# Counter [![Tests](https://github.com/podia/counter/actions/workflows/ruby.yml/badge.svg)](https://github.com/podia/counter/actions/workflows/ruby.yml) Counting and aggregation library for Rails. - [Counter](#counter) - [Usage](#usage) - [Installation](#installation) - [Main concepts](#main-concepts) - [Basic usage](#basic-usage) - [Define a counter](#define-a-counter) - [Access counter values](#access-counter-values) - [Recalculate a counter](#recalculate-a-counter) - [Reset a counter](#reset-a-counter) - [Verify a counter](#verify-a-counter) - [Advanced usage](#advanced-usage) - [Sort or filter parent models by a counter value](#sort-or-filter-parent-models-by-a-counter-value) - [Aggregate a value (e.g. sum of order revenue)](#aggregate-a-value-eg-sum-of-order-revenue) - [Hooks](#hooks) - [Manual counters](#manual-counters) - [Calculating a value from other counters](#calculating-a-value-from-other-counters) - [Defining a conditional counter](#defining-a-conditional-counter) - [Testing](#testing) - [Using Rspec](#using-rspec) - [In production](#in-production) - [TODO](#todo) - [Contributing](#contributing) - [License](#license) By the time you need Rails counter_caches you probably have other needs too. You probably want to sum column values, have conditional counters, and you probably have enough throughput that updating a single column value will cause lock contention problems. Counter is different from other solutions like [Rails counter caches](https://api.rubyonrails.org/classes/ActiveRecord/CounterCache/ClassMethods.html) and [counter_culture](https://github.com/magnusvk/counter_culture): - Counters are objects. This makes it possible for them to have an API that allows you to define them, reset, and recalculate them. The definition of a counter is seperate from the value - Counters are persisted as a ActiveRecord models (_not_ a column of an existing model) - Counters can also perform aggregation (e.g. sum of column values instead of counting rows) or be calculated from other counters - Avoids lock-contention found in other solutions. By storing the value in another object we reduce the contention on the main e.g. User instance. This is only a small improvement though. By using the background change event pattern, we can batch perform the updates reducing the number of processes requiring a lock. - Incrementing counters can be safely performed in a background job via a change event/deferred reconciliation pattern (coming in a future iteration) ## Usage You probably shouldn't use it right now unless you're the sort of person that checks if something is poisonous by licking it—or you're working at Podia where we are testing it in production. ## Installation Add this line to your application's Gemfile: ```ruby gem 'counterwise', require: 'counter' ``` And then execute: ```bash $ bundle ``` Install the model migrations: ```bash $ rails counter:install:migrations ``` ## Main concepts ![](docs/data_model.png) `Counter::Definition` defines what the counter is, what model it's connected to, what association it counts, how the count is performed etc. You create a subclass of `Counter::Definition` and call a few class methods to configure it. The definition is available through `counter.definition` for any counter value… `Counter::Value` is the value of a counter. So, for example, a User might have many Posts, so a User would have a `counters` association containing a `Counter::Value` for the number of posts. Counters can be accessed via their name `user.posts_counter` or via the `find_counter` method on the association, e.g. `user.counters.find_counter PostCounter` ## Basic usage ### Define a counter Counters are defined in a seperate class using a small DSL. Given a `Store` with many `Order`s, it would be defined as… ```ruby class OrderCounter < Counter::Definition count :orders end class Store < ApplicationRecord include Counter::Counters has_many :orders counter OrderCounter end ``` First we define the counter class itself using `count` to specify the association we're counting, then "attach" it to the parent Store model. By default, the counter will be available as `_counter`, e.g. `store.orders_counter`. To customise this, use the `as` method: ```ruby class OrderCounter < Counter::Definition include Counter::Counters count :orders as :total_orders end store.total_orders ``` The counter's value will be stored as a `Counter::Value` with the name prefixed by the model name. e.g. `store-total_orders` ### Access counter values Since counters are represented as objects, you need to call `value` on them to retrieve the count. ```ruby store.total_orders #=> Counter::Value store.total_orders.value #=> 200 ``` ### Recalculate a counter Counters have a habit of drifting over time, particularly if ActiveRecords hooks aren't run (e.g. with a pure SQL data migration) so you need a method of re-counting the metric. Counters make this easy because they are objects in their own right. You could refresh a store's revenue stats with: ```ruby store.order_revenue.recalc! ``` this would use the definition of the counter, including any option to sum a column. In the case of conditional counters, they are expected to be attached to an association which matched the conditions so the recalculated count remains accurate. ### Reset a counter You can also reset a counter by calling `reset`. ```ruby store.order_revenue.reset ``` Since counters are ActiveRecord objects, you could also reset them using: ```ruby Counter::Value.update value: 0 ``` ### Verify a counter You might like to check if a counter is correct ```ruby store.product_revenue.correct? #=> false ``` This will re-count / re-calculate the value and compare it to the current one. If you wish to also update the value when it's not correct, use `correct!