Develop CLI tools with top-notch config management like a boss.
Project description
Hydraclick
Hydraclick is an open-source Python package that seamlessly integrates Hydra and Click to create production-grade command-line interfaces (CLIs). It leverages Hydra's powerful configuration management with Click's user-friendly CLI creation to provide a robust foundation for building complex CLI applications.
Features
- Configuration Management: Utilize Hydra's dynamic configuration capabilities for flexible CLI options.
- Structured Logging: Integrate with flogging for structured and efficient logging.
- Easy Decorators: Simple decorators to convert functions into CLI commands.
- Extensible: Easily extend and customize to fit your project's needs.
- Shell Completion: Support for generating shell completion scripts.
Installation
Install Hydraclick via pip:
pip install hydraclick
Getting Started
Basic Usage
Define your function and decorate it with @hydra_command
to create a CLI command.
from omegaconf import DictConfig
from hydraclick import hydra_command
@hydra_command(config_path="config", config_name="my_config")
def my_function(config: DictConfig):
print(f"Running with config: {config.pretty()}")
Running the CLI
After defining your function, you can run it from the command line:
python my_script.py --config-path path/to/config --config-name my_config
Example
Here's a complete example of creating a CLI with Hydraclick:
import sys
from omegaconf import DictConfig
from hydraclick import hydra_command
@hydra_command(config_path="configs", config_name="app_config", as_kwargs=True)
def main(**kwargs):
print(f"Running with config: {kwargs}")
if __name__ == "__main__":
main()
API Reference
hydra_command
Decorator to create CLI commands.
import omegaconf
def hydra_command(
config_path: str | Path | None = None,
config_name: str | None = "config",
version_base: str | None = None,
as_kwargs: bool = False,
preprocess_config: Callable[[DictConfig], DictConfig] | None = None,
print_config: bool = True,
resolve: bool = True,
use_flogging: bool = True,
terminal_effect: Callable | None = omegaconf.MISSING,
**flogging_kwargs: Any,
) -> Callable:
Configuration Options
Hydraclick provides several configuration options to customize your CLI:
config_path
: Path to the configuration directory. Passed tohydra.main()
config_name
: Name of the configuration file. Passed tohydra.main()
version_base
: Base version of the configuration. Passed tohydra.main()
as_kwargs
: The mode in which to run the function. IfTrue
, the function is run with the configuration as keyword arguments. In this case the configuration is converted to a dictionary before passing it to the function. IfFalse
, pass the configuration as a singleOmegaConf.DictConfig
object. Defaults toFalse
.preprocess_config
: Function to preprocess the configuration. It takes aDictConfig
object and returns aDictConfig
object.print_config
: Whether to print the configuration before execution.resolve
: Whether to resolve the configuration.use_flogging
: Whether to use flogging for structured logging.**flogging_kwargs
: Additional keyword arguments for flogging.terminal_effect
: The terminal effect function to use when rendering the command help.
Logging with Flogging
Hydraclick integrates with flogging for structured logging. To enable flogging, ensure it's installed:
pip install hydraclick[flogging]
pip install flogging
If flogging
is not available, Hydraclick will log a warning and disable structured logging.
Shell Completion
Hydraclick supports generating shell completion scripts. Use the --shell-completion
option
to generate scripts for your preferred shell.
cli_app command --shell-completion install=bash > my_script_completion.sh
source my_script_completion.sh
Contribution
Contributions are welcome! Please follow these steps:
- Fork the repository.
- Create a new branch for your feature or bugfix.
- Commit your changes with clear messages.
- Submit a pull request detailing your changes.
For major changes, please open an issue first to discuss your ideas.
License
This project is licensed under the MIT License. See the LICENSE file for details.
Support
If you encounter any issues or have questions, feel free to open an issue on the GitHub repository.
Acknowledgements
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