1001 lines
39 KiB
Elixir
1001 lines
39 KiB
Elixir
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defmodule GenStage do
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@moduledoc ~S"""
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Stages are data-exchange steps that send and/or receive data
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from other stages.
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When a stage sends data, it acts as a producer. When it receives
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data, it acts as a consumer. Stages may take both producer and
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consumer roles at once.
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## Stage types
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Besides taking both producer and consumer roles, a stage may be
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called "source" if it only produces items or called "sink" if it
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only consumes items.
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For example, imagine the stages below where A sends data to B
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that sends data to C:
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[A] -> [B] -> [C]
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we conclude that:
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* A is only a producer (and therefore a source)
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* B is both producer and consumer
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* C is only a consumer (and therefore a sink)
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As we will see in the upcoming Examples section, we must
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specify the type of the stage when we implement each of them.
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To start the flow of events, we subscribe consumers to
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producers. Once the communication channel between them is
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established, consumers will ask the producers for events.
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We typically say the consumer is sending demand upstream.
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Once demand arrives, the producer will emit items, never
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emitting more items than the consumer asked for. This provides
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a back-pressure mechanism.
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A consumer may have multiple producers and a producer may have
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multiple consumers. When a consumer asks for data, each producer
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is handled separately, with its own demand. When a producer
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receives demand and sends data to multiple consumers, the demand
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is tracked and the events are sent by a dispatcher. This allows
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producers to send data using different "strategies". See
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`GenStage.Dispatcher` for more information.
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Many developers tend to create layers of stages, such as A, B and
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C, for achieving concurrency. If all you want is concurrency, using
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processes is enough. They are the primitive for achieving concurrency
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in Elixir and the VM does all of the work of multiplexing them.
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Instead, layers in GenStage must be created when there is a need for
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back-pressure or to route the data in different ways.
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For example, if you need the data to go over multiple steps but
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without a need for back-pressure or without a need to break the
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data apart, do not design it as such:
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[Producer] -> [Step 1] -> [Step 2] -> [Step 3]
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Instead it is better to design it as:
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[Consumer]
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/
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[Producer]-<-[Consumer]
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\
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[Consumer]
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where "Consumer" are multiple processes that subscribe to the same
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"Producer" and run exactly the same code, with all of transformation
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steps from above. In such scenarios, you may even find the
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`Task.async_stream/2` function that ships as part of Elixir to be
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enough or achieve the flexibility you need with the `ConsumerSupervisor`
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functionality that is included as part of `GenStage`.
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## Example
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Let's define the simple pipeline below:
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[A] -> [B] -> [C]
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where A is a producer that will emit items starting from 0,
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B is a producer-consumer that will receive those items and
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multiply them by a given number and C will receive those events
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and print them to the terminal.
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Let's start with A. Since A is a producer, its main
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responsibility is to receive demand and generate events.
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Those events may be in memory or an external queue system.
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For simplicity, let's implement a simple counter starting
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from a given value of `counter` received on `init/1`:
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defmodule A do
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use GenStage
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def start_link(number) do
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GenStage.start_link(A, number)
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end
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def init(counter) do
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{:producer, counter}
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end
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def handle_demand(demand, counter) when demand > 0 do
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# If the counter is 3 and we ask for 2 items, we will
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# emit the items 3 and 4, and set the state to 5.
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events = Enum.to_list(counter..counter+demand-1)
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{:noreply, events, counter + demand}
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end
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end
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B is a producer-consumer. This means it does not explicitly
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handle the demand because the demand is always forwarded to
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its producer. Once A receives the demand from B, it will send
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events to B which will be transformed by B as desired. In
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our case, B will receive events and multiply them by a number
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given on initialization and stored as the state:
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defmodule B do
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use GenStage
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def start_link(number) do
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GenStage.start_link(B, number)
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end
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def init(number) do
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{:producer_consumer, number}
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end
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def handle_events(events, _from, number) do
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events = Enum.map(events, & &1 * number)
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{:noreply, events, number}
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end
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end
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C will finally receive those events and print them every second
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to the terminal:
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defmodule C do
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use GenStage
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def start_link() do
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GenStage.start_link(C, :ok)
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end
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def init(:ok) do
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{:consumer, :the_state_does_not_matter}
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end
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def handle_events(events, _from, state) do
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# Wait for a second.
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Process.sleep(1000)
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# Inspect the events.
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IO.inspect(events)
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# We are a consumer, so we would never emit items.
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{:noreply, [], state}
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end
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end
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Now we can start and connect them:
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{:ok, a} = A.start_link(0) # starting from zero
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{:ok, b} = B.start_link(2) # multiply by 2
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{:ok, c} = C.start_link() # state does not matter
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GenStage.sync_subscribe(c, to: b)
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GenStage.sync_subscribe(b, to: a)
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Typically, we subscribe from bottom to top. Since A will
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start producing items only when B connects to it, we want this
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subscription to happen when the whole pipeline is ready. After
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you subscribe all of them, demand will start flowing upstream and
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events downstream.
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When implementing consumers, we often set the `:max_demand` and
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`:min_demand` on subscription. The `:max_demand` specifies the
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maximum amount of events that must be in flow while the `:min_demand`
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specifies the minimum threshold to trigger for more demand. For
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example, if `:max_demand` is 1000 and `:min_demand` is 750,
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the consumer will ask for 1000 events initially and ask for more
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only after it receives at least 250.
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In the example above, B is a `:producer_consumer` and therefore
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acts as a buffer. Getting the proper demand values in B is
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important: making the buffer too small may make the whole pipeline
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slower, making the buffer too big may unnecessarily consume
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memory.
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When such values are applied to the stages above, it is easy
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to see the producer works in batches. The producer A ends-up
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emitting batches of 50 items which will take approximately
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50 seconds to be consumed by C, which will then request another
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batch of 50 items.
