Showing posts with label stress test. Show all posts
Showing posts with label stress test. Show all posts

Sunday, June 16, 2019

APEX custom Theme Style performance

When you create an application in Oracle Application Express (APEX) using the Universal Theme, the application comes with a few default "Theme Styles" which are essentially various stylesheets that you can switch between to go from the default blue (called "Vita") to, for example, the dark grey style (called "Vita - Slate").

You can use the Theme Roller in Oracle Application Express (APEX) to customize the colors and other settings, and by saving these you create your own Theme Styles. In this video, Shakeeb from the Oracle APEX team demonstrates how to use the Theme Roller, and he also briefly mentions that the generated stylesheet for custom theme styles can be placed into the filesystem for better performance.



I recorded a video myself to discuss the details of how custom Theme Styles affect the performance of your APEX application, and how you can move the Theme Style generated stylesheets to a web server to maximize performance and minimize bandwidth consumption:




Another issue that I did not mention in the video is that when you pick an icon for your application, APEX creates an app-icon.svg file (for the logo itself) and app-icon.css (that references the svg file), and places both those files in your Static Application Files.

Now since these files (and all other Static Application Files) are stored in the database, they require a database hit to retrieve, instead of fetching them from (and caching them on) the web server filesystem.



So if you want to maximize performance, I suggest that you remove the reference to the logo CSS file from your application (and delete the files from the Static Application Files).


If you really want that logo icon, you could of course place the .svg and .css files on the web server and reference them from there instead.


Friday, July 29, 2011

Mythbusters: Stored Procedures Edition



These days, the use of database stored procedures is regarded by many as a bad practice.

Those that dislike stored procedures tend to regard them as incompatible with the three-tier architecture:

By breaking up an application into tiers, developers only have to modify or add a specific layer, rather than have to rewrite the entire application over. There should be a presentation tier, a business or data access tier, and a data tier.

This is illustrated as follows:



Note that the "tiers" in the figure should actually be labelled "layers", for as the accompanying Wikipedia article says:
The concepts of layer and tier are often used interchangeably. However, one fairly common point of view is that there is indeed a difference, and that a layer is a logical structuring mechanism for the elements that make up the software solution, while a tier is a physical structuring mechanism for the system infrastructure. 

In fact, those that argue that stored procedures are bad tend to equate the three logical layers with three physical tiers:


  1. Data layer = data tier (database)
  2. Logic layer = middle tier (application server)
  3. Presentation layer = presentation tier


But if we accept the above definition of "layers" and "tiers", it is obvious that the following is a valid mapping as well:


  1. Data layer = data tier (database)
  2. Logic layer = data tier (database)
  3. Presentation layer = presentation tier


In other words, the database becomes our "logic layer" through the use of database stored procedures, which, as the name implies, are physically stored (and executed) in the database. (And although I use the term "stored procedure", I'm primarily talking about Oracle and PL/SQL, where the PL/SQL code should be put in packages rather than stand-alone procedures.)

But why is this a bad idea? In fact, as it turns out, it might not be a bad idea at all. The usual reasons given against the use of stored procedures for "business logic" (or for anything at all, really) tend to be myths (or outright lies), repeated so many times that they are taken as the truth.

So let's bust these myths, once and for all. And whenever someone argues against stored procedures using one of these myths, just give them a link to this blog post. (And leave comments to prove me wrong, if you will.)


Myth #1: Stored procedures can't be version controlled



Stored procedure code lives in text files, which can be version controlled like any other piece of code or document. Storing/compiling the code in the database is just like (re-)deploying any other code.

Claiming that stored procedures cannot be version controlled (because they are in the database) is like saying your application source code (Java, C# or whatever) cannot be version controlled because it is compiled and deployed to an application server.




Myth #2: Managing the impact of changes in the database is hard



Databases such as Oracle have built-in fine-grained dependency tracking.


A wealth of information about your code is exposed via data dictionary views.




