|
| 1 | +/* |
| 2 | + * Licensed to the Apache Software Foundation (ASF) under one |
| 3 | + * or more contributor license agreements. See the NOTICE file |
| 4 | + * distributed with this work for additional information |
| 5 | + * regarding copyright ownership. The ASF licenses this file |
| 6 | + * to you under the Apache License, Version 2.0 (the |
| 7 | + * "License"); you may not use this file except in compliance |
| 8 | + * with the License. You may obtain a copy of the License at |
| 9 | + * |
| 10 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 11 | + * |
| 12 | + * Unless required by applicable law or agreed to in writing, |
| 13 | + * software distributed under the License is distributed on an |
| 14 | + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| 15 | + * KIND, either express or implied. See the License for the |
| 16 | + * specific language governing permissions and limitations |
| 17 | + * under the License. |
| 18 | + */ |
| 19 | + |
| 20 | +package org.apache.sysds.hops.fedplanner; |
| 21 | + |
| 22 | +import org.apache.sysds.hops.Hop; |
| 23 | +import org.apache.sysds.hops.OptimizerUtils; |
| 24 | +import org.apache.commons.lang3.tuple.Pair; |
| 25 | +import org.apache.commons.lang3.tuple.ImmutablePair; |
| 26 | +import org.apache.sysds.runtime.instructions.fed.FEDInstruction.FederatedOutput; |
| 27 | +import java.util.Comparator; |
| 28 | +import java.util.HashMap; |
| 29 | +import java.util.List; |
| 30 | +import java.util.ArrayList; |
| 31 | +import java.util.Map; |
| 32 | +import java.util.HashSet; |
| 33 | +import java.util.Set; |
| 34 | + |
| 35 | +/** |
| 36 | + * A Memoization Table for managing federated plans (FedPlan) based on combinations of Hops and fedOutTypes. |
| 37 | + * This table stores and manages different execution plan variants for each Hop and fedOutType combination, |
| 38 | + * facilitating the optimization of federated execution plans. |
| 39 | + */ |
| 40 | +public class FederatedMemoTable { |
| 41 | + // Maps Hop ID and fedOutType pairs to their plan variants |
| 42 | + private final Map<Pair<Long, FederatedOutput>, FedPlanVariants> hopMemoTable = new HashMap<>(); |
| 43 | + |
| 44 | + /** |
| 45 | + * Adds a new federated plan to the memo table. |
| 46 | + * Creates a new variant list if none exists for the given Hop and fedOutType. |
| 47 | + * |
| 48 | + * @param hop The Hop node |
| 49 | + * @param fedOutType The federated output type |
| 50 | + * @param planChilds List of child plan references |
| 51 | + * @return The newly created FedPlan |
| 52 | + */ |
| 53 | + public FedPlan addFedPlan(Hop hop, FederatedOutput fedOutType, List<Pair<Long, FederatedOutput>> planChilds) { |
| 54 | + long hopID = hop.getHopID(); |
| 55 | + FedPlanVariants fedPlanVariantList; |
| 56 | + |
| 57 | + if (contains(hopID, fedOutType)) { |
| 58 | + fedPlanVariantList = hopMemoTable.get(new ImmutablePair<>(hopID, fedOutType)); |
| 59 | + } else { |
| 60 | + fedPlanVariantList = new FedPlanVariants(hop, fedOutType); |
| 61 | + hopMemoTable.put(new ImmutablePair<>(hopID, fedOutType), fedPlanVariantList); |
| 62 | + } |
| 63 | + |
| 64 | + FedPlan newPlan = new FedPlan(planChilds, fedPlanVariantList); |
| 65 | + fedPlanVariantList.addFedPlan(newPlan); |
| 66 | + |
| 67 | + return newPlan; |
| 68 | + } |
| 69 | + |
| 70 | + /** |
