Goals and setup

Goals and setup

https://openedx.atlassian.net/browse/MA-1099

Table of Contents:

  • Goals

  • Testing Strategy

    • Thread and comment pool

    • Spikes in production data

    • Staff vs. Normal user

    • Pagination issue

    • Other notes

  • Endpoints

  • Seeding data

    • Forums Analysis

  • Test Details

Goals:

  1. Understand the load we are able to handle with the discussion API for when the mobile app is released.

    1. What can the server handle?

  2. Understand the the overhead between the discussion API and the ruby forums code.

    1. Does the Discussion API perform better, worse, or on par with the browser's forums?

    2. What does the forums performance look like in general? 


Testing Strategy:

Originally the plan was to isolate each endpoint and determine what kind of load it can handle, but after analysis of the data, some of these endpoints seem unnecessary to isolate for a load test. These endpoints include DELETE and PATCH which are a significantly small part of the overall load in production. For the isolated test for these endpoints, it will be paired with it's appropriate GET Thread/Comment. For example, every DELETE Thread request requires a thread_id. We obtain this thread_id by calling GET Thread List with randomize parameters, which returns a list of threads where one is then randomly selected. This selected thread is then DELETEd. Below is the chart of the additional request we make. As long the ratio of how many of these requests happen in each task is understood, we can get the desired endpoint distribution. 

Request

Requires

Returns

Order of requests

GET Thread

thread_id

Thread

Taken from thread_id pool

GET Thread List

 

Thread List

GET Thread List

 

 

 

GET Comment List

thread_id

Comment List

GET Thread List

GET Comment List

 

 

POST Thread

course_id

Thread

POST Thread

 

 

 

POST Response

thread_id

Comment

GET Thread List

POST Response

 

 

POST Comment

Comment

Comment

GET Thread List

GET Comment List

POST comment

 

PATCH Thread

thread_id

Thread

GET Thread List

PATCH Thread

 

 

PATCH Comment

comment_id

Comment

GET Thread List

GET Comment List

PATCH Comment

 

DELETE Thread

thread_id

No Content

POST Thread List

GET Thread List

DELETE Thread

 

DELETE Response

comment_id

No Content

GET Thread List

POST Response

GET Comment List

DELETE Response*

DELETE Comment

comment_id

No Content

GET Thread List

GET Comment List

POST Comment

DELETE Comment*

*GET Thread List can always return a response (so we delete a random response), but will not always return a comment so the comment created will be the one deleted.

Thread and Comment pool:

    Various methods of select post data were considered.

  • Selecting threads from a smaller pool or selecting the same thread.  Rather than getting the entire list of thread_ids to send requests against, we would just store a random portion of the threads. A test was run to see if matters whether the retrieved thread was random or not, but the sandbox it was run against did not have the correct mongo indexes set up. Regardless, this strategy would not work when trying to DELETE threads as the pool of potential threads would be smaller. Additionally this relies on storing data that must be shared amongst the locust users which could lead to race conditions as a locust user could be trying to GET a thread that another locust user was in the middle of DELETEing. When dealing with much larger file IO operations, it could cause some limitations on the machine that spawns the locusts.

  • Retrieving the list of thread ids when starting locust. This method was effective up until the number of threads in the data set started to increase. As the median number of posts in a course is ~2000, when trying to retrieve 20*(page size max of 100), it would take 20 queries. Additionally, as mentioned in the above strategy, storing data amongst the locust users is not a trivial task. Each locust user would try to generate it's own list of threads which is unacceptable. If a thread was POSTed or DELETEd, only that locust user would have that updated information. Attempts at using the lazy module did not work either as each list of threads was instantiated separately by each locust user. Again, even if the locust users were able to use the same global variables, there would be race conditions. 

  • Calling GET thread_list per DELETE/PATCH/GET_comment. Since the ratio of GET thread_list is significantly higher than any of the other calls except for GET Thread, we can achieve the desired distribution of requests for the discussion API without having to store any of the thread_ids. The table below is a 7 day snapshot on NewRelic for the discussion forums. The only drawback is that in order to GET a single thread, we need to have a thread_id. This issue will be discussed in the next bullet.

  • Using pre-stored thread_id data. Since GET Thread is called more than GET Thread List, we cannot use GET Thread List to get a thread_id. Instead, we can use a pre-defined set of thread_ids as mentioned in the first two bullets. This will allow us to be able to test GET Threads in isolation. Unfortunately the issue of trying to GET a DELETEd thread may still arise. Another option could be to have the locust user only call GET Thread List once and then run multiple GET Thread's. Again, the same issue still arises if one of those Threads happened to get DELETEd. 

