public SampleSqueezenet()
{
try
{
var modelPath = Path.Combine(AppDomain.CurrentDomain.BaseDirectory + @"Resources\", "squeezenet.onnx");
var modelLabels = Path.Combine(AppDomain.CurrentDomain.BaseDirectory + @"Resources\", "SqueezenetLabels.txt");
using (var OnnxSesssion = new OnnxSession(modelPath, modelLabels))
{
var filePath = Path.Combine(AppDomain.CurrentDomain.BaseDirectory + @"Resources\", "bench.in");
float[] data = DataHelper.LoadTensorFromFile(filePath);
if (OnnxSesssion.Infere(new float[][] { data }, out Results results))
{
results.PrintPrediction();
}
else
{
Console.WriteLine("Unable to infere model.");
}
}
}
catch (Exception ex)
{
Console.WriteLine(ex.Message);
}
finally
{
Console.ReadLine();
}
}
public SampleIdentifyDigit()
{
try
{
var modelPath = Path.Combine(AppDomain.CurrentDomain.BaseDirectory + @"Resources\", "model.onnx");
using (var OnnxSession = new OnnxSession(modelPath))
{
using (Bitmap bitmap = (Bitmap)Bitmap.FromFile(Path.Combine(AppDomain.CurrentDomain.BaseDirectory + @"Resources\", "seven.bmp")))
{
List <float[]> data = new List <float[]>();
foreach (var input in OnnxSession.InputShapes)
{
data.Add(DataHelper.GetBitmapFloatArray(bitmap, OnnxSession, input.Key, false));
}
if (OnnxSession.Infere(data.ToArray(), out Results results))
{
results.PrintPrediction();
}
else
{
Console.WriteLine("Unable to infere model.");
}
}
}
}
catch (Exception ex)
{
Console.WriteLine(ex.Message);
}
finally
{
Console.ReadLine();
}
}
public SampleSqueezenet2()
{
try
{
var modelPath = Path.Combine(AppDomain.CurrentDomain.BaseDirectory + @"Resources\", "squeezenet.onnx");
var modelLabels = Path.Combine(AppDomain.CurrentDomain.BaseDirectory + @"Resources\", "SqueezenetLabels.txt");
using (var OnnxSesssion = new OnnxSession(modelPath, modelLabels))
{
var bmapPath = Path.Combine(AppDomain.CurrentDomain.BaseDirectory + @"Resources\", "dog2.jpg");
using (Bitmap bitmap = (Bitmap)Image.FromFile(bmapPath, false))
{
List <float[]> data = new List <float[]>();
foreach (var input in OnnxSesssion.InputShapes)
{
data.Add(DataHelper.GetBitmapFloatArray(bitmap, OnnxSesssion, input.Key, false));
}
if (OnnxSesssion.Infere(data.ToArray(), out Results results))
{
results.PrintPrediction();
}
else
{
Console.WriteLine("Unable to infere model.");
}
}
}
}
catch (Exception ex)
{
Console.WriteLine(ex.Message);
}
finally
{
Console.ReadLine();
}
}