Performance gains from using foreign keys

Foreign keys are known for couple of things, but speeding up your system is not one of them. But sometimes, having them in place lets you make queries significantly faster.

How? Let me show you example I have seen lately (well, it's simplified example based on something much more convoluted, and definitely longer):

Continue reading Performance gains from using foreign keys

Should you use HASH index?

Today, Mattias|farm on IRC asked how to create primary key using HASH index. After some talk, he said that in some books it said that for “=" (equality) hash indexes are better.

So, I digged a bit deeper.

IMPORTANT UPDATE: As of PostgreSQL 10 hash indexes are WAL logged. As such, main point against them is gone.

Continue reading Should you use HASH index?

Profiling stored procedures/functions

One database that I am monitoring uses a lot of stored procedures. Some of them are fast, some of them are not so fast. I thought – is there a sensible way to diagnose which part of stored procedure take the most time?

I mean – I could just put the logic into application, and then every query would have it's own timing in Pg logs, but this is not practical. And I also believe that using stored procedures/functions is way better than using plain SQL due to a number of reasons.

So, I'm back to question – how to check which part of function takes most of the time?

Continue reading Profiling stored procedures/functions

Waiting for 8.5 – Multi-threaded pgbench

On 3rd of August, Tatsuo Ishii committed patch by ITAGAKI Takahiro:

Log Message:
-----------
Multi-threaded version of pgbench contributed by ITAGAKI Takahiro,
reviewed by Greg Smith and Josh Williams.
 
Following is the proposal from ITAGAKI Takahiro:
 
Pgbench is a famous tool to measure postgres performance, but nowadays
it does not work well because it cannot use multiple CPUs. On the other
hand, postgres server can use CPUs very well, so the bottle-neck of
workload is *in pgbench*.
 
Multi-threading would be a solution. The attached patch adds -j
(number of jobs) option to pgbench. If the value N is greater than 1,
pgbench runs with N threads. Connections are equally-divided into
them (ex. -c64 -j4 => 4 threads with 16 connections each). It can
run on POSIX platforms with pthread and on Windows with win32 threads.
 
Here are results of multi-threaded pgbench runs on Fedora 11 with intel
core i7 (8 logical cores = 4 physical cores * HT). -j8 (8 threads) was
the best and the tps is 4.5 times of -j1, that is a traditional result.
 
$ pgbench -i -s10
$ pgbench -n -S -c64 -j1   =>  tps = 11600.158593
$ pgbench -n -S -c64 -j2   =>  tps = 17947.100954
$ pgbench -n -S -c64 -j4   =>  tps = 26571.124001
$ pgbench -n -S -c64 -j8   =>  tps = 52725.470403
$ pgbench -n -S -c64 -j16  =>  tps = 38976.675319
$ pgbench -n -S -c64 -j32  =>  tps = 28998.499601
$ pgbench -n -S -c64 -j64  =>  tps = 26701.877815
 
Is it acceptable to use pthread in contrib module?
If ok, I will add the patch to the next commitfest.

Continue reading Waiting for 8.5 – Multi-threaded pgbench

Waiting for 8.4 – suppress_redundant_updates_trigger

On 3rd of November Andrew Dunstan committed his patch which adds new function to PostgreSQL – suppress_redundant_updates_trigger().

This function is not for using in selects, but it can help you tremendously if your database access matches certain pattern.

Continue reading Waiting for 8.4 – suppress_redundant_updates_trigger