/* * Apache License * Version 2.0, January 2004 * http://www.apache.org/licenses/ * * Copyright 2013 Aurelian Tutuianu * Copyright 2014 Aurelian Tutuianu * Copyright 2015 Aurelian Tutuianu * Copyright 2016 Aurelian Tutuianu * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. * */ package rapaio.data.filter.var; import rapaio.data.Numeric; import rapaio.data.Var; import rapaio.data.VarType; import rapaio.data.stream.VSpot; import java.util.function.Function; /** * Created by <a href="mailto:padreati@yahoo.com">Aurelian Tutuianu</a> at 12/4/14. */ public class VFToNumeric extends AbstractVF { private static final long serialVersionUID = -6471901421507667237L; public static VFToNumeric byDefault() { return new VFToNumeric( s -> { if (s.missing()) { return Double.NaN; } else { switch (s.var().type()) { case TEXT: case NOMINAL: try { return Double.parseDouble(s.label()); } catch (NumberFormatException nfe) { return Double.NaN; } case ORDINAL: case INDEX: case BINARY: return Integer.valueOf(s.index()).doubleValue(); case STAMP: return Long.valueOf(s.stamp()).doubleValue(); default: return s.value(); } } }, null, null, null ); } public static VFToNumeric bySpot(Function<VSpot, Double> fSpot) { return new VFToNumeric(fSpot, null, null, null); } public static VFToNumeric byValue(Function<Double, Double> fValue) { return new VFToNumeric(null, fValue, null, null); } public static VFToNumeric byIndex(Function<Integer, Double> fIndex) { return new VFToNumeric(null, null, fIndex, null); } public static VFToNumeric byLabel(Function<String, Double> fLabel) { return new VFToNumeric(null, null, null, fLabel); } private final Function<VSpot, Double> fSpot; private final Function<Double, Double> fValue; private final Function<Integer, Double> fIndex; private final Function<String, Double> fLabel; private VFToNumeric(Function<VSpot, Double> fSpot, Function<Double, Double> fValue, Function<Integer, Double> fIndex, Function<String, Double> fLabel) { this.fSpot = fSpot; this.fValue = fValue; this.fIndex = fIndex; this.fLabel = fLabel; } @Override public void fit(Var... vars) { checkSingleVar(vars); } @Override public Var apply(Var... vars) { checkSingleVar(vars); Var v = vars[0]; if (fSpot != null) { return v.stream().map(fSpot).collect(Numeric.collector()).withName(v.name()); } if (fValue != null) { return v.stream().mapToDouble().boxed() .map(fValue).collect(Numeric.collector()).withName(v.name()); } if (fIndex != null) { return v.stream().mapToInt().boxed() .map(fIndex).collect(Numeric.collector()).withName(v.name()); } if (fLabel != null) { return v.stream().mapToString() .map(fLabel).collect(Numeric.collector()).withName(v.name()); } throw new RuntimeException("no transform function available"); } }