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You Were Lied To
About Optimization
Chris Tankersley
@dragonmantank
1
Madison PHP Conference, September-October
2016
2
1.79 MHz 8-bit Processor
128K RAM
640x192 max resolution
64 color palette
RS-232 Serial Port
Cartridge Bay
2 Joystick Ports
Disk Extended Color Basic 2.1
3
520 Mhz Apple S1
512MB RAM
390x312 resolution (~303 ppi
density)
16 million colors
WatchOS
4
32 Cores
512GB RAM
1-10Gbps NICs
10 Terabyte FusionIO Cards
Madison PHP Conference, September-October
2016
5
“premature optimization is the
root of all evil.”
Donald Knuth, “Structured Programming With Go To Statements”
6
7
www.phpbench.com
It Doesn’t Matter
8
We Are the 3%
9
Who is at fault?
• 3rd
Party Connections
• I/O Performance
• Database
10
11
12
13
4 Hours
• Cache Ad Campaign Data
• Cache Analytics Data
• Run Numbers
• Sync Products
14
4 Hours
• Cache Ad Campaign Data
• Cache Analytics Data
• Run Numbers
• Sync Products
15
The Problems
16
Running Numbers was heavy
• Primary server would spike under load
• Secondary servers would get out of sync and go into
“rollback”
17
18
5:20am 5:25am 5:30am 5:35am 5:40am 5:45am
0
500
1000
1500
2000
2500
3000
Replication Lag
Lag in Seconds
19
5:20am 5:25am 5:30am 5:35am 5:40am 5:45am
0
1000
2000
3000
4000
5000
6000
Replication Lag
Lag in ms
Product Sync was Slow
• Just took hours to run
20
21
Product Sync
22
Just Start Logging
• Add DEBUG log messages with timestamps
• Where is it slow?
23
Seldaek/monolog
use MonologLogger;
use MonologHandlerStreamHandler;
// create a log channel
$log = new Logger(‘job_debug');
$log->pushHandler(new StreamHandler('path/to/your.log', Logger::DEBUG));
// add records to the log
$log->debug(date(‘Y-m-d H:i:s’) . ‘ – Contacted API’);
// Do our business logic
$log->debug(date(‘Y-m-d H:i:s’) . ‘ – Finished with page’);
24
Culprits
25
What did we fnd?
• All calls to Product API had to be full sets, couldn’t
subset
• Calls to Product API were slow, but not horrid
• Generating and inserting the Products were slow due to
business logic
• Blocked Operations:
• Getting next page from API
• Processing products
26
Our Workfow
// Original Workfow
Get Page X from API
For Each Product:
Extract Data from XML
Transmogrify the Data into a Product Object
Save Object to DB
If No Next Page:
Break
Else:
Page++
Continue
27
Solution – Out of Band Processing
// Original Workfow
Get Page X from API
For Each Product:
Extract Data from XML
Transmogrify the Data into a Product Object
Save Object to DB
If No Next Page:
Break
Else:
Page++
Continue
28
Solution – Out of Band Processing
// Job 1 - Cache Product API Calls
Get Page X…X+10 from API
Cache XML to Database
If No Next Page:
Break
Else:
Page++
Continue
Call Job 2
Respawn Job
29
Solution – Out of Band Processing
// Job 2 – Insert Products
Get Page X…X+10 from DB
For Each Product:
Extract Data from XML
Transmogrify the Data into a Product Object
Save Object to DB
If No Next Page:
Break
Else:
Page++
Continue
30
Run Totals
31
Madison PHP Conference, September-October
2016
32
Background
• Was originally PHP
• Turned into a MongoDB Script because it was too slow
33
34
5:20am 5:25am 5:30am 5:35am 5:40am 5:45am
0
500
1000
1500
2000
2500
3000
Replication Lag
Lag in ms
35
What did we fnd?
36
Check the
Server
Metrics
37
https://aws.amazon.com/blogs/aws/new-
cloudwatch-metrics-for-amazon-ebs-volumes/
Suspect
38
Our Solution – Throw Hardware At It
39
Our Solution – Throw Hardware At It
• Increased IOPs on the SSD’s
• Larger Instances on AWS
40
Our Solution – Move out of MongoDB
• Rewrite the script back into PHP
• Run in our worker system
41
The Result
42
The New Bug
43
It took 5 hours to run
Suspect
44
45
46
What did we fnd?
47
Code Profling
48
Xhprof/Tideways
• Low performance cost dynamic analysis for PHP
• PHP Extension
• Store results in a DB
• Has a pretty good GUI
• https://www.digitalocean.com/community/tutorials/how-to
-set-up-xhprof-and-xhgui-for-profling-php-applications
-on-ubuntu-14-04
49
Pretty Graphs
50
Useful Metrics
51
What we fnd?
• Hydrating objects was expensive
• We were doing deep hydration, resulting in extra DB
and hydration calls
• We had authentication checking happening in a loop,
due to bad logging code
52
The result?
53
It brought it down to around 3.5 hours
Valgrind
• General programming tool for checking memory
debugging, memory leaks, and code profling
• Supported by xdebug
• KCacheGrind/QCacheGrind to view output
54
Enable it in xdebug
zend_extension=/usr/lib/php/20151012/xdebug.so
xdebug.profler_enable=1
xdebug.profler_output_dir=/var/www/tests/xdebug
55
Function Calls and Code Flow
56
What we fnd?
• We were looping a lot
• We were looping big loops inside small loops
• We were looping through a lot of the same data multiple
times
57
The Result – Reduce the Looping
58
Runtime was reduced to 30 minutes
Tips for Slow Code
• Use Monolog to add Debugging messages
• Use xhprof/Tideways to profle “live” code
• Use xdebug and Valgrind to get deeper profling
59
Thank You!
• https://github.com/dragonmantank
• Author of “Docker for Developers”
• https://leanpub.com/dockerfordevs
• http://ctankersley.com
• chris@ctankersley.com
• @dragonmantank
60
Credits
• Slide 13 – Andrei.D40 – Stacks of Books, Flickr
• Slide 34 – Upper Snake River Valley Historical Society –
3339 loggin, Flickr
61

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