/*
* 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");
}
}