| /* |
| * 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.lops; |
| |
| import org.apache.sysml.lops.LopProperties.ExecLocation; |
| import org.apache.sysml.lops.LopProperties.ExecType; |
| import org.apache.sysml.lops.compile.JobType; |
| import org.apache.sysml.parser.Expression.DataType; |
| import org.apache.sysml.parser.Expression.ValueType; |
| |
| |
| public class MapMultChain extends Lop |
| { |
| |
| public static final String OPCODE = "mapmmchain"; |
| public static final String OPCODE_CP = "mmchain"; |
| |
| public enum ChainType { |
| XtXv, //(t(X) %*% (X %*% v)) |
| XtwXv, //(t(X) %*% (w * (X %*% v))) |
| XtXvy, //(t(X) %*% ((X %*% v) - y)) |
| NONE, |
| } |
| |
| private ChainType _chainType = null; |
| private int _numThreads = 1; |
| |
| /** |
| * Constructor to setup a map mult chain without weights |
| * |
| * @param input |
| * @param op |
| * @return |
| * @throws LopsException |
| */ |
| public MapMultChain(Lop input1, Lop input2, DataType dt, ValueType vt, ExecType et) |
| throws LopsException |
| { |
| super(Lop.Type.MapMultChain, dt, vt); |
| addInput(input1); //X |
| addInput(input2); //v |
| input1.addOutput(this); |
| input2.addOutput(this); |
| |
| //setup mapmult parameters |
| _chainType = ChainType.XtXv; |
| setupLopProperties(et); |
| } |
| |
| /** |
| * Constructor to setup a map mult chain with weights |
| * |
| * @param input |
| * @param op |
| * @return |
| * @throws LopsException |
| */ |
| public MapMultChain(Lop input1, Lop input2, Lop input3, ChainType chain, DataType dt, ValueType vt, ExecType et) |
| throws LopsException |
| { |
| super(Lop.Type.MapMultChain, dt, vt); |
| addInput(input1); //X |
| addInput(input2); //w |
| addInput(input3); //v |
| input1.addOutput(this); |
| input2.addOutput(this); |
| input3.addOutput(this); |
| |
| //setup mapmult parameters |
| _chainType = chain; |
| setupLopProperties(et); |
| } |
| |
| /** |
| * |
| * @param et |
| */ |
| private void setupLopProperties( ExecType et ) |
| { |
| if( et == ExecType.MR ) |
| { |
| //setup MR parameters |
| boolean breaksAlignment = true; |
| boolean aligner = false; |
| boolean definesMRJob = false; |
| lps.addCompatibility(JobType.GMR); |
| lps.addCompatibility(JobType.DATAGEN); |
| lps.setProperties( inputs, ExecType.MR, ExecLocation.Map, breaksAlignment, aligner, definesMRJob ); |
| } |
| else //Spark/CP |
| { |
| //setup Spark parameters |
| boolean breaksAlignment = false; |
| boolean aligner = false; |
| boolean definesMRJob = false; |
| lps.addCompatibility(JobType.INVALID); |
| lps.setProperties( inputs, et, ExecLocation.ControlProgram, breaksAlignment, aligner, definesMRJob ); |
| } |
| } |
| |
| public void setNumThreads(int k) { |
| _numThreads = k; |
| } |
| |
| public String toString() { |
| return "Operation = MapMMChain"; |
| } |
| |
| @Override |
| public String getInstructions(int input_index1, int input_index2, int output_index) |
| { |
| //MR instruction XtXv |
| StringBuilder sb = new StringBuilder(); |
| |
| sb.append(getExecType()); |
| sb.append(Lop.OPERAND_DELIMITOR); |
| |
| sb.append(OPCODE); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( getInputs().get(0).prepInputOperand(input_index1)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( getInputs().get(1).prepInputOperand(input_index2)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( this.prepOutputOperand(output_index)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append(_chainType); |
| |
| return sb.toString(); |
| } |
| |
| @Override |
| public String getInstructions(int input_index1, int input_index2, int input_index3, int output_index) |
| { |
| //MR instruction XtwXv |
| StringBuilder sb = new StringBuilder(); |
| |
| sb.append(getExecType()); |
| sb.append(Lop.OPERAND_DELIMITOR); |
| |
| sb.append(OPCODE); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( getInputs().get(0).prepInputOperand(input_index1)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( getInputs().get(1).prepInputOperand(input_index2)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( getInputs().get(2).prepInputOperand(input_index3)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( this.prepOutputOperand(output_index)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append(_chainType); |
| |
| return sb.toString(); |
| } |
| |
| @Override |
| public String getInstructions(String input1, String input2, String output) |
| { |
| //Spark instruction XtXv |
| StringBuilder sb = new StringBuilder(); |
| |
| sb.append(getExecType()); |
| sb.append(Lop.OPERAND_DELIMITOR); |
| |
| if( getExecType()==ExecType.CP ) |
| sb.append(OPCODE_CP); |
| else |
| sb.append(OPCODE); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( getInputs().get(0).prepInputOperand(input1)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( getInputs().get(1).prepInputOperand(input2)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( this.prepOutputOperand(output)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append(_chainType); |
| |
| //append degree of parallelism for matrix multiplications |
| if( getExecType()==ExecType.CP ) { |
| sb.append( OPERAND_DELIMITOR ); |
| sb.append( _numThreads ); |
| } |
| |
| return sb.toString(); |
| } |
| |
| @Override |
| public String getInstructions(String input1, String input2, String input3, String output) |
| { |
| //Spark instruction XtwXv |
| StringBuilder sb = new StringBuilder(); |
| |
| sb.append(getExecType()); |
| sb.append(Lop.OPERAND_DELIMITOR); |
| |
| if( getExecType()==ExecType.CP ) |
| sb.append(OPCODE_CP); |
| else |
| sb.append(OPCODE); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( getInputs().get(0).prepInputOperand(input1)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( getInputs().get(1).prepInputOperand(input2)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( getInputs().get(2).prepInputOperand(input3)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append( this.prepOutputOperand(output)); |
| |
| sb.append(Lop.OPERAND_DELIMITOR); |
| sb.append(_chainType); |
| |
| //append degree of parallelism for matrix multiplications |
| if( getExecType()==ExecType.CP ) { |
| sb.append( OPERAND_DELIMITOR ); |
| sb.append( _numThreads ); |
| } |
| |
| return sb.toString(); |
| } |
| |
| @Override |
| public boolean usesDistributedCache() |
| { |
| return true; |
| } |
| |
| @Override |
| public int[] distributedCacheInputIndex() |
| { |
| if( _chainType == ChainType.XtXv ) |
| return new int[]{2}; |
| else if( _chainType == ChainType.XtwXv || _chainType == ChainType.XtXvy ) |
| return new int[]{2,3}; |
| |
| //error |
| return new int[]{-1}; |
| } |
| } |