`: ```ruby store.product_revenue #=>200 store.product_revenue.reset! store.product_revenue #=>0 store.product_revenue.correct? #=> false store.product_revenue.correct! #=> false store.product_revenue #=>200 ``` ## Advanced usage ### Sort or filter parent models by a counter value Say a Customer has a `total revenue` counter, and you'd like to sort the list of customers with the highest spenders at the top. Since the counts aren't stored on the Customer model, you can't just call `Customer.order(total_orders: :desc)`. Instead, Counterwise provides a convenience method to pull the counter values into the resultset. ```ruby Customer.order_by_counter TotalRevenueCounter => :desc # You can sort by multiple counters or mix counters and model attributes Customer.order_by_counter TotalRevenueCounter => :desc, name: :asc ``` Under the hood, `order_by_counter` will uses `with_counter_data_from` to pull the counter values into the resultset. This is useful if you want to use the counter values in a `where` clause or `select` statement. ```ruby Customer.with_counter_data_from(TotalRevenueCounter).where("total_revenue_data > 1000") ``` These methods pull in the counter data itself but don't include the counter instances themselves. To do this, call ```ruby customers = Customer.with_counters TotalRevenueCounter # Since the counters are now preloaded, this avoids an N+1 query customers.each &:total_revenue ``` ### Aggregate a value (e.g. sum of order revenue) Sometimes you don'y want to count the number of orders but instead sum the value of those orders.. Given an ActiveRecord model `Order`, we can count a storefront's revenue like so ```ruby class Store < ApplicationRecord include Counter::Counters counter OrderRevenue end ``` Define the counter like so ```ruby class OrderRevenue < Counter::Definition count :orders sum :total_price end ``` and access it like ```ruby store.orders.create total_price: 100 store.orders.create total_price: 100 store.order_revenue.value #=> 200 ``` ### Hooks You can add an `after_change` hook to your counter definition to perform some action when the counter is updated. For example, you might want to send a notification when a counter reaches a certain value. ```ruby class OrderRevenueCounter < Counter::Definition count :orders, as: :order_revenue sum :price after_change :send_congratulations_email # Only send an email when they cross $1000 def send_congratulations_email counter, old_value, new_value return unless old_value < 1000 && new_value >= 1000 send_email "Congratulations! You've made #{to} dollars!" end end ``` ### Manual counters Most counters are associated with a model instance and association—these counters are automatically incremented when the associated collection changes but sometimes you just need a manual counter that you can increment. Manual counters just need a name ```ruby class TotalOrderCounter < Counter::Definition as "total_orders" end TotalOrderCounter.counter.value #=> 5 TotalOrderCounter.counter.increment! #=> 6 ``` ### Calculating a value from other counters You may also need have a common need to calculate a value from other counters. For example, given counters for the number of purchases and the number of visits, you might want to calculate the conversion rate. You can do this with a `calculate_from` block. ```ruby class ConversionRateCounter < Counter::Definition count nil, as: "conversion_rate" calculated_from VisitsCounter, OrdersCounter do |visits, orders| (orders.value.to_f / visits.value) * 100 end end ``` This recalculates the conversion rate each time the visits or order counters are updated. If either dependant counter is not present, the calculation will not be run (i.e., visits and order will never be nil). ### Defining a conditional counter Conditional counters allow you to count a subset of an association, like just the premium product with a price >= 1000. ```ruby class Product < ApplicationRecord include Counter::Counters include Counter::Changable belongs_to :user scope :premium, -> { where("price >= 1000") } def premium? price >= 1000 end end ``` Conditional counters are more complex to define since we also need to specify when the counter should be incremented or decremented, for each create/delete/update. ```ruby class PremiumProductCounter < Counter::Definition # Define the association we're counting count :premium_products on :create do increment_if ->(product) { product.premium? } end on :delete do decrement_if ->(product) { product.premium? } end on :update do increment_if ->(product) { product.has_changed? :price, from: ->(price) { price < 1000 }, to: ->(price) { price >= 1000 } } decrement_if ->(product) { product.has_changed? :price, from: ->(price) { price >= 1000 }, to: ->(price) { price < 1000 } } end end ``` There is a lot going on here! First, we define the counter on a scoped association. This ensures that when we call `counter.recalc()` we will count using the association's SQL to get the correct results. We also define several conditions that operate on the instance level, i.e. when we create/update/delete an instance. On `create` and `delete` we define a block to determine if the counter should be updated. In this case, we only increment the counter when a premium product is created, and only decrement it when a premium product is deleted. `update` is more complex because there are two scenarios: either a product has been updated to make it premium or downgrade from premium to some other state. On update, we increment the counter if the price has gone above 1000; and decrement is the price has now gone below 1000. We use the `has_changed?