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## `init` and `:subscribe_to`
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In the example above, we have started the processes A, B, and C
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independently and subscribed them later on. But most often it is
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simpler to subscribe a consumer to its producer on its `c:init/1`
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callback. This way, if the consumer crashes, restarting the consumer
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will automatically re-invoke its `c:init/1` callback and resubscribe
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it to the supervisor.
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This approach works as long as the producer can be referenced when
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the consumer starts--such as by name (for a named process) or by pid
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for a running unnamed process. For example, assuming the process
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`A` and `B` are started as follows:
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# Let's call the stage in module A as A
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GenStage.start_link(A, 0, name: A)
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# Let's call the stage in module B as B
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GenStage.start_link(B, 2, name: B)
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# No need to name consumers as they won't be subscribed to
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GenStage.start_link(C, :ok)
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We can now change the `c:init/1` callback for C to the following:
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def init(:ok) do
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{:consumer, :the_state_does_not_matter, subscribe_to: [B]}
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end
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or:
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def init(:ok) do
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{:consumer, :the_state_does_not_matter, subscribe_to: [{B, options}]}
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end
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And we will no longer need to call `sync_subscribe/2`.
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Another advantage of this approach is that it makes it straight-forward
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to leverage concurrency by simply starting multiple consumers that subscribe
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to their producer (or producer-consumer). This can be done in the example above
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by simply calling start link multiple times:
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# Start 4 consumers
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GenStage.start_link(C, :ok)
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GenStage.start_link(C, :ok)
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GenStage.start_link(C, :ok)
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GenStage.start_link(C, :ok)
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In a supervision tree, this is often done by starting multiple workers:
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children = [
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worker(A, [0]),
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worker(B, [2]),
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worker(C, []),
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worker(C, []),
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worker(C, []),
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worker(C, [])
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]
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Supervisor.start_link(children, strategy: :one_for_one)
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In fact, having multiple consumers is often the easiest and simplest way to
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leverage concurrency in a GenStage pipeline, especially if events can
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be processed out of order. For example, imagine a scenario where you
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have a stream of incoming events and you need to access a number of
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external services per event. Instead of building complex stages that
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route events through those services, one simple mechanism to leverage
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concurrency is to start a producer and N consumers and invoke the external
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services directly for each event in each consumer. N is typically the
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number of cores (as returned by `System.schedulers_online/0`) but can
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likely be increased if the consumers are mostly waiting on IO.
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Another alternative to the scenario above is to use a `ConsumerSupervisor`
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for consuming the events instead of N consumers. The `ConsumerSupervisor`
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will start a separate supervised process per event where the number of children
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is at most `max_demand` and the average amount of children is
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`(max_demand - min_demand) / 2`.
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## Buffering
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In many situations, producers may attempt to emit events while no consumers
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have yet subscribed. Similarly, consumers may ask producers for events
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that are not yet available. In such cases, it is necessary for producers
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to buffer events until a consumer is available or buffer the consumer
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demand until events arrive, respectively. As we will see next, buffering
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events can be done automatically by `GenStage`, while buffering the demand
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is a case that must be explicitly considered by developers implementing
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producers.
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### Buffering events
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Due to the concurrent nature of Elixir software, sometimes a producer
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may dispatch events without consumers to send those events to. For example,
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imagine a `:consumer` B subscribes to `:producer` A. Next, the consumer B
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sends demand to A, which starts producing events to satisfy the demand.
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Now, if the consumer B crashes, the producer may attempt to dispatch the
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now produced events but it no longer has a consumer to send those events to.
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In such cases, the producer will automatically buffer the events until another
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consumer subscribes.
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The buffer can also be used in cases where external sources only send
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events in batches larger than asked for. For example, if you are
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receiving events from an external source that only sends events
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in batches of 1000 and the internal demand is smaller than
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that, the buffer allows you to always emit batches of 1000 events
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even when the consumer has asked for less.
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In all of those cases when an event cannot be sent immediately by
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a producer, the event will be automatically stored and sent the next
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time consumers ask for events. The size of the buffer is configured
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via the `:buffer_size` option returned by `init/1` and the default
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value is `10_000`. If the `buffer_size` is exceeded, an error is logged.
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See the documentation for `c:init/1` for more detailed infromation about
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the `:buffer_size` option.
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### Buffering demand
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In case consumers send demand and the producer is not yet ready to
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fill in the demand, producers must buffer the demand until data arrives.
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As an example, let's implement a producer that broadcasts messages
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to consumers. For producers, we need to consider two scenarios:
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1. what if events arrive and there are no consumers?
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2. what if consumers send demand and there are not enough events?
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One way to implement such a broadcaster is to simply rely on the internal
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buffer available in `GenStage`, dispatching events as they arrive, as explained
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in the previous section:
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defmodule Broadcaster do
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use GenStage
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@doc "Starts the broadcaster."
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def start_link() do
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GenStage.start_link(__MODULE__, :ok, name: __MODULE__)
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end
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@doc "Sends an event and returns only after the event is dispatched."
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def sync_notify(event, timeout \\ 5000) do
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GenStage.call(__MODULE__, {:notify, event}, timeout)
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end
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def init(:ok) do
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{:producer, :ok, dispatcher: GenStage.BroadcastDispatcher}
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end
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def handle_call({:notify, event}, _from, state) do
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{:reply, :ok, [event], state} # Dispatch immediately
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end
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def handle_demand(_demand, state) do
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{:noreply, [], state} # We don't care about the demand
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end
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end
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By always sending events as soon as they arrive, if there is any demand,
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we will serve the existing demand, otherwise the event will be queued in
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`GenStage`'s internal buffer. In case events are being queued and not being
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consumed, a log message will be emitted when we exceed the `:buffer_size`
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configuration.
