2 * ============LICENSE_START=======================================================
3 * Copyright (C) 2016-2018 Ericsson. All rights reserved.
4 * Modifications Copyright (C) 2019 Nordix Foundation.
5 * ================================================================================
6 * Licensed under the Apache License, Version 2.0 (the "License");
7 * you may not use this file except in compliance with the License.
8 * You may obtain a copy of the License at
10 * http://www.apache.org/licenses/LICENSE-2.0
12 * Unless required by applicable law or agreed to in writing, software
13 * distributed under the License is distributed on an "AS IS" BASIS,
14 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
15 * See the License for the specific language governing permissions and
16 * limitations under the License.
18 * SPDX-License-Identifier: Apache-2.0
19 * ============LICENSE_END=========================================================
22 package org.onap.policy.apex.examples.adaptive;
24 import static org.junit.Assert.assertEquals;
25 import static org.junit.Assert.assertNotNull;
26 import static org.junit.Assert.assertTrue;
28 import java.io.IOException;
29 import java.util.Random;
31 import org.junit.After;
32 import org.junit.Before;
33 import org.junit.Test;
34 import org.onap.policy.apex.context.impl.schema.java.JavaSchemaHelperParameters;
35 import org.onap.policy.apex.context.parameters.ContextParameterConstants;
36 import org.onap.policy.apex.context.parameters.ContextParameters;
37 import org.onap.policy.apex.context.parameters.SchemaParameters;
38 import org.onap.policy.apex.core.engine.EngineParameters;
39 import org.onap.policy.apex.core.engine.engine.ApexEngine;
40 import org.onap.policy.apex.core.engine.engine.impl.ApexEngineFactory;
41 import org.onap.policy.apex.core.engine.event.EnEvent;
42 import org.onap.policy.apex.core.infrastructure.threading.ThreadUtilities;
43 import org.onap.policy.apex.examples.adaptive.model.AdaptiveDomainModelFactory;
44 import org.onap.policy.apex.model.basicmodel.concepts.ApexException;
45 import org.onap.policy.apex.model.basicmodel.concepts.AxArtifactKey;
46 import org.onap.policy.apex.model.basicmodel.concepts.AxValidationResult;
47 import org.onap.policy.apex.model.policymodel.concepts.AxPolicyModel;
48 import org.onap.policy.apex.plugins.executor.java.JavaExecutorParameters;
49 import org.onap.policy.apex.plugins.executor.mvel.MvelExecutorParameters;
50 import org.onap.policy.common.parameters.ParameterService;
51 import org.slf4j.ext.XLogger;
52 import org.slf4j.ext.XLoggerFactory;
54 // TODO: Auto-generated Javadoc
56 * Test Auto learning in TSL.
58 * @author John Keeney (John.Keeney@ericsson.com)
60 public class AutoLearnTslUseCaseTest {
61 private static final XLogger LOGGER = XLoggerFactory.getXLogger(AutoLearnTslUseCaseTest.class);
63 private static final int MAXITERATIONS = 1000;
64 private static final Random rand = new Random(System.currentTimeMillis());
66 private SchemaParameters schemaParameters;
67 private ContextParameters contextParameters;
68 private EngineParameters engineParameters;
74 public void beforeTest() {
75 schemaParameters = new SchemaParameters();
77 schemaParameters.setName(ContextParameterConstants.SCHEMA_GROUP_NAME);
78 schemaParameters.getSchemaHelperParameterMap().put("JAVA", new JavaSchemaHelperParameters());
80 ParameterService.register(schemaParameters);
82 contextParameters = new ContextParameters();
84 contextParameters.setName(ContextParameterConstants.MAIN_GROUP_NAME);
85 contextParameters.getDistributorParameters().setName(ContextParameterConstants.DISTRIBUTOR_GROUP_NAME);
86 contextParameters.getLockManagerParameters().setName(ContextParameterConstants.LOCKING_GROUP_NAME);
87 contextParameters.getPersistorParameters().setName(ContextParameterConstants.PERSISTENCE_GROUP_NAME);
89 ParameterService.register(contextParameters);
90 ParameterService.register(contextParameters.getDistributorParameters());
91 ParameterService.register(contextParameters.getLockManagerParameters());
92 ParameterService.register(contextParameters.getPersistorParameters());
94 engineParameters = new EngineParameters();
95 engineParameters.getExecutorParameterMap().put("MVEL", new MvelExecutorParameters());
96 engineParameters.getExecutorParameterMap().put("JAVA", new JavaExecutorParameters());
97 ParameterService.register(engineParameters);
104 public void afterTest() {
105 ParameterService.deregister(engineParameters);
107 ParameterService.deregister(contextParameters.getDistributorParameters());
108 ParameterService.deregister(contextParameters.getLockManagerParameters());
109 ParameterService.deregister(contextParameters.getPersistorParameters());
110 ParameterService.deregister(contextParameters);
112 ParameterService.deregister(schemaParameters);
116 * Test auto learn tsl.
