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/*
* 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.sysds.hops.cost;
import java.util.HashMap;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.sysds.runtime.DMLRuntimeException;
import org.apache.sysds.runtime.controlprogram.LocalVariableMap;
import org.apache.sysds.runtime.controlprogram.Program;
import org.apache.sysds.runtime.controlprogram.ProgramBlock;
import org.apache.sysds.runtime.controlprogram.context.ExecutionContext;
import org.apache.sysds.runtime.controlprogram.parfor.stat.Timing;
public class CostEstimationWrapper
{
public enum CostType {
NUM_MRJOBS, //based on number of MR jobs, [number MR jobs]
STATIC // based on FLOPS, read/write, etc, [time in sec]
}
private static final Log LOG = LogFactory.getLog(CostEstimationWrapper.class.getName());
private static final CostType DEFAULT_COSTTYPE = CostType.STATIC;
private static CostEstimator _costEstim = null;
static
{
//create cost estimator
try
{
//TODO config parameter?
_costEstim = createCostEstimator(DEFAULT_COSTTYPE);
}
catch(Exception ex)
{
LOG.error("Failed cost estimator initialization.", ex);
}
}
public static double getTimeEstimate(Program rtprog, ExecutionContext ec) {
Timing time = new Timing(true);
HashMap<String,VarStats> stats = new HashMap<>();
LocalVariableMap vars = (ec!=null)? ec.getVariables() : new LocalVariableMap();
double costs = _costEstim.getTimeEstimate(rtprog, vars, stats);
LOG.debug("Finished estimation in "+time.stop()+"ms.");
return costs;
}
public static double getTimeEstimate(ProgramBlock pb, ExecutionContext ec, boolean recursive) {
Timing time = new Timing(true);
HashMap<String,VarStats> stats = new HashMap<>();
LocalVariableMap vars = (ec!=null)? ec.getVariables() : new LocalVariableMap();
double costs = _costEstim.getTimeEstimate(pb, vars, stats, recursive);
LOG.debug("Finished estimation in "+time.stop()+"ms.");
return costs;
}
private static CostEstimator createCostEstimator( CostType type ) {
switch( type )
{
case STATIC:
return new CostEstimatorStaticRuntime();
default:
throw new DMLRuntimeException("Unknown cost type: "+type);
}
}
}