Dexter
The automatic indexer for Postgres
Read about how it works or watch the talk
Installation
First, install HypoPG on your database server. This doesn’t require a restart.
cd /tmp
curl -L https://github.com/HypoPG/hypopg/archive/1.4.1.tar.gz | tar xz
cd hypopg-1.4.1
make
make install # may need sudo
And enable it in databases where you want to use Dexter:
CREATE EXTENSION hypopg;
See the installation notes if you run into issues.
Then install the command line tool with:
gem install pgdexter
The command line tool is also available with Docker, Homebrew, or as a Linux package.
How to Use
Dexter needs a connection to your database and a source of queries (like pg_stat_statements) to process.
dexter -d dbname --pg-stat-statements
This finds slow queries and generates output like:
Started
Processing 189 new query fingerprints
Index found: public.genres_movies (genre_id)
Index found: public.genres_movies (movie_id)
Index found: public.movies (title)
Index found: public.ratings (movie_id)
Index found: public.ratings (rating)
Index found: public.ratings (user_id)
To be safe, Dexter will not create indexes unless you pass the --create
flag. In this case, you’ll see:
Index found: public.ratings (user_id)
Creating index: CREATE INDEX CONCURRENTLY ON "public"."ratings" ("user_id")
Index created: 15243 ms
Connection Options
Dexter supports the same connection options as psql.
-h host -U user -p 5432 -d dbname
This includes URIs:
postgresql://user:pass@host:5432/dbname
and connection strings:
host=localhost port=5432 dbname=mydb
Always make sure your connection is secure when connecting to a database over a network you don’t fully trust.
Collecting Queries
Dexter can collect queries from a number of sources.
- Query stats
- Live queries
- Log files
- SQL files
Query Stats
Enable pg_stat_statements in your database.
CREATE EXTENSION pg_stat_statements;
And use:
dexter <connection-options> --pg-stat-statements
Live Queries
Get live queries from the pg_stat_activity view with:
dexter <connection-options> --pg-stat-activity
Log Files
Enable logging for slow queries in your Postgres config file.
log_min_duration_statement = 10 # ms
And use:
dexter <connection-options> postgresql.log
Supports stderr
, csvlog
, and jsonlog
formats.
For real-time indexing, pipe your logfile:
tail -F -n +1 postgresql.log | dexter <connection-options> --stdin
And pass --input-format csvlog
or --input-format jsonlog
if needed.
SQL Files
Pass a SQL file with:
dexter <connection-options> queries.sql
Pass a single query with:
dexter <connection-options> -s "SELECT * FROM ..."
Collection Options
To prevent one-off queries from being indexed, specify a minimum number of calls before a query is considered for indexing
dexter --min-calls 100
You can do the same for total time a query has run
dexter --min-time 10 # minutes
When streaming logs, specify the time to wait between processing queries
dexter --interval 60 # seconds
Analyze
For best results, make sure your tables have been recently analyzed so statistics are up-to-date. You can ask Dexter to analyze tables it comes across that haven’t been analyzed in the past hour with:
dexter --analyze
Tables
You can exclude large or write-heavy tables from indexing with:
dexter --exclude table1,table2
Alternatively, you can specify which tables to index with:
dexter --include table3,table4
Debugging
See how Dexter is processing queries with:
dexter --log-sql --log-level debug2
Hosted Postgres
The hypopg
extension, which Dexter needs to run, is available on these providers.
For other providers, see this guide. To request a new extension:
- Google Cloud SQL - vote or comment on this page
- DigitalOcean Managed Databases - vote or comment on this page
HypoPG Installation Notes
Postgres Location
If your machine has multiple Postgres installations, specify the path to pg_config with:
export PG_CONFIG=/Applications/Postgres.app/Contents/Versions/latest/bin/pg_config
Then re-run the installation instructions (run make clean
before make
if needed)
Missing Header
If compilation fails with fatal error: postgres.h: No such file or directory
, make sure Postgres development files are installed on the server.
For Ubuntu and Debian, use:
sudo apt-get install postgresql-server-dev-15
Note: Replace 15
with your Postgres server version
Additional Installation Methods
Docker
Get the Docker image with:
docker pull ankane/dexter
And run it with:
docker run -ti ankane/dexter <connection-options>
For databases on the host machine, use host.docker.internal
as the hostname (on Linux, this requires Docker 20.04+ and --add-host=host.docker.internal:host-gateway
).
Homebrew
With Homebrew, you can use:
brew install dexter
Future Work
Upgrading
Run:
gem install pgdexter
To use master, run:
gem install specific_install
gem specific_install https://github.com/ankane/dexter.git
Upgrade Notes
0.5.0
The --stdin
option is now required to read queries from stdin.
tail -F -n +1 postgresql.log | dexter <connection-options> --stdin
Thanks
This software wouldn’t be possible without HypoPG, which allows you to create hypothetical indexes, and pg_query, which allows you to parse and fingerprint queries. A big thanks to Dalibo and Lukas Fittl respectively. Also, thanks to YugabyteDB for this article on how to explain normalized queries.
Research
This is known as the Index Selection Problem (ISP).
History
View the changelog
Contributing
Everyone is encouraged to help improve this project. Here are a few ways you can help:
- Report bugs
- Fix bugs and submit pull requests
- Write, clarify, or fix documentation
- Suggest or add new features
To get started with development, run:
git clone https://github.com/ankane/dexter.git
cd dexter
bundle install
bundle exec rake install
To run tests, use:
createdb dexter_test
bundle exec rake test