2 * ============LICENSE_START=======================================================
3 * Copyright (C) 2016-2018 Ericsson. All rights reserved.
4 * ================================================================================
5 * Licensed under the Apache License, Version 2.0 (the "License");
6 * you may not use this file except in compliance with the License.
7 * You may obtain a copy of the License at
9 * http://www.apache.org/licenses/LICENSE-2.0
11 * Unless required by applicable law or agreed to in writing, software
12 * distributed under the License is distributed on an "AS IS" BASIS,
13 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 * See the License for the specific language governing permissions and
15 * limitations under the License.
17 * SPDX-License-Identifier: Apache-2.0
18 * ============LICENSE_END=========================================================
21 package org.onap.policy.apex.examples.adaptive;
23 import static org.junit.Assert.assertEquals;
24 import static org.junit.Assert.assertNotNull;
25 import static org.junit.Assert.assertTrue;
27 import java.io.IOException;
28 import java.util.Random;
30 import org.junit.After;
31 import org.junit.Before;
32 import org.junit.Test;
33 import org.onap.policy.apex.context.impl.schema.java.JavaSchemaHelperParameters;
34 import org.onap.policy.apex.context.parameters.ContextParameterConstants;
35 import org.onap.policy.apex.context.parameters.ContextParameters;
36 import org.onap.policy.apex.context.parameters.SchemaParameters;
37 import org.onap.policy.apex.core.engine.EngineParameters;
38 import org.onap.policy.apex.core.engine.engine.ApexEngine;
39 import org.onap.policy.apex.core.engine.engine.impl.ApexEngineFactory;
40 import org.onap.policy.apex.core.engine.event.EnEvent;
41 import org.onap.policy.apex.examples.adaptive.model.AdaptiveDomainModelFactory;
42 import org.onap.policy.apex.model.basicmodel.concepts.ApexException;
43 import org.onap.policy.apex.model.basicmodel.concepts.AxArtifactKey;
44 import org.onap.policy.apex.model.basicmodel.concepts.AxValidationResult;
45 import org.onap.policy.apex.model.policymodel.concepts.AxPolicyModel;
46 import org.onap.policy.apex.plugins.executor.java.JavaExecutorParameters;
47 import org.onap.policy.apex.plugins.executor.mvel.MvelExecutorParameters;
48 import org.onap.policy.common.parameters.ParameterService;
49 import org.slf4j.ext.XLogger;
50 import org.slf4j.ext.XLoggerFactory;
53 * This policy passes, and recieves a Double event context filed called "EVCDouble".<br>
54 * The policy tries to detect anomalies in the pattern of values for EVCDouble<br>
55 * See the 2 test cases below (1 short, 1 long)
57 * @author John Keeney (John.Keeney@ericsson.com)
59 public class TestAnomalyDetectionTslUseCase {
60 private static final XLogger LOGGER = XLoggerFactory.getXLogger(TestAnomalyDetectionTslUseCase.class);
62 private static final int MAXITERATIONS = 3660;
63 private static final Random RAND = new Random(System.currentTimeMillis());
65 private SchemaParameters schemaParameters;
66 private ContextParameters contextParameters;
67 private EngineParameters engineParameters;
73 public void beforeTest() {
74 schemaParameters = new SchemaParameters();
76 schemaParameters.setName(ContextParameterConstants.SCHEMA_GROUP_NAME);
77 schemaParameters.getSchemaHelperParameterMap().put("JAVA", new JavaSchemaHelperParameters());
79 ParameterService.register(schemaParameters);
81 contextParameters = new ContextParameters();
83 contextParameters.setName(ContextParameterConstants.MAIN_GROUP_NAME);
84 contextParameters.getDistributorParameters().setName(ContextParameterConstants.DISTRIBUTOR_GROUP_NAME);
85 contextParameters.getLockManagerParameters().setName(ContextParameterConstants.LOCKING_GROUP_NAME);
86 contextParameters.getPersistorParameters().setName(ContextParameterConstants.PERSISTENCE_GROUP_NAME);
88 ParameterService.register(contextParameters);
89 ParameterService.register(contextParameters.getDistributorParameters());
90 ParameterService.register(contextParameters.getLockManagerParameters());
91 ParameterService.register(contextParameters.getPersistorParameters());
93 engineParameters = new EngineParameters();
94 engineParameters.getExecutorParameterMap().put("MVEL", new MvelExecutorParameters());
95 engineParameters.getExecutorParameterMap().put("JAVA", new JavaExecutorParameters());
96 ParameterService.register(engineParameters);
103 public void afterTest() {
104 ParameterService.deregister(engineParameters);
106 ParameterService.deregister(contextParameters.getDistributorParameters());
107 ParameterService.deregister(contextParameters.getLockManagerParameters());
108 ParameterService.deregister(contextParameters.getPersistorParameters());
109 ParameterService.deregister(contextParameters);
111 ParameterService.deregister(schemaParameters);
115 * Test anomaly detection tsl.
117 * @throws ApexException the apex exception
118 * @throws InterruptedException the interrupted exception
119 * @throws IOException Signals that an I/O exception has occurred.
