public static String SaveDataSet()
{
String content = JsonConvert.SerializeObject(NeuralNetworkHandler.keeper);
String fileId = GoogleDriveHandler.GetFileIdByName(NeuralNetworkHandler.keeper.Name);
if (fileId == null)
{
GoogleDriveHandler.UploadGoogleDocument(content, NeuralNetworkHandler.keeper.Name + "-ds", "application/vnd.google-apps.file", "text/plain");
}
else
{
GoogleDriveHandler.UploadGoogleDocument(content, NeuralNetworkHandler.keeper.Name + "-ds", "application/vnd.google-apps.file", "text/plain", fileId);
}
return(String.Format("Successfully saved the dataset to {0}-ds", NeuralNetworkHandler.keeper.Name));
}
public static String SaveNetwork(String name)
{
String content = ModelFileHandler.SaveModelToString(network);
String fileId = GoogleDriveHandler.GetFileIdByName(name + "-nn");
if (fileId == null)
{
GoogleDriveHandler.UploadGoogleDocument(content, name + "-nn", "application/vnd.google-apps.file", "text/plain");
}
else
{
GoogleDriveHandler.UploadGoogleDocument(content, name + "-nn", "application/vnd.google-apps.file", "text/plain", fileId);
}
return(String.Format("Successfully saved the network to {0}-nn", network.Name));
}
public static String LoadNetwork(String name)
{
if (isTraining)
{
return("You can't load a network when there already is one training.");
}
String networkId = GoogleDriveHandler.GetFileIdByName(name + "-nn");
if (String.IsNullOrEmpty(networkId))
{
return(String.Format("No file found with the name {0}-nn.", name));
}
String networkContent = GoogleDriveHandler.DownloadGoogleDocument(networkId, "text/plain", Encoding.UTF8);
network = ModelFileHandler.LoadModelFromString(networkContent);
network.Name = name;
return("Network successfully loaded in.");
}
public static String LoadDataSet(String name)
{
if (NeuralNetworkHandler.isTraining)
{
return("You can't load a dataset when there is a network training.");
}
String datasetId = GoogleDriveHandler.GetFileIdByName(name + "-ds");
if (datasetId == null)
{
return(String.Format("No file found with the name {0}-ds", name));
}
String datasetContent = GoogleDriveHandler.DownloadGoogleDocument(datasetId, "text/plain", Encoding.UTF8);
NeuralNetworkHandler.keeper = JsonConvert.DeserializeObject <DataKeeper>(datasetContent);
NeuralNetworkHandler.keeper.ValidationSet = NeuralNetworkHandler.keeper.DataSet;
NeuralNetworkHandler.keeper.ShuffleDataSet();
return("Dataset successfully loaded in.");
}
