| /* |
| * 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.hops.cost; |
| |
| import java.io.IOException; |
| import java.util.ArrayList; |
| import java.util.HashMap; |
| |
| import org.apache.commons.logging.Log; |
| import org.apache.commons.logging.LogFactory; |
| import org.apache.log4j.Level; |
| import org.apache.log4j.Logger; |
| |
| import org.apache.sysml.hops.Hop; |
| import org.apache.sysml.hops.HopsException; |
| import org.apache.sysml.lops.LopsException; |
| import org.apache.sysml.runtime.DMLRuntimeException; |
| import org.apache.sysml.runtime.controlprogram.LocalVariableMap; |
| import org.apache.sysml.runtime.controlprogram.Program; |
| import org.apache.sysml.runtime.controlprogram.ProgramBlock; |
| import org.apache.sysml.runtime.controlprogram.context.ExecutionContext; |
| import org.apache.sysml.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] |
| DYNAMIC // based on dynamic offline performance profile, [time in sec] |
| }; |
| |
| private static final boolean LDEBUG = false; //internal local debug level |
| private static final Log LOG = LogFactory.getLog(CostEstimationWrapper.class.getName()); |
| private static final CostType DEFAULT_COSTTYPE = CostType.STATIC; |
| |
| private static CostEstimator _costEstim = null; |
| |
| |
| static |
| { |
| // for internal debugging only |
| if( LDEBUG ) { |
| Logger.getLogger("org.apache.sysml.hops.cost") |
| .setLevel((Level) Level.DEBUG); |
| } |
| |
| //create cost estimator |
| try |
| { |
| //TODO config parameter? |
| _costEstim = createCostEstimator(DEFAULT_COSTTYPE); |
| } |
| catch(Exception ex) |
| { |
| LOG.error("Failed cost estimator initialization.", ex); |
| } |
| } |
| |
| /** |
| * |
| * @param rtprog |
| * @return |
| * @throws DMLRuntimeException |
| */ |
| public static double getTimeEstimate(Program rtprog, ExecutionContext ec) |
| throws DMLRuntimeException |
| { |
| Timing time = new Timing(true); |
| |
| HashMap<String,VarStats> stats = new HashMap<String, VarStats>(); |
| 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; |
| } |
| |
| /** |
| * |
| * @param pb |
| * @param ec |
| * @return |
| * @throws DMLRuntimeException |
| */ |
| public static double getTimeEstimate(ProgramBlock pb, ExecutionContext ec, boolean recursive) |
| throws DMLRuntimeException |
| { |
| Timing time = new Timing(true); |
| |
| HashMap<String,VarStats> stats = new HashMap<String, VarStats>(); |
| 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; |
| } |
| |
| /** |
| * |
| * @param hops |
| * @param ec |
| * @return |
| * @throws DMLRuntimeException |
| * @throws HopsException |
| * @throws LopsException |
| * @throws IOException |
| */ |
| public static double getTimeEstimate( ArrayList<Hop> hops, ExecutionContext ec ) |
| throws DMLRuntimeException, HopsException, LopsException, IOException |
| { |
| Timing time = new Timing(true); |
| |
| HashMap<String,VarStats> stats = new HashMap<String, VarStats>(); |
| LocalVariableMap vars = (ec!=null)? ec.getVariables() : new LocalVariableMap(); |
| |
| double costs = _costEstim.getTimeEstimate(hops, vars, stats); |
| LOG.debug("Finished estimation in "+time.stop()+"ms."); |
| |
| return costs; |
| } |
| |
| /** |
| * |
| * @param type |
| * @return |
| * @throws DMLRuntimeException |
| */ |
| private static CostEstimator createCostEstimator( CostType type ) |
| throws DMLRuntimeException |
| { |
| switch( type ) |
| { |
| case NUM_MRJOBS: |
| return new CostEstimatorNumMRJobs(); |
| case STATIC: |
| return new CostEstimatorStaticRuntime(); |
| default: |
| throw new DMLRuntimeException("Unknown cost type: "+type); |
| } |
| } |
| } |