| /* |
| * 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(); |
| } |
| } |