final class TaskCircuitBreaker extends AnyRef
The TaskCircuitBreaker
is used to provide stability and prevent
cascading failures in distributed systems.
Purpose
As an example, we have a web application interacting with a remote third party web service. Let's say the third party has oversold their capacity and their database melts down under load. Assume that the database fails in such a way that it takes a very long time to hand back an error to the third party web service. This in turn makes calls fail after a long period of time. Back to our web application, the users have noticed that their form submissions take much longer seeming to hang. Well the users do what they know to do which is use the refresh button, adding more requests to their already running requests. This eventually causes the failure of the web application due to resource exhaustion. This will affect all users, even those who are not using functionality dependent on this third party web service.
Introducing circuit breakers on the web service call would cause the requests to begin to fail-fast, letting the user know that something is wrong and that they need not refresh their request. This also confines the failure behavior to only those users that are using functionality dependent on the third party, other users are no longer affected as there is no resource exhaustion. Circuit breakers can also allow savvy developers to mark portions of the site that use the functionality unavailable, or perhaps show some cached content as appropriate while the breaker is open.
How It Works
The circuit breaker models a concurrent state machine that can be in any of these 3 states:
- Closed: During normal
operations or when the
TaskCircuitBreaker
starts- Exceptions increment the
failures
counter - Successes reset the failure count to zero
- When the
failures
counter reaches themaxFailures
count, the breaker is tripped intoOpen
state
- Exceptions increment the
- Open: The circuit breaker rejects
all tasks with an
ExecutionRejectedException
- all tasks fail fast with
ExecutionRejectedException
- after the configured
resetTimeout
, the circuit breaker enters a HalfOpen state, allowing one task to go through for testing the connection
- all tasks fail fast with
- HalfOpen: The circuit breaker
has already allowed a task to go through, as a reset attempt,
in order to test the connection
- The first task when
Open
has expired is allowed through without failing fast, just before the circuit breaker is evolved into theHalfOpen
state - All tasks attempted in
HalfOpen
fail-fast with an exception just as in Open state - If that task attempt succeeds, the breaker is reset back to
the
Closed
state, with theresetTimeout
and thefailures
count also reset to initial values - If the first call fails, the breaker is tripped again into
the
Open
state (theresetTimeout
is multiplied by the exponential backoff factor)
- The first task when
Usage
import monix.eval._ import scala.concurrent.duration._ val circuitBreaker = TaskCircuitBreaker( maxFailures = 5, resetTimeout = 10.seconds ) //... val problematic = Task { val nr = util.Random.nextInt() if (nr % 2 == 0) nr else throw new RuntimeException("dummy") } val task = circuitBreaker.protect(problematic)
When attempting to close the circuit breaker and resume normal operations, we can also apply an exponential backoff for repeated failed attempts, like so:
val circuitBreaker = TaskCircuitBreaker( maxFailures = 5, resetTimeout = 10.seconds, exponentialBackoffFactor = 2, maxResetTimeout = 10.minutes )
In this sample we attempt to reconnect after 10 seconds, then after 20, 40 and so on, a delay that keeps increasing up to a configurable maximum of 10 minutes.
Credits
This Monix data type was inspired by the availability of Akka's Circuit Breaker.
- Source
- TaskCircuitBreaker.scala
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def
doOnClosed(callback: Task[Unit]): TaskCircuitBreaker
Returns a new circuit breaker that wraps the state of the source and that will fire the given callback upon the circuit breaker transitioning to the Closed state.
Returns a new circuit breaker that wraps the state of the source and that will fire the given callback upon the circuit breaker transitioning to the Closed state.
Useful for gathering stats.
NOTE: calling this method multiple times will create a circuit breaker that will call multiple callbacks, thus the callback given is cumulative with other specified callbacks.
- callback
is to be executed when the state evolves into
Closed
- returns
a new circuit breaker wrapping the state of the source
-
def
doOnHalfOpen(callback: Task[Unit]): TaskCircuitBreaker
Returns a new circuit breaker that wraps the state of the source and that will fire the given callback upon the circuit breaker transitioning to the HalfOpen state.
Returns a new circuit breaker that wraps the state of the source and that will fire the given callback upon the circuit breaker transitioning to the HalfOpen state.
Useful for gathering stats.
NOTE: calling this method multiple times will create a circuit breaker that will call multiple callbacks, thus the callback given is cumulative with other specified callbacks.
- callback
is to be executed when the state evolves into
HalfOpen
- returns
a new circuit breaker wrapping the state of the source
-
def
doOnOpen(callback: Task[Unit]): TaskCircuitBreaker
Returns a new circuit breaker that wraps the state of the source and that will fire the given callback upon the circuit breaker transitioning to the Open state.
Returns a new circuit breaker that wraps the state of the source and that will fire the given callback upon the circuit breaker transitioning to the Open state.
Useful for gathering stats.
NOTE: calling this method multiple times will create a circuit breaker that will call multiple callbacks, thus the callback given is cumulative with other specified callbacks.
- callback
is to be executed when the state evolves into
Open
- returns
a new circuit breaker wrapping the state of the source
-
def
doOnRejectedTask(callback: Task[Unit]): TaskCircuitBreaker
Returns a new circuit breaker that wraps the state of the source and that upon a task being rejected will execute the given
callback
.Returns a new circuit breaker that wraps the state of the source and that upon a task being rejected will execute the given
callback
.Useful for gathering stats.
NOTE: calling this method multiple times will create a circuit breaker that will call multiple callbacks, thus the callback given is cumulative with other specified callbacks.
- callback
is to be executed when tasks get rejected
- returns
a new circuit breaker wrapping the state of the source
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val
exponentialBackoffFactor: Double
A factor to use for resetting the resetTimeout when in the
HalfOpen
state, in case the attempt forClose
fails. -
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val
maxFailures: Int
The maximum count for allowed failures before opening the circuit breaker.
-
val
maxResetTimeout: Duration
The maximum timespan the circuit breaker is allowed to use as a resetTimeout when applying the exponentialBackoffFactor.
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def
protect[A](task: Task[A]): Task[A]
Returns a new Task that upon execution will execute the given task, but with the protection of this circuit breaker.
-
val
resetTimeout: FiniteDuration
The timespan to wait in the
Open
state before attempting a close of the circuit breaker (but without the backoff factor applied).The timespan to wait in the
Open
state before attempting a close of the circuit breaker (but without the backoff factor applied).If we have a specified exponentialBackoffFactor then the actual reset timeout applied will be this value multiplied repeatedly with that factor, a value that can be found by querying the state.
-
def
state: State
Returns the current TaskCircuitBreaker.State, meant for debugging purposes.
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wait(arg0: Long): Unit
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This is the API documentation for the Monix library.
Package Overview
monix.execution exposes lower level primitives for dealing with asynchronous execution:
Atomic
types, as alternative tojava.util.concurrent.atomic
monix.eval is for dealing with evaluation of results, thus exposing Task and Coeval.
monix.reactive exposes the
Observable
pattern:Observable
implementationsmonix.types implements type-class shims, to be translated to type-classes provided by libraries such as Cats or Scalaz.
monix.cats is the optional integration with the Cats library, providing translations for the types described in
monix.types
.monix.scalaz is the optional integration with the Scalaz library, providing translations for the types described in
monix.types
.