When saving computed values in the database in your rails app, you must be aware that is possible to find unexpected errors in the result thanks to race conditions.
I have already shared an exercise to help you get more sensitivity about when an implementation can save a wrong value thanks to race conditions.
Here I want to share one tip to help you avoid save the wrong value due race conditions while trying to save a computed value.
To talk about something concrete I will use the “account balance” as an example, but you can use this approach for different types of calculations.
Imagine that you have an Account
record that has many entries
, and you want to update the balance
each time an Entry
is created. The balance
is the sum of the amount
of each entry
.
Imagine each account will need to create many entries concurrently, maybe on different background jobs or different requests. So if you want to calculate the balance and save it just after an entry is created, you could have problems with race conditions.
As far as I understand, if you are using Postgres with the default isolation level Read Committed, you can compute and save the value on an after_touch
like this:
class Account < ExampleRecord
has_many :entries
after_touch :update_balance
def create_entry(amount:)
entries.create(amount: amount)
end
def update_balance
balance = entries.balance
update!(balance: balance)
end
end
class Entry < ExampleRecord
belongs_to :account, touch: true
def self.balance
sum(:amount)
end
end
Or at least, why do I think that it works…
Apparently after_touch
works something like this:
account
).update_balance
).PostgreSQL uses by default the Read Committed isolation level.
In this mode (as far as I understand), if within a transaction there is an UPDATE
of a row and in another concurrent transaction an UPDATE
of the same row is attempted, PostgreSQL will wait for the first transaction to be committed before continuing with the second one.
This makes the operations we perform on after_touch
to be isolated and avoids the problem of saving a wrong error due to another transaction registering another entry for the same account concurrently.
You can check the examples to explore possible race conditions when caching custom computed values in Rails.
And more specifically you can test this example that uses after_touch
.
We are not avoiding race conditions, other problems can happen, but we are at least avoiding saving the wrong value due to race conditions.
No, if the calculation of the value that you are trying to save takes a lot of time and your application is really concurrent, it can queue up many transactions and cause other problems.
Also the reason why it works, can be a little obscure.
If you have experience with other problems with this solution, please leave a comment =)
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