| 71 | + * Retrieves the minimum cost child plan considering the parent's output type. |
| 72 | + * The cost is calculated using getParentViewCost to account for potential type mismatches. |
| 73 | + * |
| 74 | + * @param childHopID ? |
| 75 | + * @param childFedOutType ? |
| 76 | + * @return ? |
| 77 | + */ |
| 78 | + public FedPlan getMinCostChildFedPlan(long childHopID, FederatedOutput childFedOutType) { |
| 79 | + FedPlanVariants fedPlanVariantList = hopMemoTable.get(new ImmutablePair<>(childHopID, childFedOutType)); |
| 80 | + return fedPlanVariantList._fedPlanVariants.stream() |
| 81 | + .min(Comparator.comparingDouble(FedPlan::getTotalCost)) |
| 82 | + .orElse(null); |
| 83 | + } |
| 84 | + |
| 85 | + public FedPlanVariants getFedPlanVariants(long hopID, FederatedOutput fedOutType) { |
| 86 | + return hopMemoTable.get(new ImmutablePair<>(hopID, fedOutType)); |
| 87 | + } |
| 88 | + |
| 89 | + /** |
| 90 | + * Checks if the memo table contains an entry for a given Hop and fedOutType. |
| 91 | + * |
| 92 | + * @param hopID The Hop ID. |
| 93 | + * @param fedOutType The associated fedOutType. |
| 94 | + * @return True if the entry exists, false otherwise. |
| 95 | + */ |
| 96 | + public boolean contains(long hopID, FederatedOutput fedOutType) { |
| 97 | + return hopMemoTable.containsKey(new ImmutablePair<>(hopID, fedOutType)); |
| 98 | + } |
| 99 | + |
| 100 | + /** |
| 101 | + * Prunes all entries in the memo table, retaining only the minimum-cost |
| 102 | + * FedPlan for each entry. |
| 103 | + */ |
| 104 | + public void pruneMemoTable() { |
| 105 | + for (Map.Entry<Pair<Long, FederatedOutput>, FedPlanVariants> entry : hopMemoTable.entrySet()) { |
| 106 | + List<FedPlan> fedPlanList = entry.getValue().getFedPlanVariants(); |
| 107 | + if (fedPlanList.size() > 1) { |
| 108 | + // Find the FedPlan with the minimum cost |
| 109 | + FedPlan minCostPlan = fedPlanList.stream() |
| 110 | + .min(Comparator.comparingDouble(FedPlan::getTotalCost)) |
| 111 | + .orElse(null); |
| 112 | + |
| 113 | + // Retain only the minimum cost plan |
| 114 | + fedPlanList.clear(); |
| 115 | + fedPlanList.add(minCostPlan); |
| 116 | + } |
| 117 | + } |
| 118 | + } |
| 119 | + |
| 120 | + /** |
| 121 | + * Recursively prints a tree representation of the DAG starting from the given root FedPlan. |
| 122 | + * Includes information about hopID, fedOutType, TotalCost, SelfCost, and NetCost for each node. |
| 123 | + * |
| 124 | + * @param rootFedPlan The starting point FedPlan to print |
| 125 | + */ |
| 126 | + public void printFedPlanTree(FedPlan rootFedPlan) { |
| 127 | + Set<FedPlan> visited = new HashSet<>(); |
| 128 | + printFedPlanTreeRecursive(rootFedPlan, visited, 0, true); |
| 129 | + } |
| 130 | + |
| 131 | + /** |
| 132 | + * Helper method to recursively print the FedPlan tree. |
| 133 | + * |
| 134 | + * @param plan The current FedPlan to print |
| 135 | + * @param visited Set to keep track of visited FedPlans (prevents cycles) |
| 136 | + * @param depth The current depth level for indentation |
| 137 | + * @param isLast Whether this node is the last child of its parent |
| 138 | + */ |
| 139 | + private void printFedPlanTreeRecursive(FedPlan plan, Set<FedPlan> visited, int depth, boolean isLast) { |
| 140 | + if (plan == null || visited.contains(plan)) { |
| 141 | + return; |
| 142 | + } |
| 143 | + |
| 144 | + visited.add(plan); |
| 145 | + |
