public async Task <IEnumerable <LabelConfidence> > Tags(byte[] image, CustomVisionSettings settings)
{
// Create a prediction endpoint, passing in obtained prediction key
var endpoint = new PredictionEndpoint()
{
ApiKey = settings.CustomVisionPredictionKey
};
Cognitive.CustomVision.Prediction.Models.ImagePredictionResultModel result;
using (var testImage = new MemoryStream(image))
{
// Make a prediction against the prediction project
// IMPORTANT: the prediction project should have an iteration marked as default.
// Otherwise, you need to specify an iteration ID
result = await endpoint.PredictImageWithNoStoreAsync(settings.CustomVisionProjectId, testImage);
}
return(result.Predictions.Select(t => new LabelConfidence()
{
Label = t.Tag, Probability = (float)t.Probability
})
.Where(c => c.Probability >= settings.Threshold)
.OrderByDescending(c => c.Probability));
}
public CustomVisionOnlinePrediction(IOptionsSnapshot <AppSettings> settings, ICustomVisionClient customVisionClient)
{
this.customVisionClient = customVisionClient;
Guid projectId;
if (settings.Value.CustomVision == null || string.IsNullOrEmpty(settings.Value.CustomVision.ProjectId) || !Guid.TryParse(settings.Value.CustomVision.ProjectId, out projectId))
{
projectId = Guid.Empty;
}
//TODO: move these settings to setting file
customVisionSettings = new CustomVisionSettings
{
CustomVisionPredictionKey = settings.Value.CustomVision?.PredictionKey,
CustomVisionProjectId = projectId,
Threshold = 0.85f,
MaxLength = 5
};
}