` helper to query the ActiveRecord `previous_changes` hash and check what has changed. You can specify either Procs or values for `from`/`to`. If you only specify a `from` value, `to` will default to "any value" (Counter::Any.instance) Conditional counters work best with a single attribute. If the counter is conditional on e.g. confirmed and subscribed, the update tracking logic becomes very complex especially if the values are both updated at the same time. The solution to this is hopefully Rails generated columns in 7.1 so you can store a "subscribed_and_confirmed" column and check the value of that instead. Rails dirty tracking will need to work with generated columns though; see [this PR](https://github.com/rails/rails/pull/48628). ## Testing ### Using Rspec If you use RSpec, you can include `Counter::RSpecMatchers` on your helpers and test your counter definitions. ```ruby require "counter/rspec/matchers" RSpec.configure do |config| config.include Counter::RSpecMatchers, type: :counter end ``` Now you can test your counter definitions like so: ```ruby require "rails_helper" RSpec.describe PremiumProductCounter, type: :counter do let(:store) { create(:store) } describe "on :create" do context "when the product is premium" do it "increments the counter" do expect { create(:product, :premium, store: store) }.to increment_counter_for(described_class, store) end end context "when the product is not premium" do it "doesn't increment the counter" do expect { create(:product, store: store) }.not_to increment_counter_for(described_class, store) end end end describe "on :delete" do context "when the product is premium" do it "decrements the counter" do expect { create(:product, :premium, store: store) }.to decrement_counter_for(described_class, store) end end context "when the product is not premium" do it "doesn't decrement the counter" do expect { create(:product, store: store) }.not_to decrement_counter_for(described_class, store) end end end end ``` ### In production > test in prod or live a lie — Charity Majors It's very useful to verify the accuracy of the counters in production, especially if you are concerned about conditional counters etc causing counter drift over time. A simple approach would be: ```ruby Counter::Value.all.each &:correct! ``` If you have a large number of counters though it's best to take a sampling approach to randomly select a counter and verify that the value is correct ```ruby Counter::Value.sample_and_verify samples: 1000, verbose: true, on_error: :correct ``` Options: - scope — allows you to scope the counters to a particular model or set of models, e.g. `scope: -> { where("name LIKE 'store-%'") }`. By default, all counters are sampled - samples — the number of counters to sample. Default: 1000 - verbose — print out the counter details and whether it was correct. Default: true - on_error — what to do when a counter is incorrect. `:correct` will correct the counter, `:raise` will raise an error, `:log` will log the error to Rails.logger. Default: :raise --- ## TODO See the asociated project in Github but roughly I'm thinking: - Implement the background job pattern for incrementing counters - Hierarchical counters. For example, a Site sends many Newsletters and each Newsletter results in many EmailMessages. Each EmailMessage can be marked as spam. How do you create counters for how many spam emails were sent at the Newsletter level and the Site level? - Time-based counters for analytics. Instead of a User having one OrderRevenue counter, they would have an OrderRevenue counter for each day. These counters would then be used to produce a chart of their product revenue over the month. Not sure if these are just special counters or something else entirely? Do they use the same ActiveRecord model? - In a similar vein of supporting different value types, can we support HLL values? Instead of increment an integer we add the items hash to a HyperLogLog so we can count unique items. An example would be counting site visits in a time-based daily counter, then combine the daily counts and still obtain an estimated number of monthly _unique_ visits. Again, not sure if this is the same ActiveRecord model or something different. - Actually start running this in production for basic use cases ## Contributing Bug reports and pull requests are welcome, especially around naming, internal APIs, bug fixes, and additional features. Please open an issue first if you're thinking of adding a new feature so we can discuss it. I'm unlikely to entertain suport for older Ruby or Rails versions, or databases other than Postgres. ## License The gem is available as open source under the terms of the [MIT License](https://opensource.org/licenses/MIT).