| /* |
| * 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.lops.rewrite; |
| |
| import org.apache.sysds.common.Types; |
| import org.apache.sysds.conf.ConfigurationManager; |
| import org.apache.sysds.lops.Lop; |
| import org.apache.sysds.lops.OperatorOrderingUtils; |
| import org.apache.sysds.lops.UnaryCP; |
| import org.apache.sysds.parser.StatementBlock; |
| |
| import java.util.ArrayList; |
| import java.util.Arrays; |
| import java.util.List; |
| |
| public class RewriteAddBroadcastLop extends LopRewriteRule |
| { |
| @Override |
| public List<StatementBlock> rewriteLOPinStatementBlock(StatementBlock sb) |
| { |
| if (!ConfigurationManager.isBroadcastEnabled()) |
| return List.of(sb); |
| |
| ArrayList<Lop> lops = OperatorOrderingUtils.getLopList(sb); |
| if (lops == null) |
| return List.of(sb); |
| |
| ArrayList<Lop> nodesWithBroadcast = new ArrayList<>(); |
| for (Lop l : lops) { |
| nodesWithBroadcast.add(l); |
| if (isBroadcastNeeded(l)) { |
| List<Lop> oldOuts = new ArrayList<>(l.getOutputs()); |
| // Construct a Broadcast lop that takes this Spark node as an input |
| UnaryCP bc = new UnaryCP(l, Types.OpOp1.BROADCAST, l.getDataType(), l.getValueType(), Types.ExecType.CP); |
| bc.setAsynchronous(true); |
| //FIXME: Wire Broadcast only with the necessary outputs |
| for (Lop outCP : oldOuts) { |
| // Rewire l -> outCP to l -> Broadcast -> outCP |
| bc.addOutput(outCP); |
| outCP.replaceInput(l, bc); |
| l.removeOutput(outCP); |
| //FIXME: Rewire _inputParams when needed (e.g. GroupedAggregate) |
| } |
| //Place it immediately after the Spark lop in the node list |
| nodesWithBroadcast.add(bc); |
| } |
| } |
| // New node is added inplace in the Lop DAG |
| return Arrays.asList(sb); |
| } |
| |
| @Override |
| public List<StatementBlock> rewriteLOPinStatementBlocks(List<StatementBlock> sbs) { |
| return sbs; |
| } |
| |
| private static boolean isBroadcastNeeded(Lop lop) { |
| // Asynchronously broadcast a matrix if that is produced by a CP instruction, |
| // and at least one Spark parent needs to broadcast this intermediate (eg. mapmm) |
| boolean isBc = lop.getOutputs().stream() |
| .anyMatch(out -> (out.getBroadcastInput() == lop)); |
| //TODO: Early broadcast objects that are bigger than a single block |
| boolean isCP = lop.getExecType() == Types.ExecType.CP; |
| return isCP && isBc && lop.getDataType() == Types.DataType.MATRIX; |
| } |
| } |