Generic Task behavior that helps to encapsulate worker errors and recover from them in classic GenStage's.
Whenever you use RabbitMQ or similar tool for background job processing you may want to leverage acknowledgments mechanism.
For example, we spawn a supervisioned GenServer worker each time we receive a job from RabbitMQ. Job payload
comes with a tag
that should be used to send acknowledgment (ack) or negative acknowledgment (nack) when it is finished. All nack'ed jobs will be re-scheduled and retried (to reach "at-least once" job processing). Also, RabbitMQ remembers which tasks was sent to a connection and will nack all unacknowledged tasks when connection dies. After task is processed we send ack or nack (depending on business logic) and exit with a normal reason. (This our supervisor restart strategy is :transient
).
Jobs intensity is limited by prefetch_count
option that limits maximum amount of unacknowledged jobs that may be processed on a single node at a single moment in time.
But in real life jobs can have bugs or other errors because of third-party services unavailability, in this case GenServer will die. Of course Supervisor will try to restart it, but in most cases of third-party outages it will reach max restart intensity within seconds and die taking all active jobs with itself.
Supervisor gets restarted, but it won't receive receive any jobs resulting in a zombie background processing node. This happens because connection is not linked to a individual jobs or their supervisors, and will stay alive after supervisor restart, so RabbitMQ will think that node "is working on all jobs at max capacity" (because of prefetch_count
) and will not send any additional jobs to it. Additionally we will loose all tags and won't be able to nack died processes within node.
- Leverage GenServer
terminate/2
callback.
This option is not safe by-default, because process that doesn't trap exits will not call this callback when supervisor is sending exit signal to it (due to supervisor restart).
- Linking RabbitMQ client lib channel/connection processes to a workers.
May be a bad solution because all jobs will be re-scheduled whenever a single job fails, resulting in a many duplicate-processed jobs.
-
Store tags in a separate process which monitors supervisor and it's workers.
-
Keep storing tags and job payload within GenStage state, but wrap any unsafe code in a
Task
. [1]
Internally this looks familiar to pt. 2, but doesn't require us to re-invent supervisor behavior.
Tasks is started under Task.Supervisor
(via async_nolink/2
) inside GenTask
application. They are not linked to a caller process which allows to persist state without risking that caller pid will be terminated along with task itself, so further processing is possible when error occurs. Task result is received via Task.yield/1
function.
Tasks are started with a :temporary
restart strategy (never restart), to protect supervisor from exits.
The package itself provides two ways to handle asynchronous jobs:
-
Runner functions
GenTask.start_task/1
andGenTask.start_task/3
to start function under unlinked supervisioned process and yield for task result. -
GenTask
behaviour that is based on GenServer that will start task (fromrun/1
callback) processing after it's start and deliver status intohandle_result/3
callbacks.
It's available in Hex, the package can be installed as:
- Add
gen_task
to your list of dependencies inmix.exs
:
def deps do
[{:gen_task, "~> 0.1.4"}]
end
- Ensure
gen_task
is started before your application:
def application do
[applications: [:gen_task]]
end
- Define your business logic and result handling:
defmodule MyWorker do
use GenTask
require Logger
# Define business logic
def run(%{payload: _payload, tag: tag}) do
# Simulated errors
if :rand.uniform(2) == 1 do
throw "Error!"
end
Logger.info("Processed job ##{tag}")
:timer.sleep(100)
:ok
end
# Handle task statuses
def handle_result(:ok, _result, %{tag: tag} = state) do
# MyQueue.ack(tag)
{:stop, :normal, state}
end
def handle_result(:exit, reason, %{tag: tag} = state) do
Logger.error("Task with tag #{inspect tag} terminated with reason: #{inspect reason}")
# MyQueue.nack(tag)
{:stop, :normal, state}
end
def handle_result(:timeout, task, state) do
Task.shutdown(task) # Shut down task on yield timeout
handle_result(:exit, :timeout, state)
end
end
- (Optional.) Supervise your workers:
Define MyWorker
supervisor:
defmodule MyWorkerSupervisor do
use Supervisor
def start_link do
Supervisor.start_link(__MODULE__, [], name: __MODULE__)
end
def start_worker(job) do
Supervisor.start_child(__MODULE__, [job])
end
def init(_) do
children = [
worker(MyWorker, [], restart: :transient)
]
supervise(children, strategy: :simple_one_for_one)
end
end
Add it to a application supervision tree:
# File: lib/my_app.ex
# ...
def start(_type, _args) do
import Supervisor.Spec, warn: false
children = [
supervisor(MyWorkerSupervisor, [])
# ...
]
opts = [strategy: :one_for_one, name: MyApp.Supervisor]
Supervisor.start_link(children, opts)
end
# ...
Then you can use MyWorkerSupervisor.start_worker/1
to start your workers.
The docs can be found at https://hexdocs.pm/gen_task