Dataloader provides an easy way efficiently load data in batches. It's inspired by https://github.com/facebook/dataloader, although it makes some small API changes to better suit Elixir use cases.
The package can be installed by adding dataloader
to your list of dependencies in mix.exs
:
def deps do
[
{:dataloader, "~> 1.0.0"}
]
end
Central to Dataloader is the idea of a source. A single Dataloader struct can have many different sources, which represent different ways to load data.
Here's an example of a data loader using an ecto source, and then loading some organization data.
source = Dataloader.Ecto.new(MyApp.Repo)
# setup the loader
loader = Dataloader.new |> Dataloader.add_source(:db, source)
# load some things
loader =
loader
|> Dataloader.load(:db, Organization, 1)
|> Dataloader.load_many(:db, Organization, [4, 9])
# actually retrieve them
loader = Dataloader.run(loader)
# Now we can get whatever values out we want
organizations = Dataloader.get_many(loader, :db, Organization, [1,4])
This will do a single SQL query to get all organizations by ids 1, 4, and 9. You
can load multiple batches from multiple sources, and then when run/1
is called
batch will be loaded concurrently.
Here we named the source :db
within our dataloader. More commonly though if
you're using Phoenix you'll want to name it after one of your contexts, and have
a different source used for each context. This provides an easy way to enforce
data access rules within each context. See the Dataloader.Ecto
moduledocs for
more details
Dataloader ships with two different built in sources. The first is the Ecto source for easily pulling out data with ecto. The other is a simple KV
key value source. See each module for its respective documentation.
Anything that implements the Dataloader.Source
protocol can act as a source.
Documentation can be generated with ExDoc. The docs can be found at https://hexdocs.pm/dataloader.
Running tests for Dataloader requires a running instance of Postgres. The easiest way to do this is to run Postgres inside of Docker whilst running the Dataloader tests. In one terminal run:
$ docker run -p 5432:5432 postgres
and in another terminal run:
$ MIX_ENV=test mix ecto.setup
$ mix test
If you kill the docker process, you will need to rerun the ecto.setup
command as the data in the container is ephemeral (no mounted volumes are leveraged).