private void button2_Click(object sender, EventArgs e)
{
if (DataSetTrain == null || DataSetTest == null)
{
MessageBox.Show("INVALID DATA");
return;
}
var learningRate = Convert.ToDouble(numericUpDown1.Value);
var Form = new WaitForm(true);
Form.Owner = this;
Form.StartPosition = FormStartPosition.CenterScreen;
flowLayoutPanel2.Enabled = false;
Task.Run(new Action(() =>
{
NeuralNetework = new NeuralNetwork(learningRate, 784, 100, 10);
NeuralNetework.DataSetTrain = DataSetTrain;
NeuralNetework.DataSetTest = DataSetTest;
NeuralNetework.Train();
NeuralNetework.GetOutput();
var res = NeuralNetework.Result;
var trueRes = NeuralNetework.Result.Count(x => x == 1);
var allCount = NeuralNetework.Result.Count();
var persent = ((double)trueRes / (double)allCount) * (double)100;
result.BeginInvoke(new Action(() =>
{
Form.Close();
flowLayoutPanel2.Enabled = true;
result.Text = $"{persent} %";
if (persent == 60)
{
result.ForeColor = Color.DarkOrange;
}
else if (persent < 60)
{
result.ForeColor = Color.Red;
}
else if (persent > 60)
{
result.ForeColor = Color.DarkGreen;
}
customIMagePanel.Visible = true;
}));
}));
Form.Show();
}
private void button3_Click(object sender, EventArgs e)
{
if (NeuralNetework == null)
{
MessageBox.Show("THE NEURUAL NETWORK DOES NOT TRAINED");
return;
}
if (SingleDataSet == null)
{
MessageBox.Show("INVALID DATA");
return;
}
var Form = new WaitForm(true);
Form.Owner = this;
Form.StartPosition = FormStartPosition.CenterScreen;
flowLayoutPanel2.Enabled = false;
Task.Run(new Action(() =>
{
NeuralNetework.SingleImageDataSet = SingleDataSet;
var res = NeuralNetework.GetSingleOutput();
var persantages = NeuralNetework.GetSinglePersatagedOutput();
result.BeginInvoke(new Action(() =>
{
Form.Close();
numberpreedivted.Visible = true;
is0.Text = $"{persantages[0].ToString().Split('.')[0]} %";
is1.Text = $"{persantages[1].ToString().Split('.')[0]} %";
is2.Text = $"{persantages[2].ToString().Split('.')[0]} %";
is3.Text = $"{persantages[3].ToString().Split('.')[0]} %";
is4.Text = $"{persantages[4].ToString().Split('.')[0]} %";
is5.Text = $"{persantages[5].ToString().Split('.')[0]} %";
is6.Text = $"{persantages[6].ToString().Split('.')[0]} %";
is7.Text = $"{persantages[7].ToString().Split('.')[0]} %";
is8.Text = $"{persantages[8].ToString().Split('.')[0]} %";
is9.Text = $"{persantages[9].ToString().Split('.')[0]} %";
flowLayoutPanel2.Enabled = true;
numberPerdicted.Text = $"{res}";
}));
}));
Form.Show();
}
private void openFileDial_Click(object sender, EventArgs e)
{
using (openFileDialog1 = new OpenFileDialog())
{
var res = openFileDialog1.ShowDialog();
if (res != DialogResult.OK)
{
return;
}
textBox1.Text = openFileDialog1.FileName;
DataSetTrain = new MNISTDataSet(textBox1.Text);
var Form = new WaitForm();
Form.Owner = this;
Form.StartPosition = FormStartPosition.CenterScreen;
flowLayoutPanel2.Enabled = false;
Task.Run(new Action(() =>
{
var processd = DataSetTrain.Process();
if (processd == null)
{
MessageBox.Show("INVALID DATA SET");
textBox2TestData.BeginInvoke(new Action(() =>
{
textBox1.Text = string.Empty;
}));
return;
}
var count = processd.Count();
testDatasetc.BeginInvoke(new Action(() =>
{
Form.Close();
flowLayoutPanel2.Enabled = true;
trainDataSetc.Text = count.ToString();
}));
Count += count;
}));
Form.Show();
}
}
private void chooseImage_Click(object sender, EventArgs e)
{
using (openFileDialog3 = new OpenFileDialog())
{
var res = openFileDialog3.ShowDialog();
if (res != DialogResult.OK)
{
return;
}
selectedImagePath.Text = openFileDialog3.FileName;
var Form = new WaitForm();
Form.Owner = this;
Form.StartPosition = FormStartPosition.CenterScreen;
flowLayoutPanel2.Enabled = false;
SingleDataSet = new MNISTDataSet(selectedImagePath.Text);
Task.Run(new Action(() =>
{
var processd = SingleDataSet.ProcessImage();
if (processd == null)
{
MessageBox.Show("INVALID DATA");
selectedImagePath.BeginInvoke(new Action(() =>
{
selectedImagePath.Text = string.Empty;
}));
return;
}
selectedImagePath.BeginInvoke(new Action(() =>
{
selectedImage.Image = Image.FromFile(selectedImagePath.Text);
numberpreedivted.Visible = false;
numberPerdicted.Text = "_";
Form.Close();
flowLayoutPanel2.Enabled = true;
}));
}));
Form.Show();
}
}