src/test/java/org/apache/sysds/test/functions/dnn/ReluBackwardTest.java

/*
 * 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.functions.dnn;

import java.util.HashMap;

import org.junit.Test;
import org.apache.sysds.api.DMLScript;
import org.apache.sysds.common.Types.ExecMode;
import org.apache.sysds.lops.LopProperties.ExecType;
import org.apache.sysds.runtime.matrix.data.MatrixValue.CellIndex;
import org.apache.sysds.test.AutomatedTestBase;
import org.apache.sysds.test.TestConfiguration;
import org.apache.sysds.test.TestUtils;

public class ReluBackwardTest extends AutomatedTestBase
{
	private final static String TEST_NAME = "ReluBackwardTest";
	private final static String TEST_DIR = "functions/tensor/";
	private final static String TEST_CLASS_DIR = TEST_DIR + ReluBackwardTest.class.getSimpleName() + "/";
	private final static double epsilon=0.0000000001;
	
	@Override
	public void setUp() {
		addTestConfiguration(TEST_NAME, new TestConfiguration(TEST_CLASS_DIR, TEST_NAME, new String[] {"B"}));
	}
	
	@Test
	public void testReluBackwardDense1()  {
		runReluBackwardTest(ExecType.CP, 10, 100);
	}
	
	@Test
	public void testReluBackwardDense2() {
		runReluBackwardTest(ExecType.CP, 100, 10);
	}
	
	@Test
	public void testReluBackwardDense3() {
		runReluBackwardTest(ExecType.CP, 100, 100);
	}
	
	public void runReluBackwardTest( ExecType et, int M, int N) 
	{
		ExecMode oldRTP = rtplatform;
		
		boolean sparkConfigOld = DMLScript.USE_LOCAL_SPARK_CONFIG;
		
		try
		{
			TestConfiguration config = getTestConfiguration(TEST_NAME);
			if(et == ExecType.SPARK) {
				rtplatform = ExecMode.SPARK;
			}
			else {
				rtplatform = ExecMode.SINGLE_NODE;
			}
			if( rtplatform == ExecMode.SPARK )
				DMLScript.USE_LOCAL_SPARK_CONFIG = true;
			
			loadTestConfiguration(config);
			
			String RI_HOME = SCRIPT_DIR + TEST_DIR;
			fullDMLScriptName = RI_HOME + TEST_NAME + ".dml";
			programArgs = new String[]{"-args",  "" + M, "" + N, output("B")};
			
			boolean exceptionExpected = false;
			int expectedNumberOfJobs = -1;
			runTest(true, exceptionExpected, null, expectedNumberOfJobs);
			
			fullRScriptName = RI_HOME + TEST_NAME + ".R";
			rCmd = "Rscript" + " " + fullRScriptName + " " + M + " " + N + " " + expectedDir(); 
			
			// Run comparison R script
			runRScript(true);
			HashMap<CellIndex, Double> bHM = readRMatrixFromExpectedDir("B");
			
			HashMap<CellIndex, Double> dmlfile = readDMLMatrixFromOutputDir("B");
			TestUtils.compareMatrices(dmlfile, bHM, epsilon, "B-DML", "NumPy");
			
		}
		finally {
			rtplatform = oldRTP;
			DMLScript.USE_LOCAL_SPARK_CONFIG = sparkConfigOld;
		}
	}
}