| 146 | + Hop hop = plan.getHopRef(); |
| 147 | + StringBuilder sb = new StringBuilder(); |
| 148 | + |
| 149 | + // Add FedPlan information |
| 150 | + sb.append(String.format("(%d) ", plan.getHopRef().getHopID())) |
| 151 | + .append(plan.getHopRef().getOpString()) |
| 152 | + .append(" [") |
| 153 | + .append(plan.getFedOutType()) |
| 154 | + .append("]"); |
| 155 | + |
| 156 | + StringBuilder childs = new StringBuilder(); |
| 157 | + childs.append(" ("); |
| 158 | + boolean childAdded = false; |
| 159 | + for( Hop input : hop.getInput()){ |
| 160 | + childs.append(childAdded?",":""); |
| 161 | + childs.append(input.getHopID()); |
| 162 | + childAdded = true; |
| 163 | + } |
| 164 | + childs.append(")"); |
| 165 | + if( childAdded ) |
| 166 | + sb.append(childs.toString()); |
| 167 | + |
| 168 | + |
| 169 | + sb.append(String.format(" {Total: %.1f, Self: %.1f, Net: %.1f}", |
| 170 | + plan.getTotalCost(), |
| 171 | + plan.getSelfCost(), |
| 172 | + plan.getNetTransferCost())); |
| 173 | + |
| 174 | + // Add matrix characteristics |
| 175 | + sb.append(" [") |
| 176 | + .append(hop.getDim1()).append(", ") |
| 177 | + .append(hop.getDim2()).append(", ") |
| 178 | + .append(hop.getBlocksize()).append(", ") |
| 179 | + .append(hop.getNnz()); |
| 180 | + |
| 181 | + if (hop.getUpdateType().isInPlace()) { |
| 182 | + sb.append(", ").append(hop.getUpdateType().toString().toLowerCase()); |
| 183 | + } |
| 184 | + sb.append("]"); |
| 185 | + |
| 186 | + // Add memory estimates |
| 187 | + sb.append(" [") |
| 188 | + .append(OptimizerUtils.toMB(hop.getInputMemEstimate())).append(", ") |
| 189 | + .append(OptimizerUtils.toMB(hop.getIntermediateMemEstimate())).append(", ") |
| 190 | + .append(OptimizerUtils.toMB(hop.getOutputMemEstimate())).append(" -> ") |
| 191 | + .append(OptimizerUtils.toMB(hop.getMemEstimate())).append("MB]"); |
| 192 | + |
| 193 | + // Add reblock and checkpoint requirements |
| 194 | + if (hop.requiresReblock() && hop.requiresCheckpoint()) { |
| 195 | + sb.append(" [rblk, chkpt]"); |
| 196 | + } else if (hop.requiresReblock()) { |
| 197 | + sb.append(" [rblk]"); |
| 198 | + } else if (hop.requiresCheckpoint()) { |
| 199 | + sb.append(" [chkpt]"); |
| 200 | + } |
| 201 | + |
| 202 | + // Add execution type |
| 203 | + if (hop.getExecType() != null) { |
| 204 | + sb.append(", ").append(hop.getExecType()); |
| 205 | + } |
| 206 | + |
| 207 | + System.out.println(sb); |
| 208 | + |
| 209 | + // Process child nodes |
| 210 | + List<Pair<Long, FederatedOutput>> childRefs = plan.getChildFedPlans(); |
| 211 | + for (int i = 0; i < childRefs.size(); i++) { |
| 212 | + Pair<Long, FederatedOutput> childRef = childRefs.get(i); |
| 213 | + FedPlanVariants childVariants = getFedPlanVariants(childRef.getLeft(), childRef.getRight()); |
| 214 | + if (childVariants == null || childVariants.getFedPlanVariants().isEmpty()) |
| 215 | + continue; |
| 216 | + |
| 217 | + boolean isLastChild = (i == childRefs.size() - 1); |
| 218 | + for (FedPlan childPlan : childVariants.getFedPlanVariants()) { |
| 219 | + printFedPlanTreeRecursive(childPlan, visited, depth + 1, isLastChild); |
| 220 | + } |
| 221 | + } |
| 222 | + } |
| 223 | + |
| 224 | + /** |
| 225 | + * Represents a collection of federated execution plan variants for a specific Hop. |
| 226 | + * Contains cost information and references to the associated plans. |
