Utility for handling rate limiting in a centralized manner
Project description
CentralizedRateLimiter
A robust, centralized rate limiting utility for Python applications that need precise control over API request rates with built-in retry mechanisms and a single rate limit for all request methods.
๐ง Installation
pip install centralized-rate-limiter
๐ Features
- Centralized Configuration: Set rate limiting parameters once and reuse across your application for all request methods
- Comprehensive Retry Logic: Built-in exponential backoff and configurable retry attempts
- Thread-Safe: Reliable rate limiting in multi-threaded environments
- Flexible HTTP Support: Works with all standard HTTP methods
- Session Management: Extends
requests.Session
for seamless integration - Type Hints: Full type annotation support for better IDE integration
๐ฏ Quick Start
from centralized_rate_limiter import get_rate_limiter
# Create a rate limiter with custom parameters
rate_limiter = get_rate_limiter(
requests_per_second=10,
total_retries=5,
backoff_factor=0.25
)
# Use it for your API calls
response = rate_limiter.get('https://api.example.com/data')
# Works with all HTTP methods
post_response = rate_limiter.post(
'https://api.example.com/create',
json={'key': 'value'}
)
๐ง Advanced Usage
Custom Configuration
from centralized_rate_limiter import RateLimitedSession
# Create a session with specific parameters
session = RateLimitedSession(
requests_per_second=5,
total_retries=3,
backoff_factor=0.5
)
# Use session in your application
responses = []
for endpoint in endpoints:
response = session.get(endpoint)
responses.append(response)
Error Handling
from requests.exceptions import RetryError
try:
response = rate_limiter.get('https://api.example.com/data')
data = response.json()
except RetryError:
print("Max retries exceeded")
except Exception as e:
print(f"An error occurred: {e}")
๐ Configuration Parameters
Parameter | Type | Default | Description |
---|---|---|---|
requests_per_second |
int | 10 | Maximum number of requests allowed per second |
total_retries |
int | 5 | Maximum number of retry attempts for failed requests |
backoff_factor |
float | 0.25 | Multiplier for exponential backoff between retries |
๐ค When to Use This vs. Other Solutions
Use CentralizedRateLimiter When You Need:
-
Centralized Rate Limiting and Retry Logic
- You want a single solution that handles both rate limiting and retries
- You want a single rate limit for all your requests methods
- You need fine-grained control over retry behavior
-
Thread-Safe Operation
- Your application makes API calls from multiple threads
- You need reliable rate limiting in concurrent scenarios
-
Session Management
- You want to maintain session state across requests
- You need to reuse connections for better performance
-
Custom Configuration
- You require specific combinations of rate limiting and retry parameters
- You need to adjust settings per-instance
Consider Alternatives When:
-
Distributed Rate Limiting Required
- Consider
python-redis-rate-limit
for distributed systems - Use
Flask-Limiter
for API endpoint protection
- Consider
-
Simpler Requirements
- Use
requests-ratelimiter
for basic rate limiting - Use
backoff
package for simple retry logic
- Use
-
Async Operation
- Consider
aiohttp
withaiohttp-client-manager
- Use
asyncio
based solutions for async workflows
- Consider
-
Minimal Dependencies
- Use built-in
time.sleep()
for simple delays - Implement basic rate limiting without external packages
- Use built-in
๐ How It Works
The library uses a combination of:
- Decorator-based rate limiting using the
ratelimit
package urllib3.util.Retry
for configurable retry behavior- Custom session management extending
requests.Session
Example retry sequence:
Request 1 (fails) โ Wait 0.25s โ Retry 1 (fails) โ Wait 0.5s โ Retry 2 (succeeds)
๐ ๏ธ Development
Prerequisites
- Python 3.7+
- Make (optional, but recommended)
- Git
Setting Up Development Environment
- Clone the repository:
git clone https://github.com/waddafunk/CentralizedRateLimiter.git
cd CentralizedRateLimiter
- Install development dependencies:
make dev-install
Or without make:
python -m pip install -e ".[dev]"
Development Tools
The project uses several development tools, all configured in pyproject.toml
:
Code Formatting
- Black: Code formatter with a line length of 88 characters
- isort: Import statement organizer, configured to work with Black
- pyupgrade: Automatically upgrades Python syntax for newer versions
# Format all code
make format
or without make
# Individual tools
python -m black .
