/* * 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.cp; import org.apache.sysml.lops.WeightedDivMM.WDivMMType; import org.apache.sysml.lops.WeightedSigmoid.WSigmoidType; import org.apache.sysml.lops.WeightedSquaredLoss.WeightsType; import org.apache.sysml.lops.WeightedCrossEntropy.WCeMMType; import org.apache.sysml.lops.WeightedUnaryMM.WUMMType; import org.apache.sysml.parser.Expression.DataType; import org.apache.sysml.runtime.DMLRuntimeException; import org.apache.sysml.runtime.controlprogram.context.ExecutionContext; import org.apache.sysml.runtime.instructions.InstructionUtils; import org.apache.sysml.runtime.matrix.data.MatrixBlock; import org.apache.sysml.runtime.matrix.data.MatrixValue; import org.apache.sysml.runtime.matrix.operators.Operator; import org.apache.sysml.runtime.matrix.operators.QuaternaryOperator; public class QuaternaryCPInstruction extends ComputationCPInstruction { private CPOperand input4 = null; private int _numThreads = -1; public QuaternaryCPInstruction(Operator op, CPOperand in1, CPOperand in2, CPOperand in3, CPOperand in4, CPOperand out, int k, String opcode, String istr ) { super(op, in1, in2, in3, out, opcode, istr); input4 = in4; _numThreads = k; } public static QuaternaryCPInstruction parseInstruction(String inst) throws DMLRuntimeException { String[] parts = InstructionUtils.getInstructionPartsWithValueType(inst); String opcode = parts[0]; if( opcode.equalsIgnoreCase("wsloss") || opcode.equalsIgnoreCase("wdivmm") || opcode.equalsIgnoreCase("wcemm") ) { InstructionUtils.checkNumFields ( parts, 7 ); CPOperand in1 = new CPOperand(parts[1]); CPOperand in2 = new CPOperand(parts[2]); CPOperand in3 = new CPOperand(parts[3]); CPOperand in4 = new CPOperand(parts[4]); CPOperand out = new CPOperand(parts[5]); int k = Integer.parseInt(parts[7]); if( opcode.equalsIgnoreCase("wsloss") ) return new QuaternaryCPInstruction(new QuaternaryOperator(WeightsType.valueOf(parts[6])), in1, in2, in3, in4, out, k, opcode, inst); else if( opcode.equalsIgnoreCase("wdivmm") ) return new QuaternaryCPInstruction(new QuaternaryOperator(WDivMMType.valueOf(parts[6])), in1, in2, in3, in4, out, k, opcode, inst); else if( opcode.equalsIgnoreCase("wcemm") ) return new QuaternaryCPInstruction(new QuaternaryOperator(WCeMMType.valueOf(parts[6])), in1, in2, in3, in4, out, k, opcode, inst); } else if( opcode.equalsIgnoreCase("wsigmoid") ) { InstructionUtils.checkNumFields ( parts, 6 ); CPOperand in1 = new CPOperand(parts[1]); CPOperand in2 = new CPOperand(parts[2]); CPOperand in3 = new CPOperand(parts[3]); CPOperand out = new CPOperand(parts[4]); int k = Integer.parseInt(parts[6]); if( opcode.equalsIgnoreCase("wsigmoid") ) return new QuaternaryCPInstruction(new QuaternaryOperator(WSigmoidType.valueOf(parts[5])), in1, in2, in3, null, out, k, opcode, inst); } else if( opcode.equalsIgnoreCase("wumm") ) { InstructionUtils.checkNumFields ( parts, 7 ); String uopcode = parts[1]; CPOperand in1 = new CPOperand(parts[2]); CPOperand in2 = new CPOperand(parts[3]); CPOperand in3 = new CPOperand(parts[4]); CPOperand out = new CPOperand(parts[5]); int k = Integer.parseInt(parts[7]); return new QuaternaryCPInstruction(new QuaternaryOperator(WUMMType.valueOf(parts[6]),uopcode), in1, in2, in3, null, out, k, opcode, inst); } throw new DMLRuntimeException("Unexpected opcode in QuaternaryCPInstruction: " + inst); } @Override public void processInstruction(ExecutionContext ec) throws DMLRuntimeException { QuaternaryOperator qop = (QuaternaryOperator) _optr; MatrixBlock matBlock1 = ec.getMatrixInput(input1.getName()); MatrixBlock matBlock2 = ec.getMatrixInput(input2.getName()); MatrixBlock matBlock3 = ec.getMatrixInput(input3.getName()); MatrixBlock matBlock4 = null; if( qop.hasFourInputs() ) { if (input4.getDataType() == DataType.SCALAR) { matBlock4 = new MatrixBlock(1, 1, false); final double eps = ec.getScalarInput(input4.getName(), input4.getValueType(), input4.isLiteral()).getDoubleValue(); matBlock4.quickSetValue(0, 0, eps); } else { matBlock4 = ec.getMatrixInput(input4.getName()); } } //core execute MatrixValue out = matBlock1.quaternaryOperations(qop, matBlock2, matBlock3, matBlock4, new MatrixBlock(), _numThreads); //release inputs and output ec.releaseMatrixInput(input1.getName()); ec.releaseMatrixInput(input2.getName()); ec.releaseMatrixInput(input3.getName()); if( qop.wtype1 != null || qop.wtype4 != null ) { //wsloss/wcemm if( (qop.wtype1 != null && qop.wtype1.hasFourInputs()) || (qop.wtype4 != null && qop.wtype4.hasFourInputs()) ) if (input4.getDataType() == DataType.MATRIX) { ec.releaseMatrixInput(input4.getName()); } ec.setVariable(output.getName(), new DoubleObject(out.getValue(0, 0))); } else { //wsigmoid / wdivmm / wumm if( qop.wtype3 != null && qop.wtype3.hasFourInputs() ) if (input4.getDataType() == DataType.MATRIX) { ec.releaseMatrixInput(input4.getName()); } ec.setMatrixOutput(output.getName(), (MatrixBlock)out); } } }