| 227 | + */ |
| 228 | + public static class FedPlanVariants { |
| 229 | + protected final Hop hopRef; // Reference to the associated Hop |
| 230 | + protected double selfCost; // Current execution cost (compute + memory access) |
| 231 | + protected double netTransferCost; // Network transfer cost |
| 232 | + private final FederatedOutput fedOutType; // Output type (FOUT/LOUT) |
| 233 | + protected List<FedPlan> _fedPlanVariants; // List of plan variants |
| 234 | + |
| 235 | + public FedPlanVariants(Hop hopRef, FederatedOutput fedOutType) { |
| 236 | + this.hopRef = hopRef; |
| 237 | + this.fedOutType = fedOutType; |
| 238 | + this.selfCost = 0; |
| 239 | + this.netTransferCost = 0; |
| 240 | + this._fedPlanVariants = new ArrayList<>(); |
| 241 | + } |
| 242 | + |
| 243 | + public int size() {return _fedPlanVariants.size();} |
| 244 | + public void addFedPlan(FedPlan fedPlan) {_fedPlanVariants.add(fedPlan);} |
| 245 | + public List<FedPlan> getFedPlanVariants() {return _fedPlanVariants;} |
| 246 | + } |
| 247 | + |
| 248 | + /** |
| 249 | + * Represents a single federated execution plan with its associated costs and dependencies. |
| 250 | + * Contains: |
| 251 | + * 1. selfCost: Cost of current hop (compute + input/output memory access) |
| 252 | + * 2. totalCost: Cumulative cost including this plan and all child plans |
| 253 | + * 3. netTransferCost: Network transfer cost for this plan to parent plan. |
| 254 | + */ |
| 255 | + public static class FedPlan { |
| 256 | + private double totalCost; // Total cost including child plans |
| 257 | + private final FedPlanVariants fedPlanVariants; // Reference to variant list |
| 258 | + private final List<Pair<Long, FederatedOutput>> childFedPlans; // Child plan references |
| 259 | + |
| 260 | + public FedPlan(List<Pair<Long, FederatedOutput>> childFedPlans, FedPlanVariants fedPlanVariants) { |
| 261 | + this.totalCost = 0; |
| 262 | + this.childFedPlans = childFedPlans; |
| 263 | + this.fedPlanVariants = fedPlanVariants; |
| 264 | + } |
| 265 | + |
| 266 | + public void setTotalCost(double totalCost) {this.totalCost = totalCost;} |
| 267 | + public void setSelfCost(double selfCost) {fedPlanVariants.selfCost = selfCost;} |
| 268 | + public void setNetTransferCost(double netTransferCost) {fedPlanVariants.netTransferCost = netTransferCost;} |
| 269 | + |
| 270 | + public Hop getHopRef() {return fedPlanVariants.hopRef;} |
| 271 | + public FederatedOutput getFedOutType() {return fedPlanVariants.fedOutType;} |
| 272 | + public double getTotalCost() {return totalCost;} |
| 273 | + public double getSelfCost() {return fedPlanVariants.selfCost;} |
| 274 | + private double getNetTransferCost() {return fedPlanVariants.netTransferCost;} |
| 275 | + public List<Pair<Long, FederatedOutput>> getChildFedPlans() {return childFedPlans;} |
| 276 | + |
| 277 | + /** |
| 278 | + * Calculates the conditional network transfer cost based on output type compatibility. |
| 279 | + * Returns 0 if output types match, otherwise returns the network transfer cost. |
| 280 | + * @param parentFedOutType ? |
| 281 | + * @return ? |
| 282 | + */ |
| 283 | + public double getCondNetTransferCost(FederatedOutput parentFedOutType) { |
| 284 | + if (parentFedOutType == getFedOutType()) return 0; |
| 285 | + return fedPlanVariants.netTransferCost; |
| 286 | + } |
| 287 | + } |
| 288 | +} |
0 commit comments