python -m isort .
python -m pyupgrade --py37-plus **/*.py
Code Quality
- pylint: Static code analysis
- flake8: Style guide enforcement
# Run all linters
make lint
or without make
python -m pylint centralized_rate_limiter tests
python -m flake8 centralized_rate_limiter tests
Testing
- pytest: Test framework
- pytest-cov: Coverage reporting
- responses: HTTP request mocking
# Run tests with coverage
make test
or without make
make coverage
Development Workflow
- Create a new branch for your feature:
git checkout -b feature/your-feature-name
- Make your changes and ensure quality:
make format # Format code
make lint # Check code quality
make test # Run tests
# Or run all checks at once:
make all
- Build and check the package:
make build
- Submit a pull request
Available Make Commands
Command | Description |
---|---|
make install |
Install package for production |
make dev-install |
Install package with development dependencies |
make format |
Format code using black and isort |
make lint |
Run code quality checks |
make test |
Run tests with pytest |
make coverage |
Generate test coverage report |
make clean |
Remove build artifacts and cache files |
make build |
Build distribution packages |
make publish |
Prepare package for PyPI publishing |
make all |
Run all quality checks and tests |
make help |
Show available commands |
Project Structure
centralized_rate_limiter/
โโโ .git/
โโโ .gitignore
โโโ centralized_rate_limiter/
โ โโโ __init__.py
โ โโโ rate_limiting.py
โโโ tests/
โ โโโ test_rate_limiting.py
โโโ Makefile
โโโ pyproject.toml
โโโ README.md
โโโ LICENSE
Configuration Files
pyproject.toml
The pyproject.toml
file contains all project configurations:
- Build system configuration
- Package metadata
- Dependencies (both runtime and development)
- Tool configurations:
- pytest settings
- coverage settings
- black configuration
- isort configuration
Makefile
The Makefile provides convenient commands for common development tasks. See the commands table above for available operations.
Continuous Integration
The project uses GitHub Actions for CI/CD, running the following checks on each pull request:
- Code formatting (black, isort)
- Linting (pylint, flake8)
- Tests with coverage reporting
- Package building
๐ค Contributing
Please read our Contributing Guide for details on our code of conduct and the process for submitting pull requests.
๐ License
This project is licensed under the Apache 2.0 License - see the LICENSE file for details.
๐ API Reference
RateLimitedSession
class RateLimitedSession(requests.Session):
"""A rate-limited HTTP session with built-in retry logic."""
def __init__(
self,
requests_per_second: int = 10,
total_retries: int = 5,
backoff_factor: float = 0.25
) -> None:
"""Initialize a new rate-limited session."""
get_rate_limiter
def get_rate_limiter(
requests_per_second: int = 10,
total_retries: int = 5,
backoff_factor: float = 0.25,
) -> RateLimitedSession:
"""Create a new rate-limited session with specified parameters."""
๐ Acknowledgments
๐ง Contact
For questions and support, please open an issue in the GitHub repository.
Made with โค๏ธ for the Python community
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
File details
Details for the file centralized-rate-limiter-0.1.3.tar.gz
.
File metadata
- Download URL: centralized-rate-limiter-0.1.3.tar.gz
- Upload date:
- Size: 11.6 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/5.1.1 CPython/3.9.20
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 994cdb2f90b19b05581c76910ab66c7259c4108de65937b83fab8986fe228d45 |
|
MD5 | 4f0f4cfa22c2612dc8ca067efb7b400b |
|
BLAKE2b-256 | aa97db33d228d76d1f5f4e53955fa6b3f7e63a6c81148afd085b95655c713b74 |
File details
Details for the file centralized_rate_limiter-0.1.3-py3-none-any.whl
.
File metadata
- Download URL: centralized_rate_limiter-0.1.3-py3-none-any.whl
- Upload date:
- Size: 11.2 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/5.1.1 CPython/3.9.20
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 28712163c792f048933d73b19791fca452c04ecf7707a77c404050c67feb18e8 |
|
MD5 | 46bbb0285c373e8e096943a327b8986b |
|
BLAKE2b-256 | b7568369a5bf021dd70b62f2e35247b542e62f0ba44e1061d52dac89d62f6b05 |