public async Task <IActionResult> Execute([Bind("Name,ReferencePoint,F1_Score,Run_Date,RunOutput,Control_Y")] ModelRun model)
{
model.Control_Y = new List <int>();
model.RunOutput = new List <int>();
dataModel = _context.Models.First(x => x.Name == model.Name);
List <DataPoint> dataPoints = _context.DataPoints.ToList();
foreach (DataPoint point in dataPoints)
{
decimal value = point.X1 * dataModel.Percentage1;
value += point.X2 * dataModel.Percentage2;
value += point.X3 * dataModel.Percentage3;
value += point.X4 * dataModel.Percentage4;
value += point.X5 * dataModel.Percentage5;
value += point.X6 * dataModel.Percentage6;
model.Control_Y.Add(point.Y);
if (value >= model.ReferencePoint)
{
model.RunOutput.Add(1);
}
else
{
model.RunOutput.Add(0);
}
}
for (int i = 0; i < model.RunOutput.Count; i++)
{
string entry = model.Control_Y[i].ToString() + "," + model.RunOutput[i].ToString();
if (keyValuePairs.ContainsKey(entry))
{
keyValuePairs[entry] += 1;
}
}
model.F1_Score = Math.Round(CalculateF1Score(), 2);
if (ModelState.IsValid)
{
_context.Add(model);
await _context.SaveChangesAsync();
return(RedirectToAction("Index", "ModelRun"));
}
return(View(model));
}
public IActionResult Execute(int id)
{
dataModel = _context.Models.First(x => x.ID == id);
ModelRun model = new ModelRun
{
F1_Score = 0,
Run_Date = DateTime.Now
};
model.Name = dataModel.Name;
if (dataModel == null)
{
return(NotFound());
}
return(View(model));
}
public async Task <IActionResult> ExecuteAll([Bind("ReferencePoint")] ModelRun modelRun)
{
List <int> target = new List <int>();
List <DataModel> dataModels = _context.Models.ToList();
List <DataPoint> dataPoints = _context.DataPoints.ToList();
foreach (DataPoint point in dataPoints)
{
target.Add(point.Y);
}
foreach (DataModel model in dataModels)
{
ModelRun prime = new ModelRun
{
ReferencePoint = modelRun.ReferencePoint,
Control_Y = target,
RunOutput = new List <int>(),
Name = model.Name,
Run_Date = DateTime.Now,
};
foreach (DataPoint point in dataPoints)
{
decimal value = point.X1 * model.Percentage1;
value += point.X2 * model.Percentage2;
value += point.X3 * model.Percentage3;
value += point.X4 * model.Percentage4;
value += point.X5 * model.Percentage5;
value += point.X6 * model.Percentage6;
if (value >= prime.ReferencePoint)
{
prime.RunOutput.Add(1);
}
else
{
prime.RunOutput.Add(0);
}
int last = prime.RunOutput.Count - 1;
string entry = prime.Control_Y[last].ToString() + "," + prime.RunOutput[last].ToString();
if (keyValuePairs.ContainsKey(entry))
{
keyValuePairs[entry] += 1;
}
}
prime.F1_Score = Math.Round(CalculateF1Score(), 2);
if (ModelState.IsValid)
{
_context.Add(prime);
await _context.SaveChangesAsync();
}
//reset counters
resetDictionaryCount();
}
return(RedirectToAction("Index", "ModelRun"));
}