118 * @throws ApexException the apex exception
119 * @throws InterruptedException the interrupted exception
120 * @throws IOException Signals that an I/O exception has occurred.
123 // once through the long running test below
124 public void testAutoLearnTsl() throws ApexException, InterruptedException, IOException {
125 final AxPolicyModel apexPolicyModel = new AdaptiveDomainModelFactory().getAutoLearnPolicyModel();
126 assertNotNull(apexPolicyModel);
128 final AxValidationResult validationResult = new AxValidationResult();
129 apexPolicyModel.validate(validationResult);
130 assertTrue(validationResult.isValid());
132 final AxArtifactKey key = new AxArtifactKey("AADMApexEngine", "0.0.1");
134 final ApexEngine apexEngine1 = new ApexEngineFactory().createApexEngine(key);
136 final TestApexActionListener listener1 = new TestApexActionListener("TestListener1");
137 apexEngine1.addEventListener("listener", listener1);
138 apexEngine1.updateModel(apexPolicyModel, false);
140 final EnEvent triggerEvent = apexEngine1.createEvent(new AxArtifactKey("AutoLearnTriggerEvent", "0.0.1"));
141 final double rval = rand.nextGaussian();
142 triggerEvent.put("MonitoredValue", rval);
143 triggerEvent.put("LastMonitoredValue", 0D);
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();
151 ThreadUtilities.sleep(10);
156 * This policy passes, and receives a Double event context filed called "EVCDouble"<br>
157 * The policy tries to keep the value at 50, with a Min -100, Max 100 (These should probably be set using
158 * TaskParameters!)<br>
159 * The policy has 7 Decide Tasks that manipulate the value of this field in unknown ways.<br>
160 * The Decide TSL learns the effect of each task, and then selects the appropriate task to get the value back to
162 * After the value settles close to 50 for a while, the test Rests the value to to random number and then
164 * To plot the results grep stdout debug results for the string "*******", paste into excel and delete non-relevant
167 * @throws ApexException the apex exception
168 * @throws InterruptedException the interrupted exception
169 * @throws IOException Signals that an I/O exception has occurred.
172 public void testAutoLearnTslMain() throws ApexException, InterruptedException, IOException {
174 final double dwant = 50.0;
175 final double toleranceTileJump = 3.0;
177 final AxPolicyModel apexPolicyModel = new AdaptiveDomainModelFactory().getAutoLearnPolicyModel();
178 assertNotNull(apexPolicyModel);
180 final AxValidationResult validationResult = new AxValidationResult();
181 apexPolicyModel.validate(validationResult);
182 assertTrue(validationResult.isValid());
184 final AxArtifactKey key = new AxArtifactKey("AADMApexEngine", "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, false);
196 final EnEvent triggerEvent = apexEngine1.createEvent(new AxArtifactKey("AutoLearnTriggerEvent", "0.0.1"));
197 assertNotNull(triggerEvent);
198 final double dmin = -100;
199 final double dmax = 100;
201 double rval = (((rand.nextGaussian() + 1) / 2) * (dmax - dmin)) + dmin;
202 triggerEvent.put("MonitoredValue", rval);
203 triggerEvent.put("LastMonitoredValue", 0);
209 for (int iteration = 0; iteration < MAXITERATIONS; iteration++) {
210 // Trigger the policy in engine 1
211 LOGGER.info("Triggering policy in Engine 1 with " + triggerEvent);
212 apexEngine1.handleEvent(triggerEvent);
213 final EnEvent result = listener1.getResult();
214 LOGGER.info("Receiving action event {} ", result);
215 triggerEvent.clear();
217 double val = (Double) result.get("MonitoredValue");
218 final double prevval = (Double) result.get("LastMonitoredValue");
220 triggerEvent.put("MonitoredValue", prevval);
221 triggerEvent.put("LastMonitoredValue", val);
223 avcount = Math.min((avcount + 1), 20); // maintain average of only the last 20 values
224 avval = ((avval * (avcount - 1)) + val) / (avcount);
226 distance = Math.abs(dwant - avval);
227 if (distance < toleranceTileJump) {
228 rval = (((rand.nextGaussian() + 1) / 2) * (dmax - dmin)) + dmin;
230 triggerEvent.put("MonitoredValue", val);
231 LOGGER.info("Iteration " + iteration + ": Average " + avval + " has become closer (" + distance
232 + ") than " + toleranceTileJump + " to " + dwant + " so reseting val:\t\t\t\t\t\t\t\t" + val);
236 LOGGER.info("Iteration " + iteration + ": \tpreval\t" + prevval + "\tval\t" + val + "\tavval\t" + avval);
239 ThreadUtilities.sleep(10);
243 ThreadUtilities.sleep(1000);
249 * @param args the arguments
250 * @throws ApexException the apex exception
251 * @throws InterruptedException the interrupted exception
252 * @throws IOException Signals that an I/O exception has occurred.
254 public static void main(final String[] args) throws ApexException, InterruptedException, IOException {
255 new AutoLearnTslUseCaseTest().testAutoLearnTslMain();