/** * (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 transpose/vector to diag operations * This lop can change the keys and hence break alignment. */ public class Transform extends Lop { public enum OperationTypes { Transpose, Diag, Reshape, Sort }; private boolean _bSortIndInMem = false; private OperationTypes operation = null; /** * Constructor when we have one input. * @param input * @param op */ public Transform(Lop input, Transform.OperationTypes op, DataType dt, ValueType vt, ExecType et) { super(Lop.Type.Transform, dt, vt); init(input, op, dt, vt, et); } public Transform(Lop input, Transform.OperationTypes op, DataType dt, ValueType vt) { super(Lop.Type.Transform, dt, vt); init(input, op, dt, vt, ExecType.MR); } public Transform(Lop input, Transform.OperationTypes op, DataType dt, ValueType vt, ExecType et, boolean bSortIndInMem) { super(Lop.Type.Transform, dt, vt); _bSortIndInMem = bSortIndInMem; init(input, op, dt, vt, et); } private void init (Lop input, Transform.OperationTypes op, DataType dt, ValueType vt, ExecType et) { operation = op; this.addInput(input); input.addOutput(this); boolean breaksAlignment = true; boolean aligner = false; boolean definesMRJob = false; if ( et == ExecType.MR ) { /* * This lop CAN NOT be executed in PARTITION, SORT, STANDALONE * MMCJ: only in mapper. */ lps.addCompatibility(JobType.GMR); lps.addCompatibility(JobType.DATAGEN); lps.addCompatibility(JobType.REBLOCK); lps.addCompatibility(JobType.CSV_REBLOCK); lps.addCompatibility(JobType.MMCJ); lps.addCompatibility(JobType.MMRJ); if( op == OperationTypes.Reshape ) //reshape should be executed in map because we have potentially large intermediate data and want to exploit the combiner. this.lps.setProperties( inputs, et, ExecLocation.Map, breaksAlignment, aligner, definesMRJob ); else this.lps.setProperties( inputs, et, ExecLocation.MapOrReduce, breaksAlignment, aligner, definesMRJob ); } else //CP/SPARK { // <code>breaksAlignment</code> is not meaningful when <code>Transform</code> executes in CP. breaksAlignment = false; lps.addCompatibility(JobType.INVALID); lps.setProperties( inputs, et, ExecLocation.ControlProgram, breaksAlignment, aligner, definesMRJob ); } } @Override public String toString() { return " Operation: " + operation; } /** * method to get operation type * @return */ public OperationTypes getOperationType() { return operation; } private String getOpcode() { switch(operation) { case Transpose: // Transpose a matrix return "r'"; case Diag: // Transform a vector into a diagonal matrix return "rdiag"; case Reshape: // Transform a vector into a diagonal matrix return "rshape"; case Sort: // Transform a matrix into a sorted matrix return "rsort"; default: throw new UnsupportedOperationException(this.printErrorLocation() + "Instruction is not defined for Transform operation " + operation); } } //CP instructions @Override public String getInstructions(String input1, String output) throws LopsException { StringBuilder sb = new StringBuilder(); sb.append( getExecType() ); sb.append( OPERAND_DELIMITOR ); sb.append( getOpcode() ); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(0).prepInputOperand(input1)); sb.append( OPERAND_DELIMITOR ); sb.append( this.prepOutputOperand(output)); return sb.toString(); } @Override public String getInstructions(String input1, String input2, String input3, String input4, String output) throws LopsException { //only used for reshape StringBuilder sb = new StringBuilder(); sb.append( getExecType() ); sb.append( OPERAND_DELIMITOR ); sb.append( getOpcode() ); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(0).prepInputOperand(input1)); //rows, cols, byrow String[] inputX = new String[]{input2,input3,input4}; for( int i=1; i<=(inputX.length); i++ ) { Lop ltmp = getInputs().get(i); sb.append( OPERAND_DELIMITOR ); sb.append( ltmp.prepScalarInputOperand(getExecType())); } //output sb.append( OPERAND_DELIMITOR ); sb.append( this.prepOutputOperand(output)); if( getExecType()==ExecType.SPARK && operation == OperationTypes.Sort ){ sb.append( OPERAND_DELIMITOR ); sb.append( _bSortIndInMem); } return sb.toString(); } //MR instructions @Override public String getInstructions(int input_index, int output_index) throws LopsException { StringBuilder sb = new StringBuilder(); sb.append( getExecType() ); sb.append( OPERAND_DELIMITOR ); sb.append( getOpcode() ); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(0).prepInputOperand(input_index)); sb.append( OPERAND_DELIMITOR ); sb.append( this.prepOutputOperand(output_index)); return sb.toString(); } @Override public String getInstructions(int input_index1, int input_index2, int input_index3, int input_index4, int output_index) throws LopsException { //only used for reshape StringBuilder sb = new StringBuilder(); sb.append( getExecType() ); sb.append( OPERAND_DELIMITOR ); sb.append( getOpcode() ); sb.append( OPERAND_DELIMITOR ); sb.append( getInputs().get(0).prepInputOperand(input_index1)); //rows Lop input2 = getInputs().get(1); String rowsString = input2.prepScalarLabel(); sb.append( OPERAND_DELIMITOR ); sb.append( rowsString ); //cols Lop input3 = getInputs().get(2); String colsString = input3.prepScalarLabel(); sb.append( OPERAND_DELIMITOR ); sb.append( colsString ); //byrow Lop input4 = getInputs().get(3); String byrowString = input4.prepScalarLabel(); if ( input4.getExecLocation() == ExecLocation.Data && !((Data)input4).isLiteral() || !(input4.getExecLocation() == ExecLocation.Data ) ){ throw new LopsException(this.printErrorLocation() + "Parameter 'byRow' must be a literal for a matrix operation."); } sb.append( OPERAND_DELIMITOR ); sb.append( byrowString ); //output sb.append( OPERAND_DELIMITOR ); sb.append( this.prepOutputOperand(output_index)); return sb.toString(); } public static Transform constructTransformLop(Lop input1, OperationTypes op, DataType dt, ValueType vt) { for (Lop lop : input1.getOutputs()) { if ( lop.type == Lop.Type.Transform ) { return (Transform)lop; } } Transform retVal = new Transform(input1, op, dt, vt); retVal.setAllPositions(input1.getBeginLine(), input1.getBeginColumn(), input1.getEndLine(), input1.getEndColumn()); return retVal; } public static Transform constructTransformLop(Lop input1, OperationTypes op, DataType dt, ValueType vt, ExecType et) { for (Lop lop : input1.getOutputs()) { if ( lop.type == Lop.Type.Transform ) { return (Transform)lop; } } Transform retVal = new Transform(input1, op, dt, vt, et); retVal.setAllPositions(input1.getBeginLine(), input1.getBeginColumn(), input1.getEndLine(), input1.getEndColumn()); return retVal; } }