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JPMML Python to PMML converter
/*
* Copyright (c) 2019 Villu Ruusmann
*
* This file is part of JPMML-Python
*
* JPMML-Python is free software: you can redistribute it and/or modify
* it under the terms of the GNU Affero General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* JPMML-Python is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU Affero General Public License for more details.
*
* You should have received a copy of the GNU Affero General Public License
* along with JPMML-Python. If not, see .
*/
package pandas.core;
import java.util.List;
import java.util.Map;
import net.razorvine.pickle.objects.ClassDictConstructor;
import numpy.core.NDArray;
import org.jpmml.python.AttributeException;
import org.jpmml.python.ClassDictConstructorUtil;
import org.jpmml.python.ClassDictUtil;
import org.jpmml.python.CythonObject;
import org.jpmml.python.HasArray;
import org.jpmml.python.PythonObject;
import org.jpmml.python.SliceUtil;
public class Index extends CythonObject implements HasArray {
public Index(String module, String name){
super(module, name);
}
@Override
public void __init__(Object[] args){
super.__setstate__(INIT_ATTRIBUTES, args);
}
@Override
public void __setstate__(Object[] args){
super.__setstate__(SETSTATE_ATTRIBUTES, args);
}
@Override
public List> getArrayContent(){
return getValues();
}
@Override
public int[] getArrayShape(){
List> values = getArrayContent();
return new int[]{values.size()};
}
@Override
public Object getArrayType(){
return getDescr();
}
public Object getDescr(){
Data data = getData();
return data.getDescr();
}
public List> getValues(){
Data data = getData();
return data.getValues();
}
public String getCls(){
ClassDictConstructor dictConstructor = get("cls", ClassDictConstructor.class);
return ClassDictConstructorUtil.getClassName(dictConstructor);
}
public Data getData(){
String cls = getCls();
switch(cls){
case "pandas.core.indexes.range.RangeIndex":
return getPythonObject("data", this.new RangeData());
default:
return getPythonObject("data", this.new NDArrayData(getPythonModule(), "data"));
}
}
private E getPythonObject(String name, E object){
Map dict = getDict(name);
if(dict.containsKey("__class__")){
throw new AttributeException("Dict attribute \'" + ClassDictUtil.formatMember(this, name) + "\' has an unsupported value (" + ClassDictUtil.formatClass(dict) + ")");
}
object.update(dict);
return object;
}
public class RangeData extends Data {
public RangeData(){
super("pandas.core.indexes.range", "RangeIndex");
}
@Override
public Object getDescr(){
return "i4";
}
@Override
public List> getValues(){
int start = getStart();
int stop = getStop();
int step = getStep();
return SliceUtil.indices(start, stop, step);
}
public Integer getStart(){
return getInteger("start");
}
public Integer getStop(){
return getInteger("stop");
}
public Integer getStep(){
return getInteger("step");
}
}
public class NDArrayData extends Data {
public NDArrayData(String module, String name){
super(module, name);
}
@Override
public Object getDescr(){
NDArray data = getData();
return data.getDescr();
}
@Override
public List> getValues(){
NDArray data = getData();
return data.getArrayContent();
}
public NDArray getData(){
return get("data", NDArray.class);
}
}
abstract
public class Data extends PythonObject {
public Data(String module, String name){
super(module, name);
}
abstract
public Object getDescr();
abstract
public List> getValues();
}
private static final String[] INIT_ATTRIBUTES = {
"cls",
"data"
};
private static final String[] SETSTATE_ATTRIBUTES = {
"state"
};
}
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