-
Notifications
You must be signed in to change notification settings - Fork 29k
[SPARK-21254] [WebUI] History UI performance fixes #18860
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Conversation
…table DOM before processing Currently all the DOM manipulations are handled in a loop after Mustache template is parsed. This causes severe performance issues especially within loops iteration over thousands of (attempt/application) records and causing all kinds of unnecessary browser work: reflow, repaint, etc. This could be easily fixed by preparing a DOM node beforehand and doing all manipulations within the loops on detached node, reattaching it to the document only after the work is done. The most costly operation in this case was setting innerHTML for `duration` column within a loop, which is extremely unperformant: https://jsperf.com/jquery-append-vs-html-list-performance/24 While duration parsing could be done before mustache-template processing without any additional DOM alteratoins.
Check whether to display pagination or not on large data sets (10-20k rows) was taking up to 50ms because it was iterating over all rows. This could be easily done by testing length of array before passing it to mustache.
…OM processing Logic related to `hasMultipleAttempts` flag: - Hiding attmptId column (if `hasMultipleAttempts = false`) - Seting white background color for first 2 columns (if `hasMultipleAttempts = true`) was updating DOM after mustache template processing, which was causing 2 unnecessary iterations over full data set (first through jquery selector, than through for-loop). Refactoring it inside mustache template helps saving 80-90ms on large data sets (10k+ rows)
…anipulations Refactoring incomplete requests filter behavior due to inefficency in DOM manipulations. We were traversing DOM 2 more times just to hide columns that we could have avoided rendering in mustache. Factoring this logic in mustache template (`showCompletedColumn`) saves 70-80ms on 10k+ rows.
…DataTables plugin processing Detaching history table wrapper from document before parsing it with DataTables plugin and reattaching back right after plugin has processed nested DOM. This allows to avoid huge amount of browser repaints and reflows, reducing initial page load time in Chrome from 15s to 4s for 20k+ rows
|
Do we really need to backport this? @srowen |
|
Test build #3880 has finished for PR 18860 at commit
|
|
Yes, tough call on the back-port. I'd normally say we don't back-port optimizations to maintenance branches. If the optimization relieved a significant usability problem, you could consider it a bug fix. For this one I'm on the fence about it, and would prefer to hear someone else in support of it. |
|
I like the idea of back porting this, but I agree with @srowen that this falls into a grey area between an improvement and a bug fix. If there's opposition to the back-port I won't argue, but I'm personally in favor. |
|
@2ooom how useful would that be for y'all ? |
|
@srowen At criteo the issue has grown critical about 3 month ago and at that point (we had 11k rows in history table at a time and) when history page was taking at least 1min to load. Now we're at 26k+ rows and we're increasing spark adoption. |
|
Test build #3911 has finished for PR 18860 at commit
|
## This is a backport of PR #18783 to the latest released branch 2.2. ## What changes were proposed in this pull request? As described in JIRA ticket, History page is taking ~1min to load for cases when amount of jobs is 10k+. Most of the time is currently being spent on DOM manipulations and all additional costs implied by this (browser repaints and reflows). PR's goal is not to change any behavior but to optimize time of History UI rendering: 1. The most costly operation is setting `innerHTML` for `duration` column within a loop, which is [extremely unperformant](https://jsperf.com/jquery-append-vs-html-list-performance/24). [Refactoring ](criteo-forks@b7e56ee) this helped to get page load time **down to 10-15s** 2. Second big gain bringing page load time **down to 4s** was [was achieved](criteo-forks@3630ca2) by detaching table's DOM before parsing it with DataTables jQuery plugin. 3. Another chunk of improvements ([1]criteo-forks@aeeeeb5), [2](criteo-forks@e25be9a), [3](criteo-forks@9169707)) was focused on removing unnecessary DOM manipulations that in total contributed ~250ms to page load time. ## How was this patch tested? Tested by existing Selenium tests in `org.apache.spark.deploy.history.HistoryServerSuite`. Changes were also tested on Criteo's spark-2.1 fork with 20k+ number of rows in the table, reducing load time to 4s. Author: Dmitry Parfenchik <d.parfenchik@criteo.com> Closes #18860 from 2ooom/history-ui-perf-fix-2.2.
|
@2ooom merged to 2.2. You can close this PR now; it won't auto-close. |
|
Thank you @srowen |
## This is a backport of PR apache#18783 to the latest released branch 2.2. ## What changes were proposed in this pull request? As described in JIRA ticket, History page is taking ~1min to load for cases when amount of jobs is 10k+. Most of the time is currently being spent on DOM manipulations and all additional costs implied by this (browser repaints and reflows). PR's goal is not to change any behavior but to optimize time of History UI rendering: 1. The most costly operation is setting `innerHTML` for `duration` column within a loop, which is [extremely unperformant](https://jsperf.com/jquery-append-vs-html-list-performance/24). [Refactoring ](criteo-forks@b7e56ee) this helped to get page load time **down to 10-15s** 2. Second big gain bringing page load time **down to 4s** was [was achieved](criteo-forks@3630ca2) by detaching table's DOM before parsing it with DataTables jQuery plugin. 3. Another chunk of improvements ([1]criteo-forks@aeeeeb5), [2](criteo-forks@e25be9a), [3](criteo-forks@9169707)) was focused on removing unnecessary DOM manipulations that in total contributed ~250ms to page load time. ## How was this patch tested? Tested by existing Selenium tests in `org.apache.spark.deploy.history.HistoryServerSuite`. Changes were also tested on Criteo's spark-2.1 fork with 20k+ number of rows in the table, reducing load time to 4s. Author: Dmitry Parfenchik <d.parfenchik@criteo.com> Closes apache#18860 from 2ooom/history-ui-perf-fix-2.2.
This is a backport of PR #18783 to the latest released branch 2.2.
What changes were proposed in this pull request?
As described in JIRA ticket, History page is taking ~1min to load for cases when amount of jobs is 10k+.
Most of the time is currently being spent on DOM manipulations and all additional costs implied by this (browser repaints and reflows).
PR's goal is not to change any behavior but to optimize time of History UI rendering:
The most costly operation is setting
innerHTMLfordurationcolumn within a loop, which is extremely unperformant. Refactoring this helped to get page load time down to 10-15sSecond big gain bringing page load time down to 4s was was achieved by detaching table's DOM before parsing it with DataTables jQuery plugin.
Another chunk of improvements ([1]criteo-forks@aeeeeb5), 2, 3) was focused on removing unnecessary DOM manipulations that in total contributed ~250ms to page load time.
How was this patch tested?
Tested by existing Selenium tests in
org.apache.spark.deploy.history.HistoryServerSuite.Changes were also tested on Criteo's spark-2.1 fork with 20k+ number of rows in the table, reducing load time to 4s.