private async Task LoadScenariosAsync()
{
try
{
IList <VisualAlertScenarioData> scenarioList = await VisualAlertDataLoader.GetScenarioCollectionAsync();
ScenarioCollection.Clear();
ScenarioCollection.AddRange(scenarioList);
}
catch (Exception ex)
{
await Util.GenericApiCallExceptionHandler(ex, "Failure loading alerts");
}
}
private async Task LoadCurrentScenarioAsync(VisualAlertScenarioData scenario)
{
try
{
StorageFolder onnxProjectDataFolder = await VisualAlertDataLoader.GetOnnxModelStorageFolderAsync();
StorageFile scenarioFile = await onnxProjectDataFolder.GetFileAsync(scenario.FileName);
this.customVisionONNXModel = await CustomVisionModel.CreateONNXModel(scenarioFile);
}
catch (Exception ex)
{
await Util.GenericApiCallExceptionHandler(ex, "Failure loading current project");
}
}
public async Task <VisualAlertScenarioData> ExportOnnxProject(Project project)
{
// get latest iteration
IList <Iteration> iterations = await trainingApi.GetIterationsAsync(project.Id);
Iteration latestTrainedIteration = iterations.Where(i => i.Status == "Completed").OrderByDescending(i => i.TrainedAt.Value).FirstOrDefault();
// export iteration - get download url
Export exportProject = null;
if (latestTrainedIteration != null && latestTrainedIteration.Exportable)
{
// get project's download Url for the particular platform Windows (ONNX) model
exportProject = await CustomVisionServiceHelper.ExportIteration(trainingApi, project.Id, latestTrainedIteration.Id);
}
if (string.IsNullOrEmpty(exportProject?.DownloadUri))
{
throw new ArgumentNullException("Download Uri");
}
// download onnx model
Guid newModelId = Guid.NewGuid();
StorageFolder onnxProjectDataFolder = await VisualAlertDataLoader.GetOnnxModelStorageFolderAsync();
StorageFile file = await onnxProjectDataFolder.CreateFileAsync($"{newModelId}.onnx", CreationCollisionOption.ReplaceExisting);
bool success = await Util.UnzipModelFileAsync(exportProject.DownloadUri, file);
if (!success)
{
await file.DeleteAsync();
return(null);
}
return(new VisualAlertScenarioData
{
Id = newModelId,
Name = project.Name,
ExportDate = DateTime.UtcNow,
FileName = file.Name,
FilePath = file.Path
});
}
private async Task TrainAndSaveNewScenarioAsync(VisualAlertModelData data)
{
Project project = null;
VisualAlertScenarioData scenario = null;
try
{
this.newAlertProgressBar.IsIndeterminate = true;
UpdateScenarioListPanel(BuilderMode.Processing);
await UpdateStatus(string.Empty);
// create new custom vision project
UpdateProcessingStatus(data.Name, AlertCreateProcessingStatus.Creating);
project = await customVisionServiceWrapper.CreateVisualAlertProjectAsync(data.Name, data.PositiveImages, data.NegativeImages);
// train project
UpdateProcessingStatus(data.Name, AlertCreateProcessingStatus.Training);
Iteration iteration = await customVisionServiceWrapper.TrainProjectAsync(project.Id);
// export project
UpdateProcessingStatus(data.Name, AlertCreateProcessingStatus.Exporting);
scenario = await customVisionServiceWrapper.ExportOnnxProject(project);
// store project
await VisualAlertDataLoader.StoreScenarioAsync(scenario);
// update scenario collection
await LoadScenariosAsync();
}
catch (Exception ex)
{
await Util.GenericApiCallExceptionHandler(ex, "Failure creating alert");
}
finally
{
if (project != null)
{
await customVisionServiceWrapper.DeleteProjectAsync(project);
}
this.newAlertProgressBar.IsIndeterminate = false;
UpdateScenarioListPanel(BuilderMode.ScenarioList, scenario);
}
}
private async Task DeleteScenariosAsync(IList <VisualAlertScenarioData> scenarios)
{
try
{
this.progressRing.IsActive = true;
this.customVisionONNXModel = null;
await VisualAlertDataLoader.DeleteScenariosAsync(scenarios);
// update scenario collection
await LoadScenariosAsync();
UpdateScenarioListPanel(BuilderMode.ScenarioList);
}
catch (Exception ex)
{
await Util.GenericApiCallExceptionHandler(ex, "Failure deleting scenario(s)");
}
finally
{
this.progressRing.IsActive = false;
}
}