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While the implementation above is enough to solve the constraints above,
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a more robust implementation would have tighter control over the events
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and demand by tracking this data locally, leaving the `GenStage` internal
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buffer only for cases where consumers crash without consuming all data.
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To handle such cases, we will use a two-element tuple as the broadcaster state
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where the first elemeent is a queue and the second element is the pending
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demand. When events arrive and there are no consumers, we will store the
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event in the queue alongside information about the process that broadcasted
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the event. When consumers send demand and there are not enough events, we will
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increase the pending demand. Once we have both data and demand, we
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acknowledge the process that has sent the event to the broadcaster and finally
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broadcast the event downstream.
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defmodule QueueBroadcaster do
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use GenStage
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@doc "Starts the broadcaster."
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||
|
|
def start_link() do
|
||
|
|
GenStage.start_link(__MODULE__, :ok, name: __MODULE__)
|
||
|
|
end
|
||
|
|
|
||
|
|
@doc "Sends an event and returns only after the event is dispatched."
|
||
|
|
def sync_notify(event, timeout \\ 5000) do
|
||
|
|
GenStage.call(__MODULE__, {:notify, event}, timeout)
|
||
|
|
end
|
||
|
|
|
||
|
|
## Callbacks
|
||
|
|
|
||
|
|
def init(:ok) do
|
||
|
|
{:producer, {:queue.new, 0}, dispatcher: GenStage.BroadcastDispatcher}
|
||
|
|
end
|
||
|
|
|
||
|
|
def handle_call({:notify, event}, from, {queue, pending_demand}) do
|
||
|
|
queue = :queue.in({from, event}, queue)
|
||
|
|
dispatch_events(queue, pending_demand, [])
|
||
|
|
end
|
||
|
|
|
||
|
|
def handle_demand(incoming_demand, {queue, pending_demand}) do
|
||
|
|
dispatch_events(queue, incoming_demand + pending_demand, [])
|
||
|
|
end
|
||
|
|
|
||
|
|
defp dispatch_events(queue, 0, events) do
|
||
|
|
{:noreply, Enum.reverse(events), {queue, 0}}
|
||
|
|
end
|
||
|
|
|
||
|
|
defp dispatch_events(queue, demand, events) do
|
||
|
|
case :queue.out(queue) do
|
||
|
|
{{:value, {from, event}}, queue} ->
|
||
|
|
GenStage.reply(from, :ok)
|
||
|
|
dispatch_events(queue, demand - 1, [event | events])
|
||
|
|
{:empty, queue} ->
|
||
|
|
{:noreply, Enum.reverse(events), {queue, demand}}
|
||
|
|
end
|
||
|
|
end
|
||
|
|
end
|
||
|
|
|
||
|
|
Let's also implement a consumer that automatically subscribes to the
|
||
|
|
broadcaster on `c:init/1`. The advantage of doing so on initialization
|
||
|
|
is that, if the consumer crashes while it is supervised, the subscription
|
||
|
|
is automatically re-established when the supervisor restarts it.
|
||
|
|
|
||
|
|
defmodule Printer do
|
||
|
|
use GenStage
|
||
|
|
|
||
|
|
@doc "Starts the consumer."
|
||
|
|
def start_link() do
|
||
|
|
GenStage.start_link(__MODULE__, :ok)
|
||
|
|
end
|
||
|
|
|
||
|
|
def init(:ok) do
|
||
|
|
# Starts a permanent subscription to the broadcaster
|
||
|
|
# which will automatically start requesting items.
|
||
|
|
{:consumer, :ok, subscribe_to: [QueueBroadcaster]}
|
||
|
|
end
|
||
|
|
|
||
|
|
def handle_events(events, _from, state) do
|
||
|
|
for event <- events do
|
||
|
|
IO.inspect {self(), event}
|
||
|
|
end
|
||
|
|
{:noreply, [], state}
|
||
|
|
end
|
||
|
|
end
|
||
|
|
|
||
|
|
With the broadcaster in hand, now let's start the producer as well
|
||
|
|
as multiple consumers:
|
||
|
|
|
||
|
|
# Start the producer
|
||
|
|
QueueBroadcaster.start_link()
|
||
|
|
|
||
|
|
# Start multiple consumers
|
||
|
|
Printer.start_link()
|
||
|
|
Printer.start_link()
|
||
|
|
Printer.start_link()
|
||
|
|
Printer.start_link()
|
||
|
|
|
||
|
|
At this point, all consumers must have sent their demand which we were not
|
||
|
|
able to fulfill. Now by calling `QueueBroadcaster.sync_notify/1`, the event
|
||
|
|
shall be broadcasted to all consumers at once as we have buffered the demand
|
||
|
|
in the producer:
|
||
|
|
|
||
|
|
QueueBroadcaster.sync_notify(:hello_world)
|
||
|
|
|
||
|
|
If we had called `QueueBroadcaster.sync_notify(:hello_world)` before any
|
||
|
|
consumer was available, the event would also have been buffered in our own
|
||
|
|
queue and served only when demand had been received.
|
||
|
|
|
||
|
|
By having control over the demand and queue, the broadcaster has
|
||
|
|
full control on how to behave when there are no consumers, when the
|
||
|
|
queue grows too large, and so forth.
|
||
|
|
|
||
|
|
## Asynchronous work and `handle_subscribe`
|
||
|
|
|
||
|
|
Both `:producer_consumer` and `:consumer` stages have been designed to do
|
||
|
|
their work in the `c:handle_events/3` callback. This means that, after
|
||
|
|
`c:handle_events/3` is invoked, both `:producer_consumer` and `:consumer`
|
||
|
|
stages will immediately send demand upstream and ask for more items, as the
|
||
|
|
stage that produced the events assumes events have been fully processed by
|
||
|
|
`c:handle_events/3`.
