public static IObservable <IO <IObservable <KeyValuePair <DateTime, Tuple <double, double>[]> > > > GetDynamicOutput(bool optimise, Type type, TwoVariableInput filter, IConnectableObservable <KeyValuePair <DateTime, double> > measurements, IScheduler scheduler)
{
measurements.Connect();
measurements.Subscribe(ddd =>
Console.WriteLine(ddd.Key + " " + (DateTime.Now - ddd.Key).Seconds));
if (optimise)
{
// return Filter.Optimisation.Class1.GetOptimisedOutput(measurements);
return(Observable.Repeat(PredictionServiceHelper.GetNonOptimisedOutput(filter, measurements), 1).SubscribeOn(scheduler));
}
else
{
return(Observable.Repeat(PredictionServiceHelper.GetNonOptimisedOutput(filter, measurements), 1).SubscribeOn(scheduler));
}
}
public static IO <IObservable <KeyValuePair <DateTime, Tuple <double, double>[]> > > GetNonOptimisedOutput(TwoVariableInput t, IObservable <KeyValuePair <DateTime, double> > e)
{
var run = TypeHelper.GetInstance <IFilterWrapper>(t.Filter, t.VarA, t.VarB).Run(e.Select(_ => new KeyValuePair <DateTime, double?>(_.Key, _.Value)));
return(new IO <IObservable <KeyValuePair <DateTime, Tuple <double, double>[]> > >
{
Output = run,
Parameters = new double[] { t.VarA, t.VarB },
Score = 0//ErrorHelper.GetErrorSum(e, run)
});
}
public static IObservable <IO <IEnumerable <KeyValuePair <DateTime, Tuple <double, double>[]> > > > GetStaticOutput(bool optimise, Type type, TwoVariableInput filter, IEnumerable <KeyValuePair <DateTime, double> > measurements, IScheduler scheduler)
{
if (optimise)
{
//return Optimisation.Class1.GetOptimisedOutput(type, measurements).SubscribeOn(scheduler);
return(Observable.Repeat(PredictionServiceHelper.GetNonOptimisedOutput(filter, measurements), 1).SubscribeOn(scheduler));
}
else
{
return(Observable.Repeat(PredictionServiceHelper.GetNonOptimisedOutput(filter, measurements), 1).SubscribeOn(scheduler));
}
}
// public static AccordGenetic.Wrapper.TimeSeries2DOptimisation<IObservable<KeyValuePair<DateTime, double>>, IObservable<KeyValuePair<DateTime, Tuple<double, double>[]>>>
//GetOptimiser(List<KeyValuePair<DateTime, double>> z)
// {
// return new AccordGenetic.Wrapper.TimeSeries2DOptimisation<IObservable<KeyValuePair<DateTime, double>>, IObservable<KeyValuePair<DateTime, Tuple<double, double>[]>>>
// ((ss) => (a, b) => new GaussianProcessWrapper(a, b).Run(ss.Select(_=>new KeyValuePair<DateTime, double?>(_.Key,_.Value))), z.ToObservable(), ErrorHelper.GetErrorSum);
// }
public static IO <IEnumerable <KeyValuePair <DateTime, Tuple <double, double>[]> > > GetNonOptimisedOutput(TwoVariableInput t, IEnumerable <KeyValuePair <DateTime, double> > e)
{
var run = TypeHelper.GetInstance <IFilterWrapper>(t.Filter, t.VarA, t.VarB).BatchRun(e).ToList();
return(new IO <IEnumerable <KeyValuePair <DateTime, Tuple <double, double>[]> > >
{
Output = run,
Parameters = new double[] { t.VarA, t.VarB },
Score = ErrorHelper.GetErrorSum(e, run)
});
}
