internal static DetectAnomaliesForm New(IMLSession session)
{
var form = new DetectAnomaliesForm();
form.Init(session);
form.Text = session.Title;
return(form);
}
private void Init(IMLSession session)
{
var parameters = new MLSessionControl
{
Location = new Point(10, 10),
Anchor = AnchorStyles.Top | AnchorStyles.Left | AnchorStyles.Right,
Parameters = session.Parameters
};
panel1.Controls.Add(parameters);
void Add(string name, DateTime t, double value, bool diamond)
{
var dp = new DataPoint();
dp.XValue = t.ToFileTimeUtc();
dp.YValues = new double[] { value };
if (diamond)
{
dp.MarkerStyle = MarkerStyle.Diamond;
}
chart1.Series[name].Points.Add(dp);
};
var transformDoesntChange = false;
void Transform()
{
try
{
if (transformDoesntChange)
{
return;
}
var predictions = session.Predict();
chart1.Series["C"].Points.Clear();
chart1.Series["CE"].Points.Clear();
chart1.Series["F"].Points.Clear();
chart1.Series["FE"].Points.Clear();
foreach (var p in predictions
.Skip(session.Parameter("Skip").Value *predictions.Count() / 100)
.Take(session.Parameter("Take").Value *predictions.Count() / 100)
)
{
if (CCheck.Checked)
{
Add("C", p.T, p.C, p.CScore[0] == 1);
}
if (CECheck.Checked)
{
Add("CE", p.T, p.CE, p.CEScore[0] == 1);
}
if (FCheck.Checked)
{
Add("F", p.T, p.F, p.FScore[0] == 1);
}
if (FECheck.Checked)
{
Add("FE", p.T, p.FE, p.FEScore[0] == 1);
}
}
}
catch (Exception ex)
{
transformDoesntChange = true;
parameters.Rollback();
transformDoesntChange = false;
MessageBox.Show(ex.Message);
}
};
parameters.ParameterChanged += (s, e) => Transform();
CCheck.CheckStateChanged += (s, e) => Transform();
CECheck.CheckStateChanged += (s, e) => Transform();
FCheck.CheckStateChanged += (s, e) => Transform();
FECheck.CheckStateChanged += (s, e) => Transform();
Transform();
}