|
||
|
|
|
||
|
|
Such default behaviour makes `:producer_consumer` and `:consumer` stages
|
||
|
|
unfeasible for doing asynchronous work. However, given `GenStage` was designed
|
||
|
|
to run with multiple consumers, it is not a problem to perform synchronous or
|
||
|
|
blocking actions inside `handle_events/3` as you can then start multiple
|
||
|
|
consumers in order to max both CPU and IO usage as necessary.
|
||
|
|
|
||
|
|
On the other hand, if you must perform some work asynchronously,
|
||
|
|
`GenStage` comes with an option that manually controls how demand
|
||
|
|
is sent upstream, avoiding the default behaviour where demand is
|
||
|
|
sent after `c:handle_events/3`. Such can be done by implementing
|
||
|
|
the `c:handle_subscribe/4` callback and returning `{:manual, state}`
|
||
|
|
instead of the default `{:automatic, state}`. Once the producer mode
|
||
|
|
is set to `:manual`, developers must use `GenStage.ask/3` to send
|
||
|
|
demand upstream when necessary.
|
||
|
|
|
||
|
|
Note that when `:max_demand` and `:min_demand` must be manually respected when
|
||
|
|
manually asking for demand through `GenStage.ask/3`.
|
||
|
|
|
||
|
|
For example, the `ConsumerSupervisor` module processes events
|
||
|
|
asynchronously by starting a process for each event and this is achieved by
|
||
|
|
manually sending demand to producers. `ConsumerSupervisor`
|
||
|
|
can be used to distribute work to a limited amount of
|
||
|
|
processes, behaving similar to a pool where a new process is
|
||
|
|
started for each event. See the `ConsumerSupervisor` docs for more
|
||
|
|
information.
|
||
|
|
|
||
|
|
Setting the demand to `:manual` in `c:handle_subscribe/4` is not
|
||
|
|
only useful for asynchronous work but also for setting up other
|
||
|
|
mechanisms for back-pressure. As an example, let's implement a
|
||
|
|
consumer that is allowed to process a limited number of events
|
||
|
|
per time interval. Those are often called rate limiters:
|
||
|
|
|
||
|
|
defmodule RateLimiter do
|
||
|
|
use GenStage
|
||
|
|
|
||
|
|
def init(_) do
|
||
|
|
# Our state will keep all producers and their pending demand
|
||
|
|
{:consumer, %{}}
|
||
|
|
end
|
||
|
|
|
||
|
|
def handle_subscribe(:producer, opts, from, producers) do
|
||
|
|
# We will only allow max_demand events every 5000 milliseconds
|
||
|
|
pending = opts[:max_demand] || 1000
|
||
|
|
interval = opts[:interval] || 5000
|
||
|
|
|
||
|
|
# Register the producer in the state
|
||
|
|
producers = Map.put(producers, from, {pending, interval})
|
||
|
|
# Ask for the pending events and schedule the next time around
|
||
|
|
producers = ask_and_schedule(producers, from)
|
||
|
|
|
||
|
|
# Returns manual as we want control over the demand
|
||
|
|
{:manual, producers}
|
||
|
|
end
|
||
|
|
|
||
|
|
def handle_cancel(_, from, producers) do
|
||
|
|
# Remove the producers from the map on unsubscribe
|
||
|
|
{:noreply, [], Map.delete(producers, from)}
|
||
|
|
end
|
||
|
|
|
||
|
|
def handle_events(events, from, producers) do
|
||
|
|
# Bump the amount of pending events for the given producer
|
||
|
|
producers = Map.update!(producers, from, fn {pending, interval} ->
|
||
|
|
{pending + length(events), interval}
|
||
|
|
end)
|
||
|
|
|
||
|
|
# Consume the events by printing them.
|
||
|
|
IO.inspect(events)
|
||
|
|
|
||
|
|
# A producer_consumer would return the processed events here.
|
||
|
|
{:noreply, [], producers}
|
||
|
|
end
|
||
|
|
|
||
|
|
def handle_info({:ask, from}, producers) do
|
||
|
|
# This callback is invoked by the Process.send_after/3 message below.
|
||
|
|
{:noreply, [], ask_and_schedule(producers, from)}
|
||
|
|
end
|
||
|
|
|
||
|
|
defp ask_and_schedule(producers, from) do
|
||
|
|
case producers do
|
||
|
|
%{^from => {pending, interval}} ->
|
||
|
|
# Ask for any pending events
|
||
|
|
GenStage.ask(from, pending)
|
||
|
|
# And let's check again after interval
|
||
|
|
Process.send_after(self(), {:ask, from}, interval)
|
||
|
|
# Finally, reset pending events to 0
|
||
|
|
Map.put(producers, from, {0, interval})
|
||
|
|
%{} ->
|
||
|
|
producers
|
||
|
|
end
|
||
|
|
end
|
||
|
|
end
|
||
|
|
|
||
|
|
Let's subscribe the `RateLimiter` above to the
|
||
|
|
producer we have implemented at the beginning of the module
|
||
|
|
documentation:
|
||
|
|
|
||
|
|
{:ok, a} = GenStage.start_link(A, 0)
|
||
|
|
{:ok, b} = GenStage.start_link(RateLimiter, :ok)
|
||
|
|
|
||
|
|
# Ask for 10 items every 2 seconds
|
||
|
|
GenStage.sync_subscribe(b, to: a, max_demand: 10, interval: 2000)
|
||
|
|
|
||
|
|
Although the rate limiter above is a consumer, it could be made a
|
||
|
|
producer-consumer by changing `c:init/1` to return a `:producer_consumer`
|
||
|
|
and then forwarding the events in `c:handle_events/3`.
