/* * 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.codegen.template; import java.util.ArrayList; import java.util.Comparator; import java.util.HashMap; import java.util.HashSet; import java.util.List; import org.apache.sysml.hops.Hop; import org.apache.sysml.hops.codegen.template.CPlanMemoTable.MemoTableEntry; import org.apache.sysml.hops.codegen.template.TemplateBase.TemplateType; import org.apache.sysml.hops.rewrite.HopRewriteUtils; import org.apache.sysml.runtime.util.UtilFunctions; public abstract class PlanSelection { private final HashMap<Long, List<MemoTableEntry>> _bestPlans = new HashMap<Long, List<MemoTableEntry>>(); private final HashSet<VisitMark> _visited = new HashSet<VisitMark>(); /** * Given a HOP DAG G, and a set of partial fusions plans P, find the set of optimal, * non-conflicting fusion plans P' that applied to G minimizes costs C with * P' = \argmin_{p \subseteq P} C(G, p) s.t. Z \vDash p, where Z is a set of * constraints such as memory budgets and block size restrictions per fused operator. * * @param memo partial fusion plans P * @param roots entry points of HOP DAG G */ public abstract void selectPlans(CPlanMemoTable memo, ArrayList<Hop> roots); /** * Determines if the given partial fusion plan is valid. * * @param me memo table entry * @param hop current hop * @return true if entry is valid as top-level plan */ protected static boolean isValid(MemoTableEntry me, Hop hop) { return (me.type == TemplateType.OuterProdTpl && (me.closed || HopRewriteUtils.isBinaryMatrixMatrixOperation(hop))) || (me.type == TemplateType.RowTpl) || (me.type == TemplateType.CellTpl) || (me.type == TemplateType.MultiAggTpl); } protected void addBestPlan(long hopID, MemoTableEntry me) { if( me == null ) return; if( !_bestPlans.containsKey(hopID) ) _bestPlans.put(hopID, new ArrayList<MemoTableEntry>()); _bestPlans.get(hopID).add(me); } protected HashMap<Long, List<MemoTableEntry>> getBestPlans() { return _bestPlans; } public boolean isVisited(long hopID, TemplateType type) { return _visited.contains(new VisitMark(hopID, type)); } public void setVisited(long hopID, TemplateType type) { _visited.add(new VisitMark(hopID, type)); } /** * Basic plan comparator to compare memo table entries with regard to * a pre-defined template preference order and the number of references. */ protected static class BasicPlanComparator implements Comparator<MemoTableEntry> { @Override public int compare(MemoTableEntry o1, MemoTableEntry o2) { //for different types, select preferred type if( o1.type != o2.type ) return Integer.compare(o1.type.getRank(), o2.type.getRank()); //for same type, prefer plan with more refs return Integer.compare( 3-o1.countPlanRefs(), 3-o2.countPlanRefs()); } } private static class VisitMark { private final long _hopID; private final TemplateType _type; public VisitMark(long hopID, TemplateType type) { _hopID = hopID; _type = type; } @Override public int hashCode() { return UtilFunctions.longlongHashCode( _hopID, (_type!=null)?_type.hashCode():0); } @Override public boolean equals(Object o) { return (o instanceof VisitMark && _hopID == ((VisitMark)o)._hopID && _type == ((VisitMark)o)._type); } } }