/** * (C) Copyright IBM Corp. 2010, 2015 * * Licensed 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 com.ibm.bi.dml.lops; import com.ibm.bi.dml.lops.LopProperties.ExecLocation; import com.ibm.bi.dml.lops.LopProperties.ExecType; import com.ibm.bi.dml.lops.compile.JobType; import com.ibm.bi.dml.parser.Expression.*; /** * Lop to perform cross product operation */ public class CentralMoment extends Lop { /** * Constructor to perform central moment. * input1 <- data (weighted or unweighted) * input2 <- order (integer: 0, 2, 3, or 4) */ private void init(Lop input1, Lop input2, Lop input3, ExecType et) { this.addInput(input1); this.addInput(input2); input1.addOutput(this); input2.addOutput(this); boolean breaksAlignment = false; boolean aligner = false; boolean definesMRJob = false; if ( et == ExecType.MR ) { definesMRJob = true; lps.addCompatibility(JobType.CM_COV); lps.setProperties(inputs, et, ExecLocation.MapAndReduce, breaksAlignment, aligner, definesMRJob); } else { //CP/SPARK // when executing in CP, this lop takes an optional 3rd input (Weights) if ( input3 != null ) { this.addInput(input3); input3.addOutput(this); } lps.addCompatibility(JobType.INVALID); lps.setProperties(inputs, et, ExecLocation.ControlProgram, breaksAlignment, aligner, definesMRJob); } } public CentralMoment(Lop input1, Lop input2, DataType dt, ValueType vt) { this(input1, input2, null, dt, vt, ExecType.MR); } public CentralMoment(Lop input1, Lop input2, DataType dt, ValueType vt, ExecType et) { this(input1, input2, null, dt, vt, et); } public CentralMoment(Lop input1, Lop input2, Lop input3, DataType dt, ValueType vt) { this(input1, input2, input3, dt, vt, ExecType.MR); } public CentralMoment(Lop input1, Lop input2, Lop input3, DataType dt, ValueType vt, ExecType et) { super(Lop.Type.CentralMoment, dt, vt); init(input1, input2, input3, et); } @Override public String toString() { return "Operation = CentralMoment"; } /** * Function to generate CP centralMoment instruction for weighted operation. * * input1: data * input2: weights * input3: order */ @Override public String getInstructions(String input1, String input2, String input3, String output) { StringBuilder sb = new StringBuilder(); sb.append( getExecType() ); sb.append( Lop.OPERAND_DELIMITOR ); sb.append( "cm" ); sb.append( OPERAND_DELIMITOR ); // Input data sb.append( getInputs().get(0).prepInputOperand(input1) ); sb.append( OPERAND_DELIMITOR ); // Weights sb.append( getInputs().get(1).prepInputOperand(input2) ); sb.append( OPERAND_DELIMITOR ); // Order sb.append( getInputs().get(2).prepScalarInputOperand(getExecType()) ); sb.append( OPERAND_DELIMITOR ); sb.append( prepOutputOperand(output)); return sb.toString(); } /** * Function to generate CP centralMoment instruction for unweighted operation. * * input1: data * input2: order (not used, and order is derived internally!) */ @Override public String getInstructions(String input1, String input2, String output) { StringBuilder sb = new StringBuilder(); sb.append( getExecType() ); sb.append( Lop.OPERAND_DELIMITOR ); sb.append( "cm" ); sb.append( OPERAND_DELIMITOR ); // Input data (can be weighted or unweighted) sb.append( getInputs().get(0).prepInputOperand(input1)); sb.append( OPERAND_DELIMITOR ); // Order sb.append( getInputs().get(1).prepScalarInputOperand(getExecType()) ); sb.append( OPERAND_DELIMITOR ); sb.append( this.prepOutputOperand(output)); return sb.toString(); } /** * Function to generate MR central moment instruction, invoked from * <code>Dag.java:getAggAndOtherInstructions()</code>. This function * is used for both weighted and unweighted operations. * * input_index: data (in case of weighted: data combined via combinebinary) * output_index: produced output * * The order for central moment is derived internally in the function. */ @Override public String getInstructions(int input_index, int output_index) { return getInstructions(input_index+"", "", output_index+""); } }