Lazy-Imports

This is a Python tool to support lazy imports. Likewise, the actual initialization of the module does not occur until usage time to postpone ModuleNotFoundErrors to the time of the actual usage of the module. This is useful when using various optional dependencies which might not all be installed or which have high load times and/or ressource consumption.

Table of Contents

• Maintainers
• Installation
• Usage & Example for LazyImporter
• Usage & Example for try_import
• Support and Feedback
• Reporting Security Vulnerabilities
• Contribution
• Code of Conduct
• Licensing

Maintainers

This project is maintained by the One Conversation team of Deutsche Telekom AG. It is based on _LazyModule from HuggingFace and try_import() from the Optuna framework. Many thanks to HuggingFace for your consent and to Optuna for your consent to publish it as a standalone package 🤗 ♥.

Installation

Lazy-Imports is available at the Python Package Index (PyPI). It can be installed with pip:

$ pip install lazy-imports

Usage & Example for LazyImporter

A good and easy to understand example of how to use Lazy-Imports can be found in the __init__.py file of the HPOflow package. It is printed here:

import sys
from typing import TYPE_CHECKING

from lazy_imports import LazyImporter

from hpoflow.version import __version__


_import_structure = {
    "mlflow": [
        "normalize_mlflow_entry_name",
        "normalize_mlflow_entry_names_in_dict",
        "check_repo_is_dirty",
    ],
    "optuna": ["SignificanceRepeatedTrainingPruner"],
    "optuna_mlflow": ["OptunaMLflow"],
    "optuna_transformers": ["OptunaMLflowCallback"],
    "utils": ["func_no_exception_caller"],
}

# Direct imports for type-checking
if TYPE_CHECKING:
    from hpoflow.mlflow import (  # noqa: F401
        check_repo_is_dirty,
        normalize_mlflow_entry_name,
        normalize_mlflow_entry_names_in_dict,
    )
    from hpoflow.optuna import SignificanceRepeatedTrainingPruner  # noqa: F401
    from hpoflow.optuna_mlflow import OptunaMLflow  # noqa: F401
    from hpoflow.optuna_transformers import OptunaMLflowCallback  # noqa: F401
    from hpoflow.utils import func_no_exception_caller  # noqa: F401
else:
    sys.modules[__name__] = LazyImporter(
        __name__,
        globals()["__file__"],
        _import_structure,
        extra_objects={"__version__": __version__},
    )

Usage & Example for try_import

try_import is a context manager that can wrap imports of optional packages to defer exceptions. This way you don't have to import the packages every time you call a function, but you can still import the package at the top of your module. The context manager defers the exceptions until you actually need to use the package. You can see an example below:

from lazy_imports import try_import

with try_import() as optional_package_import:  # use try_import as a context manager 
    import optional_package  # optional package that might not be installed

# other non optional functions here    
    
def optional_function():  # optional function that uses the optional package
    optional_package_import.check()  # check if the import was ok or raise a meaningful exception
    
    optional_package.some_external_function()  # use the optional package here

Support and Feedback

The following channels are available for discussions, feedback, and support requests:

• open an issue in our GitHub repository
• send an e-mail to our open source team

Reporting Security Vulnerabilities

This project is built with security and data privacy in mind to ensure your data is safe. We are grateful for security researchers and users reporting a vulnerability to us, first. To ensure that your request is handled in a timely manner and non-disclosure of vulnerabilities can be assured, please follow the below guideline.

Please do not report security vulnerabilities directly on GitHub. GitHub Issues can be publicly seen and therefore would result in a direct disclosure.

Please address questions about data privacy, security concepts, and other media requests to the opensource@telekom.de mailbox.

Contribution

Our commitment to open source means that we are enabling - in fact encouraging - all interested parties to contribute and become part of our developer community.

Contribution and feedback is encouraged and always welcome. For more information about how to contribute, as well as additional contribution information, see our Contribution Guidelines.

Code of Conduct

This project has adopted the Contributor Covenant as our code of conduct. Please see the details in our Contributor Covenant Code of Conduct. All contributors must abide by the code of conduct.

Licensing

Copyright (c) 2021 Philip May, Deutsche Telekom AG
Copyright (c) 2020, 2021 The HuggingFace Team
Copyright (c) 2018 Preferred Networks, Inc.

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.