Myth #3: Database tools lack modern IDE features





There are a number of free and commercial PL/SQL code editors and IDEs, and all have various levels of syntax highlighting, code insight and refactoring support.




Myth #4: Stored procedures always result in spaghetti code



To this, I can only say that bad programmers can make pasta in any language (the above is a visual representation of a Java or .NET enterprise framework "several dozen megabytes chock full of helper classes like IEnterpriseAuthenticationProviderFactoryManagementFactory").

And a good programmer can create "beautiful" code in COBOL, Visual Basic, PHP... and any stored procedure language, for that matter.





Myth #5: Code in the database can’t be properly encapsulated and reused, you need an object-oriented language for that






PL/SQL packages, views, pipelined functions and Ref Cursors offer encapsulation and reuse. And PL/SQL has object-oriented features, too.




Myth #6: Stored procedure languages are primitive, they lack basic features such as exception handling and dynamic execution



PL/SQL has had proper exception handling from the start, over 20 years ago (although exception handling was only introduced to SQL Server in 2005).



DBMS_SQL, EXECUTE IMMEDIATE and "weak" Ref Cursors enable dynamic execution of code. Parameter overloading and the ANYDATA and ANYTYPE types allow for generic code to be written.




Myth #7: Debugging stored procedures is hard/impossible



Both Oracle and SQL Server have built-in debugging capabilities, exposed via graphical user interfaces in the common IDEs, with full support for stepping though code, inspecting values, etc.




Myth #8: Stored procedures can't be unit tested



There are a number of free and commercial unit testing frameworks available for PL/SQL. Steven Feuerstein, one of the world's leading experts on the Oracle PL/SQL language, has been preaching the importance of unit testing in the database for years, and has developed several of the available unit testing frameworks.




Myth #9: Stored procedures are not portable, and tie you to one platform

This is the "vendor lock-in" argument. But the fact is that PL/SQL runs on multiple databases.

Such as DB2:

"IBM DB2 9.7 for Linux, UNIX, and Windows has out-of-the-box support for Oracle's SQL and PL/SQL dialects. This allows many applications written against Oracle to execute against DB2 virtually unchanged."
And Postgres (EnterpriseDB):

"Postgres Plus Advanced Server implements a comprehensive suite of Oracle-compatible functionality within and around the core PostgreSQL engine, including: (...) Oracle SQL syntax and semantics, Functions and Packages, PL/SQL (extensive support)"
Add to this the fact that the Oracle database runs on more operating systems than any other database, which means that your PL/SQL code will seamlessly transfer from Windows to Unix to Linux-based systems.



So PL/SQL-based code can actually be said to be more portable than, for example, .NET code (despite the existence of Mono). There are very few truly portable technologies; even Java is "write once, debug everywhere".




Myth #10: It's stupid/dangerous to put business logic in the database

This claim is usually made without any specific reason as to why it is stupid or dangerous. It usually "just is", because it is "against best practice" and "everybody else is putting the business logic in the middle tier". Sometimes it is claimed that putting logic in the database "mixes concerns", which must be a bad thing.

The problem with "business logic" is that nobody has a clear definition of what it is (but "you'll know it when you see it"). For example, where do you draw the line between "data logic" and "business logic"? Primary keys, foreign key constraints, unique key constraints, not null constraints, check constraints -- are these "data logic" or "business logic"? "Discount must be between 0% and 5%", is that a business rule or a data constraint, and/or is it a validation rule in the presentation layer?

The fact is, if you move ALL your logic into stored procedures, you entirely avoid the "mixing of concerns" between the data tier and the logic tier. (And if you think such an approach dooms your project to failure, consider the next myth, which features an example of a massive [and wildly successful] application written entirely in the database.)



Oh, and by the way, if your business logic is somewhere else than in the database, you always run the risk of someone or something bypassing your middle tier (for example by logging in with SQL*Plus), directly updating the database and possibly corrupting the data.

So let's turn this around and conclude instead that:

"If your business logic is not in the database, it is only a recommendation."



