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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.controlprogram.parfor;
import java.util.ArrayList;
import java.util.List;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.sysml.runtime.DMLRuntimeException;
import org.apache.sysml.runtime.DMLUnsupportedOperationException;
import org.apache.sysml.runtime.controlprogram.LocalVariableMap;
import org.apache.sysml.runtime.controlprogram.ProgramBlock;
import org.apache.sysml.runtime.controlprogram.caching.MatrixObject;
import org.apache.sysml.runtime.controlprogram.context.ExecutionContext;
import org.apache.sysml.runtime.controlprogram.parfor.stat.Stat;
import org.apache.sysml.runtime.controlprogram.parfor.stat.StatisticMonitor;
import org.apache.sysml.runtime.controlprogram.parfor.stat.Timing;
import org.apache.sysml.runtime.instructions.cp.Data;
import org.apache.sysml.runtime.instructions.cp.IntObject;
/**
* Super class for master/worker pattern implementations. Central place to
* execute set or range tasks.
*
*/
public abstract class ParWorker
{
protected static final Log LOG = LogFactory.getLog(ParWorker.class.getName());
protected long _workerID = -1;
protected ArrayList _childBlocks = null;
protected ExecutionContext _ec = null;
protected ArrayList _resultVars = null;
protected boolean _monitor = false;
protected long _numTasks = -1;
protected long _numIters = -1;
public ParWorker()
{
//implicit constructor (required if parameters not known on object creation,
//e.g., RemoteParWorkerMapper)
}
public ParWorker( long ID, ParForBody body, boolean monitor )
{
_workerID = ID;
if( body != null )
{
_childBlocks = body.getChildBlocks();
_ec = body.getEc();
_resultVars = body.getResultVarNames();
}
_monitor = monitor;
_numTasks = 0;
_numIters = 0;
}
/**
*
* @return
*/
public LocalVariableMap getVariables()
{
return _ec.getVariables();
}
/**
* Returns a summary statistic of executed tasks and hence should only be called
* after execution.
*
* @return
*/
public long getExecutedTasks()
{
return _numTasks;
}
/**
* Returns a summary statistic of executed iterations and hence should only be called
* after execution.
*
* @return
*/
public long getExecutedIterations()
{
return _numIters;
}
/**
*
*/
public void resetExecutedTasks()
{
_numTasks = 0;
_numIters = 0;
}
/**
*
*/
protected void pinResultVariables()
{
for( String var : _resultVars )
{
Data dat = _ec.getVariable(var);
if( dat instanceof MatrixObject )
{
MatrixObject mo = (MatrixObject)dat;
mo.enableCleanup(false);
}
}
}
/**
*
* @param task
* @throws DMLRuntimeException
* @throws DMLUnsupportedOperationException
*/
protected void executeTask( Task task )
throws DMLRuntimeException, DMLUnsupportedOperationException
{
LOG.trace("EXECUTE PARFOR_WORKER ID="+_workerID+" for task "+task.toCompactString());
switch( task.getType() )
{
case SET:
executeSetTask( task );
break;
case RANGE:
executeRangeTask( task );
break;
}
}
/**
*
* @param task
* @throws DMLRuntimeException
* @throws DMLUnsupportedOperationException
*/
private void executeSetTask( Task task )
throws DMLRuntimeException, DMLUnsupportedOperationException
{
//monitoring start
Timing time1 = null, time2 = null;
if( _monitor )
{
time1 = new Timing(true);
time2 = new Timing(true);
}
//core execution
//foreach iteration in task, execute iteration body
for( IntObject indexVal : task.getIterations() )
{
//System.out.println(" EXECUTE ITERATION: "+indexVal.getName()+"="+indexVal.getIntValue());
//set index values
_ec.setVariable(indexVal.getName(), indexVal);
// for each program block
for (ProgramBlock pb : _childBlocks)
pb.execute(_ec);
_numIters++;
if( _monitor )
StatisticMonitor.putPWStat(_workerID, Stat.PARWRK_ITER_T, time1.stop());
}
_numTasks++;
//monitoring end
if( _monitor )
{
StatisticMonitor.putPWStat(_workerID, Stat.PARWRK_TASKSIZE, task.size());
StatisticMonitor.putPWStat(_workerID, Stat.PARWRK_TASK_T, time2.stop());
}
}
/**
*
* @param task
* @throws DMLRuntimeException
* @throws DMLUnsupportedOperationException
*/
private void executeRangeTask( Task task )
throws DMLRuntimeException, DMLUnsupportedOperationException
{
//monitoring start
Timing time1 = null, time2 = null;
if( _monitor )
{
time1 = new Timing(true);
time2 = new Timing(true);
}
//core execution
List tmp = task.getIterations();
String lVarName = tmp.get(0).getName();
long lFrom = tmp.get(0).getLongValue();
long lTo = tmp.get(1).getLongValue();
long lIncr = tmp.get(2).getLongValue();
for( long i=lFrom; i<=lTo; i+=lIncr )
{
//set index values
_ec.setVariable(lVarName, new IntObject(lVarName,i));
// for each program block
for (ProgramBlock pb : _childBlocks)
pb.execute(_ec);
_numIters++;
if( _monitor )
StatisticMonitor.putPWStat(_workerID, Stat.PARWRK_ITER_T, time1.stop());
}
_numTasks++;
//monitoring end
if( _monitor )
{
StatisticMonitor.putPWStat(_workerID, Stat.PARWRK_TASKSIZE, task.size());
StatisticMonitor.putPWStat(_workerID, Stat.PARWRK_TASK_T, time2.stop());
}
}
}