/* * 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.runtime.instructions.mr; import java.util.ArrayList; import org.apache.sysml.lops.MapMultChain.ChainType; import org.apache.sysml.runtime.DMLRuntimeException; import org.apache.sysml.runtime.instructions.InstructionUtils; import org.apache.sysml.runtime.matrix.data.MatrixBlock; import org.apache.sysml.runtime.matrix.data.MatrixIndexes; import org.apache.sysml.runtime.matrix.data.MatrixValue; import org.apache.sysml.runtime.matrix.mapred.CachedValueMap; import org.apache.sysml.runtime.matrix.mapred.DistributedCacheInput; import org.apache.sysml.runtime.matrix.mapred.IndexedMatrixValue; import org.apache.sysml.runtime.matrix.mapred.MRBaseForCommonInstructions; public class MapMultChainInstruction extends MRInstruction implements IDistributedCacheConsumer { private ChainType _chainType = null; private byte _input1 = -1; private byte _input2 = -1; private byte _input3 = -1; /** * Two matrix inputs - type XtXv * * @param type chain type * @param in1 input byte 1 * @param in2 input byte 2 * @param out output byte * @param istr instruction string */ public MapMultChainInstruction(ChainType type, byte in1, byte in2, byte out, String istr) { super(null, out); _chainType = type; _input1 = in1; _input2 = in2; _input3 = -1; mrtype = MRINSTRUCTION_TYPE.MapMultChain; instString = istr; } /** * Three matrix inputs - type XtwXv * * @param type chain type * @param in1 input byte 1 * @param in2 input byte 2 * @param in3 input byte 3 * @param out output byte * @param istr instruction string */ public MapMultChainInstruction(ChainType type, byte in1, byte in2, byte in3, byte out, String istr) { super(null, out); _chainType = type; _input1 = in1; _input2 = in2; _input3 = in3; mrtype = MRINSTRUCTION_TYPE.MapMultChain; instString = istr; } public ChainType getChainType() { return _chainType; } public byte getInput1() { return _input1; } public byte getInput2() { return _input2; } public byte getInput3() { return _input3; } public static MapMultChainInstruction parseInstruction( String str ) throws DMLRuntimeException { //check number of fields (2/3 inputs, output, type) InstructionUtils.checkNumFields ( str, 4, 5 ); //parse instruction parts (without exec type) String[] parts = InstructionUtils.getInstructionParts( str ); byte in1 = Byte.parseByte(parts[1]); byte in2 = Byte.parseByte(parts[2]); if( parts.length==5 ) { byte out = Byte.parseByte(parts[3]); ChainType type = ChainType.valueOf(parts[4]); return new MapMultChainInstruction(type, in1, in2, out, str); } else //parts.length==6 { byte in3 = Byte.parseByte(parts[3]); byte out = Byte.parseByte(parts[4]); ChainType type = ChainType.valueOf(parts[5]); return new MapMultChainInstruction(type, in1, in2, in3, out, str); } } @Override //IDistributedCacheConsumer public boolean isDistCacheOnlyIndex( String inst, byte index ) { return (_chainType == ChainType.XtXv) ? (index==_input2 && index!=_input1) : (index==_input2 && index!=_input1) || (index==_input3 && index!=_input1); } @Override //IDistributedCacheConsumer public void addDistCacheIndex( String inst, ArrayList<Byte> indexes ) { if( _chainType == ChainType.XtXv ){ indexes.add(_input2); } else { indexes.add(_input2); indexes.add(_input3); } } @Override public byte[] getInputIndexes() { if( _chainType==ChainType.XtXv ) return new byte[]{_input1, _input2}; else return new byte[]{_input1, _input2, _input3}; } @Override public byte[] getAllIndexes() { if( _chainType==ChainType.XtXv ) return new byte[]{_input1, _input2, output}; else return new byte[]{_input1, _input2, _input3, output}; } @Override public void processInstruction(Class<? extends MatrixValue> valueClass, CachedValueMap cachedValues, IndexedMatrixValue tempValue, IndexedMatrixValue zeroInput, int blockRowFactor, int blockColFactor) throws DMLRuntimeException { ArrayList<IndexedMatrixValue> blkList = cachedValues.get(_input1); if( blkList !=null ) for(IndexedMatrixValue imv : blkList) { if(imv==null) continue; MatrixIndexes inIx = imv.getIndexes(); MatrixValue inVal = imv.getValue(); //allocate space for the output value IndexedMatrixValue iout = null; if(output==_input1) iout=tempValue; else iout=cachedValues.holdPlace(output, valueClass); MatrixIndexes outIx = iout.getIndexes(); MatrixValue outVal = iout.getValue(); //process instruction if( _chainType == ChainType.XtXv ) processXtXvOperations(inIx, inVal, outIx, outVal); else processXtwXvOperations(inIx, inVal, outIx, outVal, _chainType); //put the output value in the cache if(iout==tempValue) cachedValues.add(output, iout); } } /** * Chain implementation for r = (t(X)%*%(X%*%v)) * (implemented as r = (t(t(X%*%v)%*%X)) * * @param inIx input matrix indexes * @param inVal input matrix value * @param outIx output matrix indexes * @param outVal output matrix value * @throws DMLRuntimeException if DMLRuntimeException occurs */ private void processXtXvOperations(MatrixIndexes inIx, MatrixValue inVal, MatrixIndexes outIx, MatrixValue outVal ) throws DMLRuntimeException { DistributedCacheInput dcInput2 = MRBaseForCommonInstructions.dcValues.get(_input2); //v MatrixBlock Xi = (MatrixBlock)inVal; MatrixBlock v = (MatrixBlock) dcInput2.getDataBlock(1, 1).getValue(); //process core block operation Xi.chainMatrixMultOperations(v, null, (MatrixBlock) outVal, ChainType.XtXv); outIx.setIndexes(1, 1); } /** * Chain implementation for r = (t(X)%*%(w*(X%*%v))) * (implemented as r = (t(t((X%*%v)*w)%*%X)) * * @param inIx input matrix indexes * @param inVal input matrix value * @param outIx output matrix indexes * @param outVal output matrix value * @throws DMLRuntimeException if DMLRuntimeException occurs */ private void processXtwXvOperations(MatrixIndexes inIx, MatrixValue inVal, MatrixIndexes outIx, MatrixValue outVal, ChainType chain ) throws DMLRuntimeException { DistributedCacheInput dcInput2 = MRBaseForCommonInstructions.dcValues.get(_input2); //v DistributedCacheInput dcInput3 = MRBaseForCommonInstructions.dcValues.get(_input3); //w MatrixBlock Xi = (MatrixBlock) inVal; MatrixBlock v = (MatrixBlock) dcInput2.getDataBlock(1, 1).getValue(); MatrixBlock w = (MatrixBlock) dcInput3.getDataBlock((int)inIx.getRowIndex(), 1).getValue(); //process core block operation Xi.chainMatrixMultOperations(v, w, (MatrixBlock) outVal, chain); outIx.setIndexes(1, 1); } }