/// <summary>
/// Trains the model for a fixed number of epochs.
/// </summary>
/// <param name="train">The train image generator.</param>
/// <param name="epoches">The no. of trainin epoches.</param>
/// <param name="batchSize">Size of the batch for training.</param>
/// <param name="validation">The validation image generator.</param>
public void Train(ImageDataGenerator train, int epoches, int batchSize, ImageDataGenerator validation = null)
{
OnTrainingStart();
trainPredict = new ImgGenTrainPredict(modelOut, lossFunc, lossName, metricFunc, metricName, learners, featureVariable, labelVariable);
TrainingResult = trainPredict.Train(train, validation, epoches, batchSize, OnEpochStart, OnEpochEnd, OnBatchStart, OnBatchEnd);
OnTrainingEnd(TrainingResult);
}
/// <summary>
/// Flows image dataset from text file.
/// </summary>
/// <param name="fileName">Name of the file which stores the image dataset information.</param>
/// <returns></returns>
public static ImageDataGenerator FlowFromText(string fileName)
{
ImageDataGenerator result = new ImageDataGenerator()
{
FileName = fileName,
};
result.GenType = ImageGenType.FromTextFile;
return(result);
}