/**
* (C) Copyright IBM Corp. 2010, 2015
*
* 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 com.ibm.bi.dml.runtime.instructions.spark;
import org.apache.spark.api.java.JavaPairRDD;
import org.apache.spark.api.java.function.Function;
import com.ibm.bi.dml.lops.MMTSJ.MMTSJType;
import com.ibm.bi.dml.runtime.DMLRuntimeException;
import com.ibm.bi.dml.runtime.DMLUnsupportedOperationException;
import com.ibm.bi.dml.runtime.controlprogram.context.ExecutionContext;
import com.ibm.bi.dml.runtime.controlprogram.context.SparkExecutionContext;
import com.ibm.bi.dml.runtime.instructions.InstructionUtils;
import com.ibm.bi.dml.runtime.instructions.cp.CPOperand;
import com.ibm.bi.dml.runtime.instructions.spark.utils.RDDAggregateUtils;
import com.ibm.bi.dml.runtime.matrix.data.MatrixBlock;
import com.ibm.bi.dml.runtime.matrix.data.MatrixIndexes;
import com.ibm.bi.dml.runtime.matrix.operators.Operator;
/**
*
*/
public class TsmmSPInstruction extends UnarySPInstruction
{
private MMTSJType _type = null;
public TsmmSPInstruction(Operator op, CPOperand in1, CPOperand out, MMTSJType type, String opcode, String istr )
{
super(op, in1, out, opcode, istr);
_sptype = SPINSTRUCTION_TYPE.TSMM;
_type = type;
}
/**
*
* @param str
* @return
* @throws DMLRuntimeException
*/
public static TsmmSPInstruction parseInstruction( String str )
throws DMLRuntimeException
{
String parts[] = InstructionUtils.getInstructionPartsWithValueType(str);
String opcode = parts[0];
//check supported opcode
if ( !opcode.equalsIgnoreCase("tsmm") ) {
throw new DMLRuntimeException("TsmmSPInstruction.parseInstruction():: Unknown opcode " + opcode);
}
CPOperand in1 = new CPOperand(parts[1]);
CPOperand out = new CPOperand(parts[2]);
MMTSJType type = MMTSJType.valueOf(parts[3]);
return new TsmmSPInstruction(null, in1, out, type, opcode, str);
}
@Override
public void processInstruction(ExecutionContext ec)
throws DMLRuntimeException, DMLUnsupportedOperationException
{
SparkExecutionContext sec = (SparkExecutionContext)ec;
//get input
JavaPairRDD<MatrixIndexes,MatrixBlock> in = sec.getBinaryBlockRDDHandleForVariable( input1.getName() );
//execute tsmm instruction (always produce exactly one output block)
//(this formulation with values() requires --conf spark.driver.maxResultSize=0)
RDDTSMMFunction ftsmm = new RDDTSMMFunction(_type);
JavaPairRDD<MatrixIndexes,MatrixBlock> tmp = in.mapValues(ftsmm);
MatrixBlock out = RDDAggregateUtils.sumStable(tmp);
//put output block into symbol table (no lineage because single block)
//this also includes implicit maintenance of matrix characteristics
sec.setMatrixOutput(output.getName(), out);
}
/**
*
*
*/
private static class RDDTSMMFunction implements Function<MatrixBlock, MatrixBlock>
{
private static final long serialVersionUID = 2935770425858019666L;
private MMTSJType _type = null;
public RDDTSMMFunction( MMTSJType type ) {
_type = type;
}
@Override
public MatrixBlock call( MatrixBlock arg0 )
throws Exception
{
//execute transpose-self matrix multiplication
return arg0.transposeSelfMatrixMultOperations(new MatrixBlock(), _type);
}
}
}