Easy, high performance geospatial nearest-neighbor searches with ActiveRecord, leveraging PostGIS.
Dependencies:
In your Gemfile:
gem 'active_record_nearest_neighbor'
The central feature of this gem is a scope method for your Active Record models, close_to
. With close_to
, you can perform blazing fast and accurate nearest neighbor searches with PostGIS, without writing a line of geospatial SQL. All you need to do is add the appropriate geospatial columns, include a module, and you're set:
Active Record Nearest Neighbor provides you with several helpful rake tasks to get you started:
- If you don't yet have the PostGIS extension added to your PostgreSQL database:
rake db:gis:setup
-
In your config/database.yml file, change the adapater of your database to postgis:
database: postgis
-
Generate a rake task to create a table or add columns:
-
To generate a migration to create a new table with geospatial columns:
```
rake nearest_neighbor:create[table_name]
```
- To generate a migration to add geospatial columns and point index to a table that you already have:
```
rake nearest_neighbor:add_columns[table_name]
```
-
Run the generated migration with
$ rake db:migrate
-
To add
close_by
to your model class, includeNearestNeighbor
:
class Building < ActiveRecord::Base
include NearestNeighbor
end
- Now you're set!
# Buildings close to the Empire State Building
latitude = 40.748441
longitude = -73.985664
Building.close_to(longitude, latitude)
You can use close_to
in different ways to perform the nearest neighbor query that you want. By default, close_to
will use a bounding box of 10 kilometers. Set the :distance
option (uses meters) if you want to change the size of this bounding box.
# Buildings within 500 meters from the Empire State Building
latitude = 40.748441
longitude = -73.985664
Building.close_to(longitude, latitude, distance: 500)
If you want to know what's close to your geospatial Active Record objects, simply pass the object to close_to
instead of longitude and latitude!
# Buildings within 500 meters from the Space Needle
space_needle = Building.find_by_name("Space Needle")
Building.close_to(space_needle, distance: 500)
Maybe you need to avoid a bounding box? No sweat! Provide the :k_nearest_neighbor
option to close_to
and close_to
will avoid a bounding box. This is great for nearest neighbor searches with data of greatly varying distances and/or datasets that aren't significantly large. NOTE: This will have slower performance with larger datasets.
# Volcanoes, ordered by proximity to Mount Rainier
mount_rainier = Volcanoe.find_by_name("Mount Rainier")
Volcano.close_to(mount_rainier, method: :k_nearest_neighbor)
You can provide close_to
with a limit
option if you know a limit ahead of time:
# The 5 closest roller coasters to Los Angeles
RollerCoaster.close_to(-118.243685, 34.052234, method: :k_nearest_neighbor, limit: 5)