private static async Task Predict(string fileName)
{
using (Image <Rgba32> image = Image.Load(fileName))
{
var preprocessor = new Preprocessor(Rgba32.White, Rgba32.Black);
var i = preprocessor.Preprocess(image);
i.Save("result2-7.png", new PngEncoder());
var pixels = Preprocessor.ConvertImageToArray(i);
//Console.WriteLine(JsonConvert.SerializeObject(pixels));
for (int j = 0; j < 784; j++)
{
Console.Write(pixels[j].ToString("D3"));
if ((j + 1) % 28 == 0)
{
Console.WriteLine();
}
}
var recognizer = new MLStudioDigitRecognizer("API_URL", "API_KEY");
var prediction = await recognizer.PredictAsync(i);
Console.WriteLine($"\n\n\nThis is a(n) {prediction.Tag}! (I'm {prediction.Probability*100}% sure.)\n\n\n");
}
}
