public static void Kaggle_Test()
{
//DigitImage[] training = CSV_Helper.Read(DataSet.Training);
DigitImage[] testing = CSV_Helper.Read(DataSet.Testing);
int dialogResult;
CNN cnn = CreateCNN(out dialogResult);
DigitImage[] digitImagesDatas = testing;
Stopwatch stopwatch = new Stopwatch();
stopwatch.Start();
int testing_count = digitImagesDatas.Length;
int correct_count = 0;
double timeLimit = 0, error = 0;
Matrix[] input, targets;
Console.WriteLine("System is getting tested. You will see the results when it is done...\n");
if (cursorTopTesting == 0)
{
cursorTopTesting = Console.CursorTop;
}
InitializeInputAndTarget(out input, out targets);
timeLimit = stopwatch.ElapsedMilliseconds;
string submissionCSV = "ImageId,Label" + Environment.NewLine;
for (int i = 0; i < testing_count; i++)
{
for (int j = 0; j < 28; j++)
{
for (int k = 0; k < 28; k++)
{
input[0][j, k] = digitImagesDatas[i].pixels[j][k];
}
}
input[0].Normalize(0f, 255f, 0f, 1f);
Matrix ans = cnn.Predict(input);
submissionCSV += (i + 1).ToString() + "," + ans.GetMaxRowIndex() + Environment.NewLine;
if (stopwatch.ElapsedMilliseconds > timeLimit)
{
// every 0.5 sec update error
timeLimit += 500;
error = cnn.GetError();
}
int val = Map(0, testing_count, 0, 100, i);
ProgressBar(val, i, testing_count, error, stopwatch.ElapsedMilliseconds / 1000.0, cursorTopTesting);
}
CSV_Helper.Write(submissionCSV);
}
protected void btnGen_clicked(object sender, System.EventArgs e)
{
StringBuilder sb = new StringBuilder();
string lstIDs = string.Empty;
foreach (ListItem item in lstDocs.Items)
{
if (item.Selected)
{
sb.Append(item.Value).Append(",");
}
}
lstIDs = sb.ToString().TrimEnd(",".ToCharArray());
CSV_Helper csvHelper = new CSV_Helper();
DisplayLogFile(csvHelper.GetCsv <Payee>(phyRepos.GetPayeeList(lstIDs)));
// grd.DataSource = phyRepos.GetPayeeList(lstIDs);
//grd.DataBind();
}