1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
|
.. This work is licensed under a
.. Creative Commons Attribution 4.0 International License.
.. http://creativecommons.org/licenses/by/4.0
.. _apex-s3p-label:
.. toctree::
:maxdepth: 2
Policy APEX PDP component
~~~~~~~~~~~~~~~~~~~~~~~~~
Both the Stability and the Performance tests were executed in a full ONAP OOM deployment in Nordix lab.
Setup Details
+++++++++++++
Deploying ONAP using OOM
------------------------
APEX-PDP along with all policy components are deployed as part of a full ONAP OOM deployment.
At a minimum, the following ONAP components are needed: policy, mariadb-galera, aai, cassandra, aaf, and dmaap.
Before deploying, the values.yaml files are changed to use NodePort instead of ClusterIP for policy-api,
policy-pap, and policy-apex-pdp, so that they are accessible from jmeter::
policy-apex-pdp NodePort 10.43.131.43 <none> 6969:31739/TCP
policy-api NodePort 10.43.67.153 <none> 6969:30430/TCP
policy-pap NodePort 10.43.200.57 <none> 6969:30585/TCP
The node ports (31739, 30430 and 30585 above) are used in JMeter.
The HOSTNAMEs for JMeter are set to the IPs returned by running "kubectl get node -o wide"
and to find the applications for each node by running "kubectl describe node <node-name>".
Set up policy-models-simulator
------------------------------
Policy-models-simulator is deployed to use CDS and DMaaP simulators during policy execution.
Simulator configurations used are available in apex-pdp repository:
testsuites/apex-pdp-stability/src/main/resources/simulatorConfig/
It is run as a docker image from a node accessible to the kubernetes cluster::
docker run -d --rm --publish 6680:6680 --publish 31054:3905 \
--volume "apex-pdp/testsuites/apex-pdp-stability/src/main/resources/simulatorConfig:/opt/app/policy/simulators/etc/mounted" \
nexus3.onap.org:10001/onap/policy-models-simulator:2.7-SNAPSHOT-latest
The published ports 6680 and 31054 are used in JMeter for CDS and DMaaP simulators.
Creation of VNF & PNF in AAI
----------------------------
In order for APEX-PDP engine to fetch the resource details from AAI during runtime execution, we need to create dummy
VNF & PNF entities in AAI. In a real control loop flow, the entities in AAI will be either created during orchestration
phase or provisioned in AAI separately.
Download & execute the steps in postman collection for creating the entities along with it’s dependencies.
The steps needs to be performed sequentially one after another. And no input is required from user.
:download:`Create VNF & PNF in AAI for Apex S3P </development/devtools/postman/create-vnf-pnf-aai-for-apex-s3p.postman_collection.json>`
Make sure to skip the delete VNF & PNF steps.
JMeter Tests
------------
Two APEX policies are executed in the APEX-PDP engine, and are triggered by multiple threads during the tests.
Both tests were run via jMeter.
Stability test script is available in apex-pdp repository:
testsuites/apex-pdp-stability/src/main/resources/apexPdpStabilityTestPlan.jmx
Performance test script is available in apex-pdp repository:
testsuites/performance/performance-benchmark-test/src/main/resources/apexPdpPerformanceTestPlan.jmx
.. Note::
Policy executions are validated in a stricter fashion during the tests.
There are test cases where up to 80 events are expected on the DMaaP topic.
DMaaP simulator is used to keep it simple and avoid any message pickup timing related issues.
Stability Test of APEX-PDP
++++++++++++++++++++++++++
Test Plan
---------
The 72 hours stability test ran the following steps.
Setup Phase
"""""""""""
Policies are created and deployed to APEX-PDP during this phase. Only one thread is in action and this step is done only once.
- **Create Policy onap.policies.apex.Simplecontrolloop** - creates the first APEX policy using policy/api component.
This is a sample policy used for PNF testing.
- **Create Policy onap.policies.apex.Example** - creates the second APEX policy using policy/api component.
This is a sample policy used for VNF testing.
- **Deploy Policies** - Deploy both the policies created to APEX-PDP using policy/pap component
Main Phase
""""""""""
Once the policies are created and deployed to APEX-PDP by the setup thread, five threads execute the below tests for 72 hours.
- **Healthcheck** - checks the health status of APEX-PDP
- **Prometheus Metrics** - checks that APEX-PDP is exposing prometheus metrics
- **Test Simplecontrolloop policy success case** - Send a trigger event to *unauthenticated.DCAE_CL_OUTPUT* DMaaP topic.
If the policy execution is successful, 3 different notification events are sent to *APEX-CL-MGT* topic by each one of the 5 threads.
So, it is checked if 15 notification messages are received in total on *APEX-CL-MGT* topic with the relevant messages.
- **Test Simplecontrolloop policy failure case** - Send a trigger event with invalid pnfName to *unauthenticated.DCAE_CL_OUTPUT* DMaaP topic.
The policy execution is expected to fail due to AAI failure response. 2 notification events are expected on *APEX-CL-MGT* topic by a thread in this case.
It is checked if 10 notification messages are received in total on *APEX-CL-MGT* topic with the relevant messages.