Myth #11: Stored procedures can't scale

A frequent argument against stored procedures is that by placing all the work in the database server, your solution won't be able to scale up, because you need "application servers" in the middle tier to do that. The scalability of the database is limited by the fact that you can only have a single database server (or you need to rewrite your code to work with partitioned/sharded databases like Facebook have done).

Of course, a lot of the people who throw around this kind of argument have never worked on an application or website which needed to scale up to millions of users (and to be clear, neither have I). That's because the vast majority of us work on much smaller enterprise business systems or "normal" websites (perhaps even the kind of website that can be well served with free database software on a server with less juice than your laptop).

But stored procedures CAN scale. It's only a matter of money. And if you have millions of users, you should be able to afford decent hardware.

Let's use Oracle Application Express (Apex) as an example of a big and complex PL/SQL application:

"[Application Express] lives completely within your Oracle database. It is comprised of nothing more than data in tables and large amounts of PL/SQL code. The essence of Oracle Application Express is approximately 425 tables and 230 PL/SQL packages containing 425,000+ lines of code."

This PL/SQL application can be deployed anywhere from your laptop to any kind of server:



The biggest and fastest server you can buy is currently Oracle Exadata.

"An 8 rack configuration has a raw disk capacity of 3,360 TB and 1,680 CPU cores for SQL processing. Larger configurations can be built with additional InfiniBand switches."

Oracle makes bold claims about this machine:

"Oracle claims that (..) two Exadata database systems would be able to handle Facebook’s entire computing load."

It's hard for me to verify that claim, not being associated with neither Oracle nor Facebook, but let's assume it has at least some truth to it.

So what about running our "stored procedure" application on Exadata?

"Does APEX Work on Exadata?
"Yep, Exadata is just Oracle. Let me say that again: It’s just Oracle. Exadata runs an 11.2 Database on Linux x64. It’s the exact same binary install if you download those binaries for “generic” Linux x64 11.2 from OTN. So, if your code / app runs on 11.2, it runs on Exadata. (..) The APEX Dev Team (my old friends and colleagues) did absolutely nothing to port their code to Exadata. I've run a number of customer benchmarks with customer's data and queries and have yet to make a single change to their queries or structures to make them work on Exadata."

So... without changing a single of those 425,000 lines of code, this "stored procedure" application can run on my old laptop (I've even tried it on an Asus EEE netbook), or it can run with 1,680 CPU cores. Without offloading any logic to an application server.

I'd say that's pretty scalable.

Tuesday, March 1, 2011

Stress Testing Oracle XE 10g

Oracle Express Edition (XE) is Oracle's free entry-level database product, currently available only in a 10g version. XE is usually pitched as suitable for personal work or (very) small departmental applications, but I was curious as to what kind of load it can support.

Oracle XE 10g has the following limitations:

  • Up to 1 instance per server
  • Up to 1 CPU (will not use more even if available)
  • Up to 1 GB RAM (will not use more even if available)
  • Up to 4 GB datafiles (not including XE system data)
  • Free to develop, distribute and deploy in production


By the way, several things seem to indicate that Oracle Express Edition (XE) 11g is just around the corner. It's rumored that XE 11g will raise the datafile limit from 4 GB to 11 GB, but the other limits will remain as far as I know (and I don't really know anything about it...!). So these performance tests will probably be representative both for XE 10g and 11g, although I can't know for sure until 11g is available.

Here is the test environment I set up:

Hardware

Note that the "hardware" in this case actually runs virtualized in a VMWare environment.
Here are the resources allocated to the server:

  • 1 Intel Xeon X7350 2,9 GHz CPU
  • 4 GB RAM (but remember that XE won't use more than 1 GB anyway)
  • 30 GB disk space


Software

The software setup was as follows:

  • Windows Server 2003 R2 Standard Edition Service Pack 2
  • Microsoft Internet Information Server (IIS) 6.0
  • Thoth Gateway
  • Oracle Express Edition (XE) 10g
  • Oracle Application Express (Apex) 4.0


Note that I am not using the Embedded PL/SQL Gateway (DBMS_EPG) as the web server, but rather IIS in combination with the Thoth Gateway, a free ASP.NET replacement for mod_plsql and DBMS_EPG that I wrote in C# using ODP.NET.