|
||
|
|
|
||
|
|
## Notifications
|
||
|
|
|
||
|
|
`GenStage` also supports the ability to send notifications to all
|
||
|
|
consumers. Those notifications are sent as regular messages outside
|
||
|
|
of the demand-driven protocol but respecting the event ordering.
|
||
|
|
See `sync_notify/3` and `async_notify/2`.
|
||
|
|
|
||
|
|
Notifications are useful for out-of-band information, for example,
|
||
|
|
to notify consumers the producer has sent all events it had to
|
||
|
|
process or that a new batch of events is starting.
|
||
|
|
|
||
|
|
Note the notification system should not be used for broadcasting
|
||
|
|
events; for such, consider using `GenStage.BroadcastDispatcher`.
|
||
|
|
|
||
|
|
## Callbacks
|
||
|
|
|
||
|
|
`GenStage` is implemented on top of a `GenServer` with a few additions.
|
||
|
|
Besides exposing all of the `GenServer` callbacks, it also provides
|
||
|
|
`handle_demand/2` to be implemented by producers and `handle_events/3` to be
|
||
|
|
implemented by consumers, as shown above, as well as subscription-related
|
||
|
|
callbacks. Furthermore, all the callback responses have been modified to
|
||
|
|
potentially emit events. See the callbacks documentation for more
|
||
|
|
information.
|
||
|
|
|
||
|
|
By adding `use GenStage` to your module, Elixir will automatically
|
||
|
|
define all callbacks for you except for the following ones:
|
||
|
|
|
||
|
|
* `init/1` - must be implemented to choose between `:producer`, `:consumer`, or `:producer_consumer` stages
|
||
|
|
* `handle_demand/2` - must be implemented by `:producer` stages
|
||
|
|
* `handle_events/3` - must be implemented by `:producer_consumer` and `:consumer` stages
|
||
|
|
|
||
|
|
Although this module exposes functions similar to the ones found in
|
||
|
|
the `GenServer` API, like `call/3` and `cast/2`, developers can also
|
||
|
|
rely directly on GenServer functions such as `GenServer.multi_call/4`
|
||
|
|
and `GenServer.abcast/3` if they wish to.
|
||
|
|
|
||
|
|
### Name registration
|
||
|
|
|
||
|
|
`GenStage` is bound to the same name registration rules as a `GenServer`.
|
||
|
|
Read more about it in the `GenServer` docs.
|
||
|
|
|
||
|
|
## Message protocol overview
|
||
|
|
|
||
|
|
This section will describe the message protocol implemented
|
||
|
|
by stages. By documenting these messages, we will allow
|
||
|
|
developers to provide their own stage implementations.
|
||
|
|
|
||
|
|
### Back-pressure
|
||
|
|
|
||
|
|
When data is sent between stages, it is done by a message
|
||
|
|
protocol that provides back-pressure. The first step is
|
||
|
|
for the consumer to subscribe to the producer. Each
|
||
|
|
subscription has a unique reference.
|
||
|
|
|
||
|
|
Once subscribed, the consumer may ask the producer for messages
|
||
|
|
for the given subscription. The consumer may demand more items
|
||
|
|
whenever it wants to. A consumer must never receive more data
|
||
|
|
than it has asked for from any given producer stage.
|
||
|
|
|
||
|
|
A consumer may have multiple producers, where each demand is managed
|
||
|
|
individually (on a per-subscription basis). A producer may have multiple
|
||
|
|
consumers, where the demand and events are managed and delivered according to
|
||
|
|
a `GenStage.Dispatcher` implementation.
|
||
|
|
|
||
|
|
### Producer messages
|
||
|
|
|
||
|
|
The producer is responsible for sending events to consumers
|
||
|
|
based on demand. These are the messages that consumers can
|
||
|
|
send to producers:
|
||
|
|
|
||
|
|
* `{:"$gen_producer", from :: {consumer_pid, subscription_tag}, {:subscribe, current, options}}` -
|
||
|
|
sent by the consumer to the producer to start a new subscription.
|
||
|
|
|
||
|
|
Before sending, the consumer MUST monitor the producer for clean-up
|
||
|
|
purposes in case of crashes. The `subscription_tag` is unique to
|
||
|
|
identify the subscription. It is typically the subscriber monitoring
|
||
|
|
reference although it may be any term.
|
||
|
|
|
||
|
|
Once sent, the consumer MAY immediately send demand to the producer.
|
||
|
|
|
||
|
|
The `current` field, when not `nil`, is a two-item tuple containing a
|
||
|
|
subscription that must be cancelled with the given reason before the
|
||
|
|
current one is accepted.
|
||
|
|
|
||
|
|
Once received, the producer MUST monitor the consumer. However, if
|
||
|
|
the subscription reference is known, it MUST send a `:cancel` message
|
||
|
|
to the consumer instead of monitoring and accepting the subscription.
|
||
|
|
|
||
|
|
* `{:"$gen_producer", from :: {consumer_pid, subscription_tag}, {:cancel, reason}}` -
|
||
|
|
sent by the consumer to cancel a given subscription.
|
||
|
|
|
||
|
|
Once received, the producer MUST send a `:cancel` reply to the
|
||
|
|
registered consumer (which may not necessarily be the one received
|
||
|
|
in the tuple above). Keep in mind, however, there is no guarantee
|
||
|
|
such messages can be delivered in case the producer crashes before.
|
||
|
|
If the pair is unknown, the producer MUST send an appropriate cancel
|
||
|
|
reply.
|
||
|
|
|
||
|
|
* `{:"$gen_producer", from :: {consumer_pid, subscription_tag}, {:ask, demand}}` -
|
||
|
|
sent by consumers to ask demand for a given subscription (identified
|
||
|
|
by `subscription_tag`).
