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Declarative Machine Learning
/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you 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 org.apache.sysml.runtime.instructions.mr;
import org.apache.sysml.runtime.DMLRuntimeException;
import org.apache.sysml.runtime.DMLUnsupportedOperationException;
import org.apache.sysml.runtime.functionobjects.CM;
import org.apache.sysml.runtime.functionobjects.COV;
import org.apache.sysml.runtime.instructions.InstructionUtils;
import org.apache.sysml.runtime.matrix.data.MatrixValue;
import org.apache.sysml.runtime.matrix.mapred.CachedValueMap;
import org.apache.sysml.runtime.matrix.mapred.IndexedMatrixValue;
import org.apache.sysml.runtime.matrix.operators.CMOperator;
import org.apache.sysml.runtime.matrix.operators.COVOperator;
import org.apache.sysml.runtime.matrix.operators.Operator;
import org.apache.sysml.runtime.matrix.operators.CMOperator.AggregateOperationTypes;
public class CM_N_COVInstruction extends UnaryMRInstructionBase
{
public CM_N_COVInstruction(Operator op, byte in, byte out, String istr)
{
super(op, in, out);
mrtype = MRINSTRUCTION_TYPE.CM_N_COV;
instString = istr;
}
public static CM_N_COVInstruction parseInstruction ( String str )
throws DMLRuntimeException
{
String[] parts = InstructionUtils.getInstructionParts ( str );
byte in, out;
int cst;
String opcode = parts[0];
if (opcode.equalsIgnoreCase("cm") )
{
in = Byte.parseByte(parts[1]);
cst = Integer.parseInt(parts[2]);
out = Byte.parseByte(parts[3]);
if(cst>4 || cst<0 || cst==1)
throw new DMLRuntimeException("constant for central moment has to be 0, 2, 3, or 4");
AggregateOperationTypes opType = CMOperator.getCMAggOpType(cst);
CMOperator cm = new CMOperator(CM.getCMFnObject(opType), opType);
return new CM_N_COVInstruction(cm, in, out, str);
}else if(opcode.equalsIgnoreCase("cov"))
{
in = Byte.parseByte(parts[1]);
out = Byte.parseByte(parts[2]);
COVOperator cov = new COVOperator(COV.getCOMFnObject());
return new CM_N_COVInstruction(cov, in, out, str);
}/*else if(opcode.equalsIgnoreCase("mean"))
{
in = Byte.parseByte(parts[1]);
out = Byte.parseByte(parts[2]);
CMOperator mean = new CMOperator(CM.getCMFnObject(), CMOperator.AggregateOperationTypes.MEAN);
return new CM_N_COVInstruction(mean, in, out, str);
}*/
else
throw new DMLRuntimeException("unknown opcode "+opcode);
}
@Override
public void processInstruction(Class valueClass,
CachedValueMap cachedValues, IndexedMatrixValue tempValue,
IndexedMatrixValue zeroInput, int blockRowFactor, int blockColFactor)
throws DMLUnsupportedOperationException, DMLRuntimeException {
throw new DMLRuntimeException("no processInstruction for AggregateInstruction!");
}
}