timescaledb-rails
extends ActiveRecord PostgreSQL adapter and provides features from TimescaleDB. It provides support for hypertables and other features added by TimescaleDB PostgreSQL extension.
Install timescaledb-rails
from RubyGems:
$ gem install timescaledb-rails
Or include it in your project's Gemfile
with Bundler:
gem 'timescaledb-rails', '~> 0.1'
Create a hypertable from a PostgreSQL table
class CreateEvent < ActiveRecord::Migration[7.0]
def change
create_table :events, id: false do |t|
t.string :name, null: false
t.time :occurred_at, null: false
t.timestamps
end
create_hypertable :events, :created_at, chunk_time_interval: '2 days'
end
end
Create a hypertable without a PostgreSQL table
class CreatePayloadHypertable < ActiveRecord::Migration[7.0]
def change
create_hypertable :payloads, :created_at, chunk_time_interval: '5 days' do |t|
t.string :ip, null: false
t.timestamps
end
end
end
Add hypertable compression policy
class AddEventCompressionPolicy < ActiveRecord::Migration[7.0]
def up
enable_hypertable_compression :events, segment_by: :name, order_by: 'occurred_at DESC'
add_hypertable_compression_policy :events, 20.days
end
def down
remove_hypertable_compression_policy :events
disable_hypertable_compression :events
end
end
Add hypertable retention policy
class AddEventRetentionPolicy < ActiveRecord::Migration[7.0]
def up
add_hypertable_retention_policy :events, 1.year
end
def down
remove_hypertable_retention_policy :events
end
end
Add hypertable reorder policy
class AddEventReorderPolicy < ActiveRecord::Migration[7.0]
def up
add_hypertable_reorder_policy :events, :index_events_on_created_at_and_name
end
def down
remove_hypertable_reorder_policy :events
end
end
Create continuous aggregate
class CreateTemperatureEventAggregate < ActiveRecord::Migration[7.0]
disable_ddl_transaction!
def up
create_continuous_aggregate(
:temperature_events,
Event.time_bucket(1.day).avg(:value).temperature.to_sql
)
add_continuous_aggregate_policy(:temperature_events, 1.month, 1.day, 1.hour)
end
def down
drop_continuous_aggregate(:temperature_events)
remove_continuous_aggregate_policy(:temperature_events)
end
end
Reversible Migrations:
Above examples implement
up
/down
methods to better document all the different APIs. Feel free to usechange
method, timescaledb-rails defines all the reverse calls for each API method so Active Record can automatically figure out how to reverse your migration.
If one of your models need TimescaleDB support, just include Timescaledb::Rails::Model
class Payload < ActiveRecord::Base
include Timescaledb::Rails::Model
self.primary_key = 'id'
end
When hypertable belongs to a non default schema, don't forget to override table_name
class Event < ActiveRecord::Base
include Timescaledb::Rails::Model
self.table_name = 'tdb.events'
end
Using .find
is not recommended, to achieve more performant results, use these other find methods
# When you know the exact time value
Payload.find_at_time(111, Time.new(2022, 01, 01, 10, 15, 30))
# If you know that the record occurred after a given time
Payload.find_after(222, 11.days.ago)
# Lastly, if you want to scope the search by a time range
Payload.find_between(333, 1.week.ago, 1.day.ago)
If you need to query data for a specific time period, Timescaledb::Rails::Model
includes useful scopes
# If you want to get all records from last year
Event.last_year #=> [#<Event name...>, ...]
# Or if you want to get records from this year
Event.this_year #=> [#<Event name...>, ...]
# Or even getting records from today
Event.today #=> [#<Event name...>, ...]
Here the list of all available scopes
- last_year
- last_month
- last_week
- this_year
- this_month
- this_week
- yesterday
- today
If you still need to query data by other time periods, take a look at these other scopes
# If you want to get all records that occurred in the last 30 minutes
Event.after(30.minutes.ago) #=> [#<Event name...>, ...]
# If you want to get records that occurred in the last 4 days, excluding today
Event.between(4.days.ago, 1.day.ago) #=> [#<Event name...>, ...]
# If you want to get records that occurred at a specific time
Event.at_time(Time.new(2023, 01, 04, 10, 20, 30)) #=> [#<Event name...>, ...]
If you need information about your hypertable, use the following helper methods to get useful information
# Hypertable metadata
Event.hypertable #=> #<Timescaledb::Rails::Hypertable ...>
# Hypertable chunks metadata
Event.hypertable_chunks #=> [#<Timescaledb::Rails::Chunk ...>, ...]
# Hypertable jobs, it includes jobs like compression, retention or reorder policies, etc.
Event.hypertable_jobs #=> [#<Timescaledb::Rails::Job ...>, ...]
# Hypertable dimensions, like time or space dimensions
Event.hypertable_dimensions #=> [#<Timescaledb::Rails::Dimension ...>, ...]
# Hypertable compression settings
Event.hypertable_compression_settings #=> [#<Timescaledb::Rails::CompressionSetting ...>, ...]
If you need to compress or decompress a specific chunk
chunk = Event.hypertable_chunks.first
chunk.compress! unless chunk.is_compressed?
chunk.decompress! if chunk.is_compressed?
If you need to reorder a specific chunk
chunk = Event.hypertable_chunks.first
# If an index is not specified, it will use the one from the reorder policy
# In case there is no reorder policy index it will raise an ArgumentError
chunk.reorder!
# If an index is specified it will use that index
chunk.reorder!(index)
If you need to manually refresh a continuous aggregate
aggregate = Event.hypertable.continuous_aggregates.first
aggregate.refresh!(5.days.ago, 1.day.ago)
You can call the time bucket function with an interval (note that leaving the target column blank will use the default time column of the hypertable)
Event.time_bucket(1.day)
Event.time_bucket('1 day')
Event.time_bucket(1.day, :created_at)
Event.time_bucket(1.day, 'occurred_at')
You may add aggregation like so:
Event.time_bucket(1.day).avg(:column)
Event.time_bucket(1.day).sum(:column)
Event.time_bucket(1.day).min(:column)
Event.time_bucket(1.day).max(:column)
Event.time_bucket(1.day).count
Please read CONTRIBUTING.md for details on our code of conduct, and the process for submitting pull requests.
Supported Ruby/Rails versions are listed in .github/workflows/ci.yaml
Released under the MIT License. See the LICENSE file for further details.
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