122 // once through the long running test below
123 public void testAnomalyDetectionTsl() throws ApexException, InterruptedException, IOException {
124 final AxPolicyModel apexPolicyModel = new AdaptiveDomainModelFactory().getAnomalyDetectionPolicyModel();
125 assertNotNull(apexPolicyModel);
127 final AxValidationResult validationResult = new AxValidationResult();
128 apexPolicyModel.validate(validationResult);
129 assertTrue(validationResult.isValid());
131 final AxArtifactKey key = new AxArtifactKey("AnomalyTSLApexEngine", "0.0.1");
133 final ApexEngine apexEngine1 = new ApexEngineFactory().createApexEngine(key);
135 final TestApexActionListener listener1 = new TestApexActionListener("TestListener1");
136 apexEngine1.addEventListener("listener", listener1);
137 apexEngine1.updateModel(apexPolicyModel);
139 final EnEvent triggerEvent =
140 apexEngine1.createEvent(new AxArtifactKey("AnomalyDetectionTriggerEvent", "0.0.1"));
141 final double rval = RAND.nextGaussian();
142 triggerEvent.put("Iteration", 0);
143 triggerEvent.put("MonitoredValue", rval);
144 LOGGER.info("Triggering policy in Engine 1 with " + triggerEvent);
145 apexEngine1.handleEvent(triggerEvent);
146 final EnEvent result = listener1.getResult();
147 LOGGER.info("Receiving action event {} ", result);
148 assertEquals("ExecutionIDs are different", triggerEvent.getExecutionId(), result.getExecutionId());
149 triggerEvent.clear();
156 * This policy passes, and recieves a Double event context filed called "EVCDouble"<br>
157 * The policy tries to detect anomalies in the pattern of values for EVCDouble <br>
158 * This test case generates a SineWave-like pattern for the parameter, repeating every 360 iterations. (These Period
159 * should probably be set using TaskParameters!) Every 361st value is a random number!, so should be identified as
160 * an Anomaly. The policy has 3 Decide Tasks, and the Decide TaskSelectionLogic picks one depending on the
161 * 'Anomaliness' of the input data. <br>
162 * To plot the results grep debug results for the string "************", paste into excel and delete non-relevant
165 * @throws ApexException the apex exception
166 * @throws InterruptedException the interrupted exception
167 * @throws IOException Signals that an I/O exception has occurred.
169 // Test is disabled by default. uncomment below, or execute using the main() method
171 // EG Dos command: apex-core.engine> mvn
172 // -Dtest=org.onap.policy.apex.core.engine.ml.TestAnomalyDetectionTslUseCase test | findstr /L /C:"Apex [main] DEBUG
173 // c.e.a.e.TaskSelectionExecutionLogging -
174 // TestAnomalyDetectionTSL_Policy0000DecideStateTaskSelectionLogic.getTask():"
175 public void testAnomalyDetectionTslmain() throws ApexException, InterruptedException, IOException {
177 final AxPolicyModel apexPolicyModel = new AdaptiveDomainModelFactory().getAnomalyDetectionPolicyModel();
178 assertNotNull(apexPolicyModel);
180 final AxValidationResult validationResult = new AxValidationResult();
181 apexPolicyModel.validate(validationResult);
182 assertTrue(validationResult.isValid());
184 final AxArtifactKey key = new AxArtifactKey("AnomalyTSLApexEngine", "0.0.1");
185 final EngineParameters parameters = new EngineParameters();
186 parameters.getExecutorParameterMap().put("MVEL", new MvelExecutorParameters());
187 parameters.getExecutorParameterMap().put("JAVA", new JavaExecutorParameters());
189 final ApexEngine apexEngine1 = new ApexEngineFactory().createApexEngine(key);
191 final TestApexActionListener listener1 = new TestApexActionListener("TestListener1");
192 apexEngine1.addEventListener("listener1", listener1);
193 apexEngine1.updateModel(apexPolicyModel);
196 final EnEvent triggerEvent =
197 apexEngine1.createEvent(new AxArtifactKey("AnomalyDetectionTriggerEvent", "0.0.1"));
198 assertNotNull(triggerEvent);
200 for (int iteration = 0; iteration < MAXITERATIONS; iteration++) {
201 // Trigger the policy in engine 1
203 double value = (Math.sin(Math.toRadians(iteration))) + (RAND.nextGaussian() / 25.0);
204 // lets make every 361st number a random value to perhaps flag as an anomaly
205 if (((iteration + 45) % 361) == 0) {
206 value = (RAND.nextGaussian() * 2.0);
208 triggerEvent.put("Iteration", iteration);
209 triggerEvent.put("MonitoredValue", value);
210 LOGGER.info("Iteration " + iteration + ":\tTriggering policy in Engine 1 with " + triggerEvent);
211 apexEngine1.handleEvent(triggerEvent);
212 final EnEvent result = listener1.getResult();
213 LOGGER.info("Iteration " + iteration + ":\tReceiving action event {} ", result);
214 triggerEvent.clear();
224 * @param args the arguments
225 * @throws ApexException the apex exception
226 * @throws InterruptedException the interrupted exception
227 * @throws IOException Signals that an I/O exception has occurred.
229 public static void main(final String[] args) throws ApexException, InterruptedException, IOException {
230 new TestAnomalyDetectionTslUseCase().testAnomalyDetectionTslmain();