| /* |
| * 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.sysds.test.component.compress; |
| |
| import org.apache.sysds.runtime.compress.CompressedMatrixBlock; |
| import org.apache.sysds.runtime.compress.CompressionSettings; |
| import org.apache.sysds.runtime.controlprogram.parfor.stat.InfrastructureAnalyzer; |
| import org.apache.sysds.runtime.instructions.InstructionUtils; |
| import org.apache.sysds.runtime.matrix.data.MatrixBlock; |
| import org.apache.sysds.runtime.matrix.operators.AggregateBinaryOperator; |
| import org.apache.sysds.runtime.matrix.operators.AggregateUnaryOperator; |
| import org.apache.sysds.runtime.util.DataConverter; |
| import org.apache.sysds.test.TestUtils; |
| import org.apache.sysds.test.component.compress.TestConstants.MatrixTypology; |
| import org.apache.sysds.test.component.compress.TestConstants.SparsityType; |
| import org.apache.sysds.test.component.compress.TestConstants.ValueRange; |
| import org.apache.sysds.test.component.compress.TestConstants.ValueType; |
| import org.junit.Test; |
| import org.junit.runner.RunWith; |
| import org.junit.runners.Parameterized; |
| |
| @RunWith(value = Parameterized.class) |
| public class ParCompressedMatrixTest extends AbstractCompressedUnaryTests { |
| |
| public ParCompressedMatrixTest(SparsityType sparType, ValueType valType, ValueRange valRange, |
| CompressionSettings compressionSettings, MatrixTypology matrixTypology) { |
| super(sparType, valType, valRange, compressionSettings, matrixTypology, |
| InfrastructureAnalyzer.getLocalParallelism()); |
| } |
| |
| @Override |
| public void testUnaryOperators(AggType aggType) { |
| AggregateUnaryOperator auop = super.getUnaryOperator(aggType, _k); |
| testUnaryOperators(aggType, auop); |
| } |
| |
| @Test |
| public void testLeftMatrixMatrixMultMediumSparse2() { |
| try { |
| if(!(cmb instanceof CompressedMatrixBlock)) |
| return; // Input was not compressed then just pass test |
| |
| MatrixBlock matrix = DataConverter |
| .convertToMatrixBlock(TestUtils.generateTestMatrix(132, rows, 0.9, 1.5, .1, 3)); |
| |
| // Make Operator |
| AggregateBinaryOperator abop = InstructionUtils.getMatMultOperator(_k); |
| |
| // vector-matrix uncompressed |
| MatrixBlock ret1 = mb.aggregateBinaryOperations(matrix, mb, new MatrixBlock(), abop); |
| |
| // vector-matrix compressed |
| MatrixBlock ret2 = cmb.aggregateBinaryOperations(matrix, cmb, new MatrixBlock(), abop); |
| |
| // compare result with input |
| double[][] d1 = DataConverter.convertToDoubleMatrix(ret1); |
| double[][] d2 = DataConverter.convertToDoubleMatrix(ret2); |
| if(compressionSettings.lossy) { |
| TestUtils.compareMatricesPercentageDistance(d1, d2, 0.25, 0.83, compressionSettings.toString()); |
| } |
| else { |
| if(rows > 65000) { |
| TestUtils.compareMatricesPercentageDistance(d1, d2, 0.50, 0.99, compressionSettings.toString()); |
| } |
| else { |
| TestUtils.compareMatricesBitAvgDistance(d1, d2, 10000, 500, compressionSettings.toString()); |
| } |
| } |
| } |
| catch(Exception e) { |
| e.printStackTrace(); |
| throw new RuntimeException(this.toString() + "\n" + e.getMessage(), e); |
| } |
| } |
| |
| } |