A circuit breaker and retry library for handling failures in Python applications
Project description
Highway Circuit Breaker
Overview
Highway Circuit Breaker is a powerful resilience library designed to make your Python applications fault-tolerant and highly available. It's an integral component of the Highway Workflow Engine, providing essential failure handling capabilities for modern distributed systems.
This library implements the Circuit Breaker and Retry patterns, offering elegant solutions for handling failures in networked systems, external service calls, and unreliable dependencies.
Installation
pip install highway_circutbreaker
Features
- Circuit Breaker Pattern: Prevents cascading failures in distributed systems
- Retry Pattern: Automatically retries failed operations with configurable backoff
- Composable: Chain multiple policies together for sophisticated error handling
- Decorator Support: Clean, easy-to-read syntax with Python decorators
- Fine-grained Control: Configure failure thresholds, cooldown periods, and backoff strategies
- State Monitoring: Track breaker state and execution history
Quick Start
Basic Circuit Protector
from datetime import timedelta
from fractions import Fraction
from highway_circutbreaker import CircuitProtectorPolicy
# Create a circuit protector that trips after 3 failures
protector = CircuitProtectorPolicy(
failure_limit=Fraction(3, 10), # 3 out of 10 failures
cooldown=timedelta(seconds=30) # 30-second cooldown
)
@protector
def unreliable_service_call():
# Your potentially failing external service call
import random
if random.random() < 0.7:
raise Exception("Service temporarily unavailable")
return "Success!"
Advanced Retry with Exponential Backoff
from datetime import timedelta
from highway_circutbreaker import RetryWithBackoffPolicy, ExponentialDelay
# Create an exponential backoff strategy
backoff = ExponentialDelay(
min_delay=timedelta(seconds=1),
max_delay=timedelta(seconds=10),
factor=2,
jitter=0.1
)
# Apply retry policy with backoff
retry_policy = RetryWithBackoffPolicy(
max_retries=3,
backoff=backoff
)
@retry_policy
def unreliable_database_operation():
# Operation that might fail temporarily
import random
if random.random() < 0.5:
raise ConnectionError("Database temporarily unavailable")
return "Database operation completed"
Combining Circuit Protector and Retry
from highway_circutbreaker import SafetyNet, CircuitProtectorPolicy, RetryWithBackoffPolicy
# Combine both patterns using SafetyNet
safety_net = SafetyNet(
policies=(
RetryWithBackoffPolicy(max_retries=2),
CircuitProtectorPolicy(failure_limit=Fraction(2, 5))
)
)
@safety_net
def resilient_external_api_call():
# This will first retry, then circuit-protect if needed
import requests
response = requests.get("https://external-api.example.com/data")
return response.json()
Detailed Examples
Circuit Protector Customization
from datetime import timedelta
from fractions import Fraction
from highway_circutbreaker import CircuitProtectorPolicy, CircuitState
def custom_exception_handler(exc):
"""Only handle specific exceptions"""
return isinstance(exc, (ConnectionError, TimeoutError))
def status_change_handler(policy, old_status, new_status):
"""Handle status transitions"""
print(f"Circuit protector changed status: {old_status.name} -> {new_status.name}")
# Fully customized circuit protector
custom_protector = CircuitProtectorPolicy(
cooldown=timedelta(minutes=1), # 1-minute cooldown
failure_limit=Fraction(3, 10), # Trip after 30% failure rate
success_limit=Fraction(5, 5), # Close after 5 consecutive successes
should_handle=custom_exception_handler, # Custom exception filter
on_status_change=status_change_handler # Status change listener
)
@custom_protector
def monitored_service_call():
# Your service call with enhanced monitoring
pass
Complex Retry Scenarios
from highway_circutbreaker import RetryWithBackoffPolicy, FixedDelay
# Constant delay between retries
constant_backoff = FixedDelay(delay=timedelta(seconds=2))
retry_with_constant_backoff = RetryWithBackoffPolicy(
max_retries=5,
backoff=constant_backoff,
should_handle=lambda e: isinstance(e, ConnectionError)
)
@retry_with_constant_backoff
def service_with_constant_retry():
# This will retry every 2 seconds up to 5 times
pass
Accessing Circuit Protector Status
from highway_circutbreaker import CircuitProtectorPolicy
protector = CircuitProtectorPolicy(failure_limit=Fraction(2, 5))
@protector
def service_call():
pass
# Check protector status and execution log
print(f"Current status: {protector.status.name}")
print(f"Execution log: {list(protector.execution_log)}")
# The execution_log buffer maintains success/failure record
if protector.status == CircuitState.OPEN:
print("Circuit protector is currently open - requests are blocked")
else:
service_call() # Execute call if not in OPEN status
Highway Workflow Engine Integration
Highway Circuit Breaker is a core component of the Highway Workflow Engine, designed for building resilient, distributed applications. The Highway Workflow Engine provides:
- Workflow Orchestration: Define complex business processes
- Task Management: Execute and monitor long-running tasks
- Resilience Patterns: Built-in fault tolerance with circuit breakers and retries
- Monitoring & Observability: Track workflow execution and identify bottlenecks
Learn more about the complete Highway Workflow Engine at highway-workflow-engine.readthedocs.io.
API Reference
CircuitProtectorPolicy
Implements the circuit protector pattern with three statuses: CLOSED, OPEN, HALF_OPEN.
Parameters:
cooldown(timedelta): Duration before transitioning from OPEN to HALF_OPENfailure_limit(Fraction): Failure rate to trip the protector (e.g., Fraction(3, 10) for 3 out of 10)success_limit(Fraction): Success rate to close the protector in HALF_OPEN statusshould_handle(Callable): Predicate to determine which exceptions to count as failureson_status_change(Callable): Callback when the protector changes status
RetryWithBackoffPolicy
Implements the retry pattern with configurable backoff strategies.
Parameters:
backoff(ExponentialDelay | FixedDelay): Backoff strategy between retriesmax_retries(int): Maximum number of retry attemptsshould_handle(Callable): Predicate to determine which exceptions to retry
SafetyNet
Combines multiple policies for comprehensive error handling.
Parameters:
policies(tuple): Tuple of policies to apply
ExponentialDelay Strategies
ExponentialDelay: Exponential backoff with configurable parametersFixedDelay: Constant delay between attempts
Best Practices
- Configure Appropriate Limits: Set failure limits based on your service's expected error rate
- Use Meaningful Cooldown Periods: Balance between detecting recovery and avoiding thrashing
- Handle Specific Exceptions: Use the
should_handleparameter to only respond to expected failures - Monitor Status Changes: Use
on_status_changeto detect and log circuit protector transitions - Chain Policies Thoughtfully: Apply retry before circuit protector for optimal resilience
Contributing
We welcome contributions to Highway Circuit Breaker! See our contributing guide for details.
License
Distributed under the MIT License. See LICENSE for more information.
Support
Need help? Check out our documentation or open an issue on GitHub.
Part of the Highway Workflow Engine family of resilience tools
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