/* * 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.*; /** * Lop to perform tertiary operation. All inputs must be matrices or vectors. * For example, this lop is used in evaluating A = ctable(B,C,W) * * Currently, this lop is used only in case of CTABLE functionality. */ public class Ternary extends Lop { private boolean _ignoreZeros = false; public enum OperationTypes { CTABLE_TRANSFORM, CTABLE_TRANSFORM_SCALAR_WEIGHT, CTABLE_TRANSFORM_HISTOGRAM, CTABLE_TRANSFORM_WEIGHTED_HISTOGRAM, CTABLE_EXPAND_SCALAR_WEIGHT, INVALID }; OperationTypes operation; public Ternary(Lop[] inputLops, OperationTypes op, DataType dt, ValueType vt, ExecType et) { this(inputLops, op, dt, vt, false, et); } public Ternary(Lop[] inputLops, OperationTypes op, DataType dt, ValueType vt, boolean ignoreZeros, ExecType et) { super(Lop.Type.Ternary, dt, vt); init(inputLops, op, et); _ignoreZeros = ignoreZeros; } private void init(Lop[] inputLops, OperationTypes op, ExecType et) { operation = op; for(int i=0; i < inputLops.length; i++) { this.addInput(inputLops[i]); inputLops[i].addOutput(this); } boolean breaksAlignment = true; boolean aligner = false; boolean definesMRJob = false; if ( et == ExecType.MR ) { lps.addCompatibility(JobType.GMR); //lps.addCompatibility(JobType.DATAGEN); MB: disabled due to piggybacking issues //lps.addCompatibility(JobType.REBLOCK); MB: disabled since no runtime support if( operation==OperationTypes.CTABLE_EXPAND_SCALAR_WEIGHT ) this.lps.setProperties( inputs, et, ExecLocation.Reduce, breaksAlignment, aligner, definesMRJob ); //TODO create runtime for ctable in gmr mapper and switch to maporreduce. //this.lps.setProperties( inputs, et, ExecLocation.MapOrReduce, breaksAlignment, aligner, definesMRJob ); else this.lps.setProperties( inputs, et, ExecLocation.Reduce, breaksAlignment, aligner, definesMRJob ); } else { lps.addCompatibility(JobType.INVALID); this.lps.setProperties( inputs, et, ExecLocation.ControlProgram, breaksAlignment, aligner, definesMRJob ); } } @Override public String toString() { return " Operation: " + operation; } public static OperationTypes findCtableOperationByInputDataTypes(DataType dt1, DataType dt2, DataType dt3) { if ( dt1 == DataType.MATRIX ) { if (dt2 == DataType.MATRIX && dt3 == DataType.SCALAR) { // F = ctable(A,B) or F = ctable(A,B,1) return OperationTypes.CTABLE_TRANSFORM_SCALAR_WEIGHT; } else if (dt2 == DataType.SCALAR && dt3 == DataType.SCALAR) { // F=ctable(A,1) or F = ctable(A,1,1) return OperationTypes.CTABLE_TRANSFORM_HISTOGRAM; } else if (dt2 == DataType.SCALAR && dt3 == DataType.MATRIX) { // F=ctable(A,1,W) return OperationTypes.CTABLE_TRANSFORM_WEIGHTED_HISTOGRAM; } else { // F=ctable(A,B,W) return OperationTypes.CTABLE_TRANSFORM; } } else { return OperationTypes.INVALID; } } /** * method to get operation type * @return operation type */ public OperationTypes getOperationType() { return operation; } @Override public String getInstructions(String input1, String input2, String input3, String output) throws LopsException { StringBuilder sb = new StringBuilder(); sb.append( getExecType() ); sb.append( Lop.OPERAND_DELIMITOR ); if( operation != Ternary.OperationTypes.CTABLE_EXPAND_SCALAR_WEIGHT ) sb.append( "ctable" ); else sb.append( "ctableexpand" ); sb.append( OPERAND_DELIMITOR ); if ( getInputs().get(0).getDataType() == DataType.SCALAR ) { sb.append ( getInputs().get(0).prepScalarInputOperand(getExecType()) ); } else { sb.append( getInputs().get(0).prepInputOperand(input1)); } sb.append( OPERAND_DELIMITOR ); if ( getInputs().get(1).getDataType() == DataType.SCALAR ) { sb.append ( getInputs().get(1).prepScalarInputOperand(getExecType()) ); } else { sb.append( getInputs().get(1).prepInputOperand(input2)); } sb.append( OPERAND_DELIMITOR ); if ( getInputs().get(2).getDataType() == DataType.SCALAR ) { sb.append ( getInputs().get(2).prepScalarInputOperand(getExecType()) ); } else { sb.append( getInputs().get(2).prepInputOperand(input3)); } sb.append( OPERAND_DELIMITOR ); if ( this.getInputs().size() > 3 ) { sb.append(getInputs().get(3).getOutputParameters().getLabel()); sb.append(LITERAL_PREFIX); sb.append((getInputs().get(3).getType() == Type.Data && ((Data)getInputs().get(3)).isLiteral()) ); sb.append( OPERAND_DELIMITOR ); sb.append(getInputs().get(4).getOutputParameters().getLabel()); sb.append(LITERAL_PREFIX); sb.append((getInputs().get(4).getType() == Type.Data && ((Data)getInputs().get(4)).isLiteral()) ); sb.append( OPERAND_DELIMITOR ); } else { sb.append(-1); sb.append(LITERAL_PREFIX); sb.append(true); sb.append( OPERAND_DELIMITOR ); sb.append(-1); sb.append(LITERAL_PREFIX); sb.append(true); sb.append( OPERAND_DELIMITOR ); } sb.append( this.prepOutputOperand(output)); sb.append( OPERAND_DELIMITOR ); sb.append( _ignoreZeros ); return sb.toString(); } @Override public String getInstructions(int input_index1, int input_index2, int input_index3, int output_index) throws LopsException { StringBuilder sb = new StringBuilder(); sb.append( getExecType() ); sb.append( Lop.OPERAND_DELIMITOR ); switch(operation) { /* Arithmetic */ case CTABLE_TRANSFORM: // F = ctable(A,B,W) sb.append( "ctabletransform" ); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(0).prepInputOperand(input_index1)); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(1).prepInputOperand(input_index2)); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(2).prepInputOperand(input_index3)); sb.append( OPERAND_DELIMITOR ); break; case CTABLE_TRANSFORM_SCALAR_WEIGHT: // F = ctable(A,B) or F = ctable(A,B,1) // third input must be a scalar, and hence input_index3 == -1 if ( input_index3 != -1 ) { throw new LopsException(this.printErrorLocation() + "In Tertiary Lop, Unexpected input while computing the instructions for op: " + operation + " \n"); } int scalarIndex = 2; // index of the scalar input sb.append( "ctabletransformscalarweight" ); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(0).prepInputOperand(input_index1)); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(1).prepInputOperand(input_index2)); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(scalarIndex).prepScalarInputOperand(getExecType())); sb.append( OPERAND_DELIMITOR ); break; case CTABLE_EXPAND_SCALAR_WEIGHT: // F = ctable(seq,B) or F = ctable(seq,B,1) // second and third inputs must be scalars, and hence input_index2 == -1, input_index3 == -1 if ( input_index3 != -1 ) { throw new LopsException(this.printErrorLocation() + "In Tertiary Lop, Unexpected input while computing the instructions for op: " + operation + " \n"); } int scalarIndex2 = 1; // index of the scalar input int scalarIndex3 = 2; // index of the scalar input sb.append( "ctableexpandscalarweight" ); sb.append( OPERAND_DELIMITOR ); //get(0) because input under group sb.append( getInputs().get(0).prepInputOperand(input_index1)); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(scalarIndex2).prepScalarInputOperand(getExecType())); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(scalarIndex3).prepScalarInputOperand(getExecType())); sb.append( OPERAND_DELIMITOR ); break; case CTABLE_TRANSFORM_HISTOGRAM: // F=ctable(A,1) or F = ctable(A,1,1) if ( input_index2 != -1 || input_index3 != -1) throw new LopsException(this.printErrorLocation() + "In Tertiary Lop, Unexpected input while computing the instructions for op: " + operation); // 2nd and 3rd inputs are scalar inputs sb.append( "ctabletransformhistogram" ); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(0).prepInputOperand(input_index1)); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(1).prepScalarInputOperand(getExecType()) ); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(2).prepScalarInputOperand(getExecType()) ); sb.append( OPERAND_DELIMITOR ); break; case CTABLE_TRANSFORM_WEIGHTED_HISTOGRAM: // F=ctable(A,1,W) if ( input_index2 != -1 ) throw new LopsException(this.printErrorLocation() + "In Tertiary Lop, Unexpected input while computing the instructions for op: " + operation); // 2nd input is the scalar input sb.append( "ctabletransformweightedhistogram" ); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(0).prepInputOperand(input_index1)); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(1).prepScalarInputOperand(getExecType())); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(2).prepInputOperand(input_index3)); sb.append( OPERAND_DELIMITOR ); break; default: throw new UnsupportedOperationException(this.printErrorLocation() + "Instruction is not defined for Tertiary operation: " + operation); } long outputDim1=-1, outputDim2=-1; if ( getInputs().size() > 3 ) { sb.append(getInputs().get(3).prepScalarLabel()); sb.append( OPERAND_DELIMITOR ); sb.append(getInputs().get(4).prepScalarLabel()); sb.append( OPERAND_DELIMITOR ); /*if ( input3 instanceof Data && ((Data)input3).isLiteral() && input4 instanceof Data && ((Data)input4).isLiteral() ) { outputDim1 = ((Data)input3).getLongValue(); outputDim2 = ((Data)input4).getLongValue(); }*/ } else { sb.append( outputDim1 ); sb.append( OPERAND_DELIMITOR ); sb.append( outputDim2 ); sb.append( OPERAND_DELIMITOR ); } sb.append( this.prepOutputOperand(output_index)); return sb.toString(); } public static OperationTypes getOperationType(String opcode) { OperationTypes op = null; if( opcode.equals("ctabletransform") ) op = OperationTypes.CTABLE_TRANSFORM; else if( opcode.equals("ctabletransformscalarweight") ) op = OperationTypes.CTABLE_TRANSFORM_SCALAR_WEIGHT; else if( opcode.equals("ctableexpandscalarweight") ) op = OperationTypes.CTABLE_EXPAND_SCALAR_WEIGHT; else if( opcode.equals("ctabletransformhistogram") ) op = OperationTypes.CTABLE_TRANSFORM_HISTOGRAM; else if( opcode.equals("ctabletransformweightedhistogram") ) op = OperationTypes.CTABLE_TRANSFORM_WEIGHTED_HISTOGRAM; else throw new UnsupportedOperationException("Tertiary operation code is not defined: " + opcode); return op; } }