Everything (database, web server, Apex) was installed using default settings.
The Apex images folder (/i/) was set up with "Expires"-headers (7 days) to allow browsers to cache images.

Both the database and the web server run on the same machine (server), in order to keep the setup as simple as possible (and show what is possible with just one box).

Test page

I set up an Apex test page with a mix of regions, including a report region, a couple of PL/SQL regions and an HTML region. For each page view, a random number is generated (to simulate different users looking at different things). The report query selects up to 200 rows based on this random number (using bind variables, of course), out of a system table/view (DBA_OBJECTS) with around 17,000 total rows.



There is also an after footer page process that inserts a row in a log table, so this is not just a read-only page.

The application was set up with an authorization scheme of "No application authorization scheme required" to allow it to be accessed from the online stress test tool.

Stress test tool

LoadImpact is a user-friendly, web-based stress testing service that allows you to run free tests that simulate up to 50 concurrent clients (you can pay to test with more clients). A key point here is that the load is actually generated from their test servers on the public internet, so this gives a more realistic test than simply running a stress testing tool on your local network.

You don't even need to sign up, just enter the URL of a website to test it (apparently, there are safeguards to prevent this from being used as a denial-of-service attack tool).

A note regarding image caching: The LoadImpact service does not cache anything. This means that all the Apex images, Javascript and stylesheets will be loaded on every page hit, even though in reality they would be cached in the user's browser after the first page view. Since I wanted to test the database's ability to handle page views, rather than IIS's ability to serve up static files, I changed the Apex page so that the standard Javascript and CSS files were not included. I then manually added the core stylesheets (core Apex + theme) back on the page via the page template, just to preserve the look and layout of the page. But even these could have been left out in order to simulate a scenario where most users have the files cached in their browser.

Test results

The free test at LoadImpact runs five different subtests, starting with 10 concurrent clients and ending with 50 concurrent clients. The full test takes 10 minutes, so that is in five 2-minute parts with increasing load.

While this was going on, I watched the CPU usage in the Windows Task Manager and grabbed the following screenshots:





While there are some peaks at the start of each subtest, it seems like the database "warms up" and actually does less work at the middle and end of the subtest compared to the start. Even at 40 and 50 clients, the CPU is (on average) not working at more than half capacity.

Here is the summary from LoadImpact at the end of the test:



First of all, note the nice and almost flat curve, with response times of under 300 ms even with 50 clients (and remember that the load generator is actually located in a different country, accessing the Apex page via the public Internet).

Actually, while the test was running, I was also clicking through a separate Apex application (an actual application, not just a test page) on the same server, and I couldn't really notice that the server was under any kind of stress; the response times were excellent.

The total number of requests for the whole test was 4500, but these requests include not only the actual page (the call to the "f" procedure) but also 2 stylesheets and 3 images. So the database was hit 1 in 6 times, in other words 16,7% (of 4500) or 750 times. Each hit inserted a row into a log table. If we query that log table and group by down to the second, we can get the number of database requests per second:



This shows that the XE database was handling 10 or 11 page views per second. If this can be sustained over time, that is 36,000 page views per hour, or 864,000 page views per day.

By comparison, apex.oracle.com is reported to have 4,800,000 page views per week or 685,000 page views per day. And according to this, Reddit has 10 pageviews per second per server (with 80 servers), while Facebook has just 2 pageviews per second per server (with 30,000 servers!).

I won't read too much into these numbers (as obviously a "page view" can vary wildly between different websites, and only actual use can tell whether your site is performing well or not), but clearly the free XE database is more than a toy.

I'm even tempted to buy a Basic or Professional test at LoadImpact to test with more than 50 clients and see where that curve leads with 60, 80 or 100 concurrent clients...