|
||
|
|
|
||
|
|
Once received, the producer MUST send data up to the demand. If the
|
||
|
|
pair is unknown, the producer MUST send an appropriate cancel reply.
|
||
|
|
|
||
|
|
### Consumer messages
|
||
|
|
|
||
|
|
The consumer is responsible for starting the subscription
|
||
|
|
and sending demand to producers. These are the messages that
|
||
|
|
producers can send to consumers:
|
||
|
|
|
||
|
|
* `{:"$gen_consumer", from :: {producer_pid, subscription_tag}, {:notification, message}}` -
|
||
|
|
notifications sent by producers.
|
||
|
|
|
||
|
|
* `{:"$gen_consumer", from :: {producer_pid, subscription_tag}, {:cancel, reason}}` -
|
||
|
|
sent by producers to cancel a given subscription.
|
||
|
|
|
||
|
|
It is used as a confirmation for client cancellations OR
|
||
|
|
whenever the producer wants to cancel some upstream demand.
|
||
|
|
|
||
|
|
* `{:"$gen_consumer", from :: {producer_pid, subscription_tag}, events :: [event, ...]}` -
|
||
|
|
events sent by producers to consumers.
|
||
|
|
|
||
|
|
`subscription_tag` identifies the subscription. The third argument
|
||
|
|
is a non-empty list of events. If the subscription is unknown, the
|
||
|
|
events must be ignored and a cancel message must be sent to the producer.
|
||
|
|
|
||
|
|
"""
|
||
|
|
|
||
|
|
defstruct [:mod, :state, :type, :dispatcher_mod, :dispatcher_state, :buffer,
|
||
|
|
:buffer_config, events: :forward, monitors: %{}, producers: %{}, consumers: %{}]
|
||
|
|
|
||
|
|
@typedoc "The supported stage types."
|
||
|
|
@type type :: :producer | :consumer | :producer_consumer
|
||
|
|
|
||
|
|
@typedoc "The supported init options."
|
||
|
|
@type options :: keyword()
|
||
|
|
|
||
|
|
@typedoc "The stage."
|
||
|
|
@type stage :: pid | atom | {:global, term} | {:via, module, term} | {atom, node}
|
||
|
|
|
||
|
|
@typedoc "The term that identifies a subscription."
|
||
|
|
@opaque subscription_tag :: reference
|
||
|
|
|
||
|
|
@typedoc "The term that identifies a subscription associated with the corresponding producer/consumer."
|
||
|
|
@type from :: {pid, subscription_tag}
|
||
|
|
|
||
|
|
@doc """
|
||
|
|
Invoked when the server is started.
|
||
|
|
|
||
|
|
`start_link/3` (or `start/3`) will block until this callback returns.
|
||
|
|
`args` is the argument term (second argument) passed to `start_link/3`
|
||
|
|
(or `start/3`).
|
||
|
|
|
||
|
|
In case of successful start, this callback must return a tuple
|
||
|
|
where the first element is the stage type, which is one of:
|
||
|
|
|
||
|
|
* `:producer`
|
||
|
|
* `:consumer`
|
||
|
|
* `:producer_consumer` (if the stage is acting as both)
|
||
|
|
|
||
|
|
For example:
|
||
|
|
|
||
|
|
def init(args) do
|
||
|
|
{:producer, some_state}
|
||
|
|
end
|
||
|
|
|
||
|
|
The returned tuple may also contain 3 or 4 elements. The third
|
||
|
|
element may be the `:hibernate` atom or a set of options defined
|
||
|
|
below.
|
||
|
|
|
||
|
|
Returning `:ignore` will cause `start_link/3` to return `:ignore`
|
||
|
|
and the process will exit normally without entering the loop or
|
||
|
|
calling `terminate/2`.
|
||
|
|
|
||
|
|
Returning `{:stop, reason}` will cause `start_link/3` to return
|
||
|
|
`{:error, reason}` and the process to exit with reason `reason`
|
||
|
|
without entering the loop or calling `terminate/2`.
|
||
|
|
|
||
|
|
## Options
|
||
|
|
|
||
|
|
This callback may return options. Some options are specific to
|
||
|
|
the chosen stage type while others are shared across all types.
|
||
|
|
|
||
|
|
### `:producer` options
|
||
|
|
|
||
|
|
* `:demand` - when `:forward`, the demand is always forwarded to
|
||
|
|
the `c:handle_demand/2` callback. When `:accumulate`, demand is
|
||
|
|
accumulated until its mode is set to `:forward` via `demand/2`.
|
||
|
|
This is useful as a synchronization mechanism, where the demand
|
||
|
|
is accumulated until all consumers are subscribed. Defaults to
|
||
|
|
`:forward`.
|
||
|
|
|
||
|
|
### `:producer` and `:producer_consumer` options
|
||
|
|
|
||
|
|
* `:buffer_size` - the size of the buffer to store events without
|
||
|
|
demand. Can be `:infinity` to signal no limit on the buffer size. Check
|
||
|
|
the "Buffer events" section of the module documentation. Defaults to
|
||
|
|
`10_000` for `:producer`, `:infinity` for `:producer_consumer`.
|
||
|
|
|
||
|
|
* `:buffer_keep` - returns whether the `:first` or `:last` entries
|
||
|
|
should be kept on the buffer in case the buffer size is exceeded.
|
||
|
|
Defaults to `:last`.
|
||
|
|
|
||
|
|
* `:dispatcher` - the dispatcher responsible for handling demands.
|
||
|
|
Defaults to `GenStage.DemandDispatch`. May be either an atom
|
||
|
|
representing a dispatcher module or a two-element tuple with
|
||
|
|
the dispatcher module and the dispatcher options.