Production Spikes in response time:

When running some early tests, it was found that some of the requests that were believed to be slow on production, were not appearing that way on the loadtests.

Looking at the errors that show up on GET Thread, the response time is 20s, which is the time out limit. Other factors that are involved are courses that have many posts, may take longer to GET information from. These courses, although the exception, mixed in with normal courses, could explain the spikes in the data.

 Staff vs. Normal User:

    Using users with staff access was thrown into consideration as it would be make some of the permissions a bit more difficult for some discussion forums actions such as editing the body of a thread. Some tests were ran to see if there was a difference. No difference was found the tests that were designed to check for a difference. 

Pagination:

    There were some concerns that the pagination in the forums code are not working properly. A series of tests will be run against courses of different sizes and compared. The idea is that if the pagination is working correctly, all the courses should be returning threads with similar response times. If it is not working correctly, course with more posts will take longer to return threads than a smaller course. 

Things that were left out:

Moderator actions

  • Pin Thread - Not implemented

  • Open/Close Thread -Not implemented

  • Endorsed - Not Implemented

Course topics - This will be addressed at another time. 

 


Endpoints: 

Usage patterns to look out for:

  • Default page size for the browser is 25 while the mobile device will be using 10. It is possible that more requests could be sent for the same amount of information.

  • Push notifications

    • There is a possibility for a different usage pattern to look out for. If there is a popular thread, bursts of requests can be expected.

    • Increased forum usage as there is currently no notifications for the browser.

  • The browser can display the Threads, Response, and Comments all at once. The mobile app treats all three of these as separate views. It is possible that more requests could be sent for the same amount of information.

  • General Usage. Discussions on mobile could naturally increase discussion forums usage.

/threads/

GET: 

Will also be testing against different course sizes.

Using 10 locust users with min/max time of 1000/2000ms, GET requests for sent for either a single thread or randomly from a selection of 10% of the threads in a course. This was tested against a sandbox.

  • It seems like getting a random thread vs. the same thread does not make a reliably noticeable difference.

  • As number of posts in the database increase, the response time also increases.

  • Number of posts in a course does not seem to be matter for GETting a post. 

Update: This conclusion is invalid as the sandbox does not have the proper indexes. 

 

Approx Total Posts

Name

# requests

# fails

Median

Average

Min

Max

Content Size

# reqs/sec

1000

GET a random Thread out of 1000 Posts

2671

0

140

150

125.5698204

410.5699062

1178

5.8

1000

GET a single Thread out of 1000 Posts

2262

0

140

151

126.8491745

337.1069431

1178

5.9

11000

GET a random Thread out of 10000 Posts

1522

0

180

196

164.470911

447.6130009

1178

6

11000

GET a single Thread out of 10000 Posts

1593

0

180

198

164.4868851

480.9308052

1178

5.8

11100

GET a random Thread out of 100 Posts

542

0

180

193

164.2448902

419.1830158

1178

5.9

11100

GET a single Thread out of 100 Posts

738

0

180

199

165.0490761

434.2639446

1178

6

12100

GET a random Thread out of 1000 Posts

683

0

180

204

166.1930084

489.5379543

1178

5.6

12100

GET a single Thread out of 1000 Posts

1049

0

180

202

169.2481041

443.4149265

1178

6

13100

GET a random Thread out of 1000 Posts

1473

0

180

209

171.4019775

1157.299042

1178

6.1

13100

GET a single Thread out of 1000 Posts

1317

0

180

204

170.7370281

510.4939938

1178

5.8

14100

GET a random Thread out of 1000 Posts

855

0

190

209

175.9641171

468.7230587

1178

6

14100

GET a single Thread out of 1000 Posts

7557

0

190

213

173.609972

1970.304012

1178

5.1

POST: 

Unfortunately locust ran into a calculation error when running a post test so there is no table data. After 1,000,000 posts in 24 hours, the response time remain constant. This was tested against https://courses-loadtest.edx.org/ 

/threads/{thread_id}

GET: 

Waiting on Loadtest env to get meaningful results. Refer to /threads/get

PATCH: 

 

This was tested against a t2.large sandbox. 

 

Type

Name

# requests

# fails

Median

Average

Min

Max

Content Size

# reqs/sec

PATCH

abuse_flagged

1814

0

300

315

96.83394432

1307.781935

2009

2.5

PATCH

following

1847

0

300

314