- **Test Example policy success case** - Send a trigger event to *unauthenticated.DCAE_POLICY_EXAMPLE_OUTPUT* DMaaP topic.
If the policy execution is successful, 4 different notification events are sent to *APEX-CL-MGT* topic by each one of the 5 threads.
So, it is checked if 20 notification messages are received in total on *APEX-CL-MGT* topic with the relevant messages.
- **Test Example policy failure case** - Send a trigger event with invalid vnfName to *unauthenticated.DCAE_POLICY_EXAMPLE_OUTPUT* DMaaP topic.
The policy execution is expected to fail due to AAI failure response. 2 notification events are expected on *APEX-CL-MGT* topic by a thread in this case.
So, it is checked if 10 notification messages are received in total on *APEX-CL-MGT* topic with the relevant messages.
- **Clean up DMaaP notification topic** - DMaaP notification topic which is *APEX-CL-MGT* is cleaned up after each test to make sure that one failure doesn't lead to cascading errors.
Teardown Phase
""""""""""""""
Policies are undeployed from APEX-PDP and deleted during this phase.
Only one thread is in action and this step is done only once after the Main phase is complete.
- **Undeploy Policies** - Undeploy both the policies from APEX-PDP using policy/pap component
- **Delete Policy onap.policies.apex.Simplecontrolloop** - delete the first APEX policy using policy/api component.
- **Delete Policy onap.policies.apex.Example** - delete the second APEX policy also using policy/api component.
Test Configuration
------------------
The following steps can be used to configure the parameters of test plan.
- **HTTP Authorization Manager** - used to store user/password authentication details.
- **HTTP Header Manager** - used to store headers which will be used for making HTTP requests.
- **User Defined Variables** - used to store following user defined parameters.
=================== ===============================================================================
**Name** **Description**
=================== ===============================================================================
HOSTNAME IP Address or host name to access the components
PAP_PORT Port number of PAP for making REST API calls such as deploy/undeploy of policy
API_PORT Port number of API for making REST API calls such as create/delete of policy
APEX_PORT Port number of APEX for making REST API calls such as healthcheck/metrics
SIM_HOST IP Address or hostname running policy-models-simulator
DMAAP_PORT Port number of DMaaP simulator for making REST API calls such as reading notification events
CDS_PORT Port number of CDS simulator
wait Wait time if required after a request (in milliseconds)
threads Number of threads to run test cases in parallel
threadsTimeOutInMs Synchronization timer for threads running in parallel (in milliseconds)
=================== ===============================================================================
Run Test
--------
The test was run in the background via "nohup", to prevent it from being interrupted:
.. code-block:: bash
nohup ./apache-jmeter-5.4.3/bin/jmeter.sh -n -t apexPdpStabilityTestPlan.jmx -l stabilityTestResults.jtl
Test Results
------------
**Summary**
Stability test plan was triggered for 72 hours. There were no failures during the 72 hours test.
**Test Statistics**
======================= ================= ================== ==================================
**Total # of requests** **Success %** **Error %** **Average time taken per request**
======================= ================= ================== ==================================
430397 100 % 0.00 % 151.694 ms
======================= ================= ================== ==================================
.. Note::
There were no failures during the 72 hours test.
**JMeter Screenshot**
.. image:: apex-s3p-results/apex_stability_jmeter_results.png
**Memory and CPU usage**
The memory and CPU usage can be monitored by running "top" command in the APEX-PDP pod.
A snapshot is taken before and after test execution to monitor the changes in resource utilization.
Prometheus metrics is also collected before and after the test execution.
Memory and CPU usage before test execution:
.. image:: apex-s3p-results/apex_top_before_72h.png
:download:`Prometheus metrics before 72h test <apex-s3p-results/apex_metrics_before_72h.txt>`
Memory and CPU usage after test execution:
.. image:: apex-s3p-results/apex_top_after_72h.png
:download:`Prometheus metrics after 72h test <apex-s3p-results/apex_metrics_after_72h.txt>`
Performance Test of APEX-PDP
++++++++++++++++++++++++++++
Introduction
------------
Performance test of APEX-PDP is done similar to the stability test, but in a more extreme manner using higher thread count.
Setup Details
-------------
The performance test is performed on a similar setup as Stability test.
Test Plan
---------
Performance test plan is the same as the stability test plan above except for the few differences listed below.
- Increase the number of threads used in the Main Phase from 5 to 20.
- Reduce the test time to 2 hours.
Run Test
--------
.. code-block:: bash
nohup ./apache-jmeter-5.4.3/bin/jmeter.sh -n -t apexPdpPerformanceTestPlan.jmx -l perftestresults.jtl
Test Results
------------
Test results are shown as below.
**Test Statistics**
======================= ================= ================== ==================================
**Total # of requests** **Success %** **Error %** **Average time taken per request**
======================= ================= ================== ==================================
47567 100 % 0.00 % 163.841 ms
======================= ================= ================== ==================================
**JMeter Screenshot**
.. image:: apex-s3p-results/apex_perf_jmeter_results.png
Summary
+++++++
Multiple policies were executed in a multi-threaded fashion for both stability and performance tests.
Both tests ran smoothly without any issues.
|