|
||
|
|
|
||
|
|
### `:consumer` and `:producer_consumer` options
|
||
|
|
|
||
|
|
* `:subscribe_to` - a list of producers to subscribe to. Each element
|
||
|
|
represents either the producer module or a tuple with the producer module
|
||
|
|
and the subscription options (as defined in `sync_subscribe/2`).
|
||
|
|
|
||
|
|
"""
|
||
|
|
@callback init(args :: term) ::
|
||
|
|
{type, state} |
|
||
|
|
{type, state, options} |
|
||
|
|
:ignore |
|
||
|
|
{:stop, reason :: any} when state: any
|
||
|
|
|
||
|
|
@doc """
|
||
|
|
Invoked on `:producer` stages.
|
||
|
|
|
||
|
|
This callback is invoked on `:producer` stages with the demand from
|
||
|
|
consumers/dispatcher. The producer that implements this callback must either
|
||
|
|
store the demand, or return the amount of requested events.
|
||
|
|
|
||
|
|
Must always be explicitly implemented by `:producer` stages.
|
||
|
|
|
||
|
|
## Examples
|
||
|
|
|
||
|
|
def handle_demand(demand, state) do
|
||
|
|
# We check if we're able to satisfy the demand and fetch
|
||
|
|
# events if we aren't.
|
||
|
|
events =
|
||
|
|
if length(state.events) >= demand do
|
||
|
|
events
|
||
|
|
else
|
||
|
|
fetch_events()
|
||
|
|
end
|
||
|
|
|
||
|
|
# We dispatch only the requested number of events.
|
||
|
|
{to_dispatch, remaining} = Enum.split(events, demand)
|
||
|
|
|
||
|
|
{:noreply, to_dispatch, %{state | events: remaining}}
|
||
|
|
end
|
||
|
|
|
||
|
|
"""
|
||
|
|
@callback handle_demand(demand :: pos_integer, state :: term) ::
|
||
|
|
{:noreply, [event], new_state} |
|
||
|
|
{:noreply, [event], new_state, :hibernate} |
|
||
|
|
{:stop, reason, new_state} when new_state: term, reason: term, event: term
|
||
|
|
|
||
|
|
@doc """
|
||
|
|
Invoked when a consumer subscribes to a producer.
|
||
|
|
|
||
|
|
This callback is invoked in both producers and consumers.
|
||
|
|
`producer_or_consumer` will be `:producer` when this callback is
|
||
|
|
invoked on a consumer that subscribed to a producer, and `:consumer`
|
||
|
|
if when this callback is invoked on producers a consumer subscribed to.
|
||
|
|
|
||
|
|
For consumers, successful subscriptions must return one of:
|
||
|
|
|
||
|
|
* `{:automatic, new_state}` - means the stage implementation will take care
|
||
|
|
of automatically sending demand to producers. This is the default.
|
||
|
|
|
||
|
|
* `{:manual, state}` - means that demand must be sent to producers
|
||
|
|
explicitly via `ask/3`. `:manual` subscriptions must be cancelled when
|
||
|
|
`c:handle_cancel/3` is called. `:manual` can be used when a special
|
||
|
|
behaviour is desired (for example, `ConsumerSupervisor` uses `:manual`
|
||
|
|
demand in its implementation).
|
||
|
|
|
||
|
|
For producers, successful subscriptions must always return
|
||
|
|
`{:automatic, new_state}`. `:manual` mode is not supported.
|
||
|
|
|
||
|
|
If this callback is not implemented, the default implementation by
|
||
|
|
`use GenStage` will return `{:automatic, state}`.
|
||
|
|
|
||
|
|
## Examples
|
||
|
|
|
||
|
|
Let's see an example where we define this callback in a consumer that will use
|
||
|
|
`:manual` mode. In this case, we'll store the subscription (`from`) in the
|
||
|
|
state in order to be able to use it later on when asking demand via `ask/3`.
|
||
|
|
|
||
|
|
def handle_subscribe(:producer, _options, from, state) do
|
||
|
|
new_state = %{state | subscription: from}
|
||
|
|
{:manual, new_state
|
||
|
|
end
|
||
|
|
|
||
|
|
"""
|
||
|
|
@callback handle_subscribe(producer_or_consumer :: :producer | :consumer, options, from, state :: term) ::
|
||
|
|
{:automatic | :manual, new_state} |
|
||
|
|
{:stop, reason, new_state} when new_state: term, reason: term
|
||
|
|
|
||
|
|
@doc """
|
||
|
|
Invoked when a consumer is no longer subscribed to a producer.
|
||
|
|
|
||
|
|
It receives the cancellation reason, the `from` tuple representing the
|
||
|
|
cancelled subscription and the state. The `cancel_reason` will be a
|
||
|
|
`{:cancel, _}` tuple if the reason for cancellation was a `GenStage.cancel/2`
|
||
|
|
call. Any other value means the cancellation reason was due to an EXIT.
|
||
|
|
|
||
|
|
If this callback is not implemented, the default implementation by
|
||
|
|
`use GenStage` will return `{:noreply, [], state}`.
|
||
|
|
|
||
|
|
Return values are the same as `c:handle_cast/2`.
|
||
|
|
"""
|
||
|
|
@callback handle_cancel(cancellation_reason :: {:cancel | :down, reason :: term}, from, state :: term) ::
|
||
|
|
{:noreply, [event], new_state} |
|
||
|
|
{:noreply, [event], new_state, :hibernate} |
|
||
|
|
{:stop, reason, new_state} when event: term, new_state: term, reason: term
|
||
|
|
|
||
|
|
@doc """
|
||
|
|
Invoked on `:producer_consumer` and `:consumer` stages to handle events.
|
||
|
|
|
||
|
|
Must always be explicitly implemented by such types.
|
||
|
|
|
||
|
|
Return values are the same as `c:handle_cast/2`.
