public static async Task <DataHandler> CreateAsync(IStorageContext dataContext)
{
IScatteredPointContextBasedLinearWeightProviderOnSphere <IDelaunay_Voronoi> weightsProvider = new AlexNNIAdapter();
IAsyncMap <INodes, IDelaunay_Voronoi> interpolationContextFactory = new AlexNNIContextProvider();
//NOTE: interpolation context is cached in the produced interpolators (e.g. Delaunay triangulation is computed only once for each nodes set)
//We can use one cache for all of the requests (cache is not cleaned) as we use AllStationsStationLocator which returns all stations for any request
IScatteredPointsLinearInterpolatorOnSphereFactory pointsInterpolatorOnSphereFactory = new CachingLinearWeightsProviderFactory2 <IDelaunay_Voronoi>(weightsProvider, interpolationContextFactory);
int stationsCount = dataContext.StorageDefinition.DimensionsLengths["stations"];
var timeAxis = await dataContext.GetDataAsync("time");
ITimeAxisAvgProcessing timeAxisIntegrator = new TimeAxisAvgProcessing.TimeAxisAvgFacade(
timeAxis,
new TimeAxisProjections.DateTimeMoments(),
new WeightProviders.StepFunctionInterpolation(),
new DataCoverageEvaluators.ContinousMeansCoverageEvaluator());
IStationLocator stationLocator = new AllStationsStationLocator(stationsCount);
ICellRequestMapFactory <RealValueNodes> timeSeriesAveragerFactory = (await TimeIntegratorBasedAveragerFactory.CreateAsync(dataContext, timeAxisIntegrator, stationLocator));
ICellRequestMap <RealValueNodes> timeSeriesAverager = await timeSeriesAveragerFactory.CreateAsync();
//NOTE: Here we engage caching of timeseries. Timeseries is cached for all cells having the same time segment. It is acheived by HashBasedTimeSegmentOnlyConverter
ICellRequestMapFactory <RealValueNodes> cachingTimeSeriesAveragerFactory = new CellRequestMapCachingFactory <RealValueNodes>(timeSeriesAverager, new HashBasedTimeSegmentOnlyConverter());
ILinearCombintaionContextFactory compContextFactory = new LinearWeightsContextFactoryFacade <RealValueNodes>(pointsInterpolatorOnSphereFactory, cachingTimeSeriesAveragerFactory);
//NOTE: Hege caching is engaged as well. We cache the variogram for the cells with the same corresponding node set.
IVariogramProvider lmVariogramFitter = new LmDotNetVariogramProvider();
IVariogramProviderFactory variogramProviderFactory = new VariogramProviderCachingFactory(lmVariogramFitter);
IUncertaintyEvaluatorOfLinearCombination uncertatintyEvaluator = new PointsGausianFieldUncertaintyEvaluator(variogramProviderFactory);
return(new DataHandler(dataContext, compContextFactory, uncertatintyEvaluator));
}
public async Task VariogramCachingTest()
{
var component = new VarpProvStub();
var factory = new VariogramProviderCachingFactory(component);
var variogramfitter = await factory.ConstructAsync();
double[] lats = new double[10], lons = new double[10], vals = new double[10];
Random r = new Random(1);
for (int i = 0; i < 10; i++)
{
lats[i] = r.NextDouble();
lons[i] = r.NextDouble();
vals[i] = 3 * lons[i] + 2 * lats[i];
}
RealValueNodes rvn1 = new RealValueNodes(lats, lons, vals);
RealValueNodes rvn2 = new RealValueNodes(lats, lons, vals);
RealValueNodes rvn3 = new RealValueNodes(lats, lons, lons);
var v1 = await variogramfitter.GetSpatialVariogramAsync(rvn1);
var v2 = await variogramfitter.GetSpatialVariogramAsync(rvn2);
var v3 = await variogramfitter.GetSpatialVariogramAsync(rvn3);
Assert.AreEqual(1.0, v1.Nugget);
Assert.AreEqual(1.0, v2.Nugget);
Assert.AreEqual(2.0, v3.Nugget);
}