public void TrainNetwork(NetworkModel network, NetworksStorageModel storage, QueryDataFormat dataFormat, TaskProgressVM taskProgressVM = null)
{
if (taskProgressVM != null)
{
taskProgressVM.EndValue = TrainDatas.Count;
taskProgressVM.TaskName = "Training network";
}
if (network.Generation == 0)
{
SaveHistory(network);
}
Parallel.ForEach(TrainDatas, (model) =>
{
var trainData = new MNIST28x28TrainData(model);
network.Train(trainData);
if (taskProgressVM != null)
{
taskProgressVM.Value++;
}
});
network.Generation++;
SaveHistory(network);
_workshopModel.SaveStorageAsync(storage.Id.ToString());
}
public async void CreateStorage(NetworkStorageVM storagePrototype)
{
var storageModel = new NetworksStorageModel()
{
Name = storagePrototype.Name
};
Storages.Add(storageModel);
await SaveStorageAsync(storageModel.Id.ToString());
}
private async void InitializeDefaultStorage()
{
try
{
var defStorageModel = await _fileService.ReadFromFileAsync <NetworksStorageModel>(_defaultStorageMetaFileName, new StorageModelReadStrategy());
DefaultStorage = defStorageModel;
Storages.Add(defStorageModel);
}
catch
{
var defStorageModel = new NetworksStorageModel(false)
{
Name = DefaultStorageName
};
DefaultStorage = defStorageModel;
Storages.Add(defStorageModel);
await SaveStorageAsync(defStorageModel.Id.ToString());
}
}