|
||
|
|
"""
|
||
|
|
@callback handle_events(events :: [event], from, state :: term) ::
|
||
|
|
{:noreply, [event], new_state} |
|
||
|
|
{:noreply, [event], new_state, :hibernate} |
|
||
|
|
{:stop, reason, new_state} when new_state: term, reason: term, event: term
|
||
|
|
|
||
|
|
@doc """
|
||
|
|
Invoked to handle synchronous `call/3` messages.
|
||
|
|
|
||
|
|
`call/3` will block until a reply is received (unless the call times out or
|
||
|
|
nodes are disconnected).
|
||
|
|
|
||
|
|
`request` is the request message sent by a `call/3`, `from` is a two-element tuple
|
||
|
|
containing the caller's PID and a term that uniquely identifies the call, and
|
||
|
|
`state` is the current state of the `GenStage`.
|
||
|
|
|
||
|
|
Returning `{:reply, reply, [events], new_state}` sends the response `reply`
|
||
|
|
to the caller after events are dispatched (or buffered) and continues the
|
||
|
|
loop with new state `new_state`. In case you want to deliver the reply before
|
||
|
|
processing events, use `reply/2` and return `{:noreply, [event],
|
||
|
|
state}`.
|
||
|
|
|
||
|
|
Returning `{:noreply, [event], new_state}` does not send a response to the
|
||
|
|
caller and processes the given events before continuing the loop with new
|
||
|
|
state `new_state`. The response must be sent with `reply/2`.
|
||
|
|
|
||
|
|
Hibernating is also supported as an atom to be returned from either
|
||
|
|
`:reply` and `:noreply` tuples.
|
||
|
|
|
||
|
|
Returning `{:stop, reason, reply, new_state}` stops the loop and `terminate/2`
|
||
|
|
is called with reason `reason` and state `new_state`. Then the `reply` is sent
|
||
|
|
as the response to the call and the process exits with reason `reason`.
|
||
|
|
|
||
|
|
Returning `{:stop, reason, new_state}` is similar to
|
||
|
|
`{:stop, reason, reply, new_state}` except that no reply is sent to the caller.
|
||
|
|
|
||
|
|
If this callback is not implemented, the default implementation by
|
||
|
|
`use GenStage` will return `{:stop, {:bad_call, request}, state}`.
|
||
|
|
"""
|
||
|
|
@callback handle_call(request :: term, from :: GenServer.from, state :: term) ::
|
||
|
|
{:reply, reply, [event], new_state} |
|
||
|
|
{:reply, reply, [event], new_state, :hibernate} |
|
||
|
|
{:noreply, [event], new_state} |
|
||
|
|
{:noreply, [event], new_state, :hibernate} |
|
||
|
|
{:stop, reason, reply, new_state} |
|
||
|
|
{:stop, reason, new_state} when reply: term, new_state: term, reason: term, event: term
|
||
|
|
|
||
|
|
@doc """
|
||
|
|
Invoked to handle asynchronous `cast/2` messages.
|
||
|
|
|
||
|
|
`request` is the request message sent by a `cast/2` and `state` is the current
|
||
|
|
state of the `GenStage`.
|
||
|
|
|
||
|
|
Returning `{:noreply, [event], new_state}` dispatches the events and continues
|
||
|
|
the loop with new state `new_state`.
|
||
|
|
|
||
|
|
Returning `{:noreply, [event], new_state, :hibernate}` is similar to
|
||
|
|
`{:noreply, new_state}` except the process is hibernated before continuing the
|
||
|
|
loop. See the return values for `c:GenServer.handle_call/3` for more information
|
||
|
|
on hibernation.
|
||
|
|
|
||
|
|
Returning `{:stop, reason, new_state}` stops the loop and `terminate/2` is
|
||
|
|
called with the reason `reason` and state `new_state`. The process exits with
|
||
|
|
reason `reason`.
|
||
|
|
|
||
|
|
If this callback is not implemented, the default implementation by
|
||
|
|
`use GenStage` will return `{:stop, {:bad_cast, request}, state}`.
|
||
|
|
"""
|
||
|
|
@callback handle_cast(request :: term, state :: term) ::
|
||
|
|
{:noreply, [event], new_state} |
|
||
|
|
{:noreply, [event], new_state, :hibernate} |
|
||
|
|
{:stop, reason :: term, new_state} when new_state: term, event: term
|
||
|
|
|
||
|
|
@doc """
|
||
|
|
Invoked to handle all other messages.
|
||
|
|
|
||
|
|
`message` is the message and `state` is the current state of the `GenStage`. When
|
||
|
|
a timeout occurs the message is `:timeout`.
|
||
|
|
|
||
|
|
If this callback is not implemented, the default implementation by
|
||
|
|
`use GenStage` will return `{:noreply, [], state}`.
|
||
|
|
|
||
|
|
Return values are the same as `c:handle_cast/2`.
|
||
|
|
"""
|
||
|
|
@callback handle_info(message :: term, state :: term) ::
|
||
|
|
{:noreply, [event], new_state} |
|
||
|
|
{:noreply, [event], new_state, :hibernate} |
|
||
|
|
{:stop, reason :: term, new_state} when new_state: term, event: term
|
||
|
|
|
||
|
|
@doc """
|
||
|
|
The same as `c:GenServer.terminate/2`.
|
||
|
|
"""
|
||
|
|
@callback terminate(reason, state :: term) ::
|
||
|
|
term when reason: :normal | :shutdown | {:shutdown, term} | term
|
||
|
|
|
||
|
|
@doc """
|
||
|
|
The same as `c:GenServer.code_change/3`.
|
||
|
|
"""
|
||
|
|
@callback code_change(old_vsn, state :: term, extra :: term) ::
|
||
|
|
{:ok, new_state :: term} |
|