blob: 3ecb0b29b9361731157c59dd445ac7a5dd27546d [file]
/*
* 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.fedplanner;
import org.apache.sysds.api.DMLException;
import org.apache.sysds.hops.Hop;
import org.apache.sysds.hops.cost.HopRel;
import org.apache.sysds.runtime.DMLRuntimeException;
import org.apache.sysds.runtime.instructions.fed.FEDInstruction;
import java.util.Comparator;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.Optional;
import java.util.stream.Collectors;
/**
* Memoization of federated execution alternatives.
* This memoization data structure is used when generating optimal federated execution plans.
* The alternative executions are stored as HopRels and the methods of this class are used to
* add, update, and retrieve the alternatives.
*/
public class MemoTable {
//TODO refactoring: could we generalize the privacy and codegen memo tables into
// a generic implementation (e.g., MemoTable<HopRel>) that can be reused in both?
/**
* Map holding the relation between Hop IDs and execution plan alternatives.
*/
private final Map<Long, List<HopRel>> hopRelMemo = new HashMap<>();
/**
* Get list of strings representing the different
* hopRel federated outputs related to root hop.
* @param root for which HopRel fedouts are found
* @return federated output values as strings
*/
public List<String> getFedOutAlternatives(Hop root){
if ( !containsHop(root) )
return null;
else return hopRelMemo.get(root.getHopID()).stream()
.map(HopRel::getFederatedOutput)
.map(FEDInstruction.FederatedOutput::name).collect(Collectors.toList());
}
/**
* Get the HopRel with minimum cost for given root hop
* @param root hop for which minimum cost HopRel is found
* @return HopRel with minimum cost for given hop
*/
public HopRel getMinCostAlternative(Hop root){
return hopRelMemo.get(root.getHopID()).stream()
.min(Comparator.comparingDouble(HopRel::getCost))
.orElseThrow(() -> new DMLException("Hop root " + root + " has no feasible federated output alternatives"));
}
/**
* Checks if any of the federated execution alternatives for the given root hop has federated output.
* @param root hop for which execution alternatives are checked
* @return true if root has federated output as an execution alternative
*/
public boolean hasFederatedOutputAlternative(Hop root){
return hopRelMemo.get(root.getHopID()).stream().anyMatch(HopRel::hasFederatedOutput);
}
/**
* Get the federated output alternative for given root hop or throw exception if not found.
* @param root hop for which federated output HopRel is returned
* @return federated output HopRel for given root hop
*/
public HopRel getFederatedOutputAlternative(Hop root){
return getFederatedOutputAlternativeOptional(root).orElseThrow(
() -> new DMLException("Hop root " + root + " has no FOUT alternative"));
}
/**
* Get the federated output alternative for given root hop or null if not found.
* @param root hop for which federated output HopRel is returned
* @return federated output HopRel for given root hop
*/
public HopRel getFederatedOutputAlternativeOrNull(Hop root){
return getFederatedOutputAlternativeOptional(root).orElse(null);
}
private Optional<HopRel> getFederatedOutputAlternativeOptional(Hop root){
return hopRelMemo.get(root.getHopID()).stream().filter(HopRel::hasFederatedOutput).findFirst();
}
public HopRel getLOUTOrNONEAlternative(Hop root){
return hopRelMemo.get(root.getHopID())
.stream()
.filter(inHopRel -> !inHopRel.hasFederatedOutput())
.min(Comparator.comparingDouble(HopRel::getCost))
.orElseThrow(() -> new DMLException("Hop root " + root.getHopID() + " " + root + " has no LOUT alternative"));
}
/**
* Memoize hopRels related to given root.
* @param root for which hopRels are added
* @param hopRels execution alternatives related to the given root
*/
public void put(Hop root, List<HopRel> hopRels){
hopRelMemo.put(root.getHopID(), hopRels);
}
/**
* Checks if root hop has been added to memo.
* @param root hop
* @return true if root has been added to memo.
*/
public boolean containsHop(Hop root){
return hopRelMemo.containsKey(root.getHopID());
}
/**
* Checks if given HopRel has been added to memo.
* @param root HopRel
* @return true if root HopRel has been added to memo.
*/
public boolean containsHopRel(HopRel root){
return containsHop(root.getHopRef())
&& hopRelMemo.get(root.getHopRef().getHopID()).stream()
.anyMatch(h -> h.getFederatedOutput() == root.getFederatedOutput());
}
/**
* Get all output FTypes of given root from HopRels stored in memo.
* @param root for which output FTypes are found
* @return list of output FTypes
*/
public List<FTypes.FType> getFTypes(Hop root){
if ( !hopRelMemo.containsKey(root.getHopID()) )
throw new DMLRuntimeException("HopRels not found in memo: " + root.getHopID() + " " + root);
return hopRelMemo.get(root.getHopID()).stream()
.map(HopRel::getFType)
.collect(Collectors.toList());
}
public HopRel getHopRel(Hop root, FTypes.FType fType){
return hopRelMemo.get(root.getHopID()).stream()
.filter(in -> in.getFType() == fType)
.findFirst()
.orElseThrow(() -> new DMLRuntimeException("FType not found in memo"));
}
public int getSize(){
return hopRelMemo.size();
}
@Override
public String toString(){
StringBuilder sb = new StringBuilder();
sb.append("Federated MemoTable has ").append(getSize()).append(" entries with the following values:");
sb.append("\n").append("{").append("\n");
for (Map.Entry<Long,List<HopRel>> hopEntry : hopRelMemo.entrySet()){
sb.append(" ").append(hopEntry.getKey()).append(":").append("\n");
for ( HopRel hopRel : hopEntry.getValue() ){
sb.append(" ").append(hopRel.getFederatedOutput()).append(" ").append(hopRel.getCost()).append("\n");
}
}
sb.append("\n");
return sb.toString();
}
}