModelOutput rowPredictionResult = ConsumeModel.CurrentModel.PredictRow(sampleData);
ModelOutput bayPredictionResult = ConsumeModel.CurrentModel.PredictBay(sampleData);
Console.WriteLine("Using model to make single prediction -- Comparing actual Row with predicted Row from sample data...\n\n");
Console.WriteLine($"Scenario: {sampleData.Scenario}");
Console.WriteLine($"RouteNumber: {sampleData.RouteNumber}");
Console.WriteLine($"ContainerType: {sampleData.ContainerType}");
Console.WriteLine($"ContainerSize: {sampleData.ContainerSize}");
Console.WriteLine($"ContainerContentType: {sampleData.ContainerContentType}");
Console.WriteLine($"\n\nActual Row: {sampleData.Row} \nPredicted Row value {rowPredictionResult.Prediction} \nPredicted Row scores: [{String.Join(",", rowPredictionResult.Score)}]\n\n");
Console.WriteLine($"\n\nActual Bay: {sampleData.Bay} \nPredicted Bay value {bayPredictionResult.Prediction} \nPredicted Bay scores: [{String.Join(",", bayPredictionResult.Score)}]\n\n");
Console.WriteLine("=============== End of process, hit any key to finish ===============");
Console.ReadKey();
}
public ShippingRoutePredictionService()
{
string currentDirectory = System.Environment.CurrentDirectory;
var modelDirectory = currentDirectory.Substring(0, currentDirectory.LastIndexOf("\\")) + "\\ContainerPlanPredictionML.Model\\";
ConsumeModel.Initialise(modelDirectory);
ConsumeModel = ConsumeModel.CurrentModel;
}