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- #
- # Licensed to the Apache Software Foundation (ASF) under one
- # or more contributor license agreements. See the NOTICE file
- # distributed with this work for additional information
- # regarding copyright ownership. The ASF licenses this file
- # to you 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.
- """Utilities for creating a virtual environment."""
- from __future__ import annotations
- import os
- import sys
- import warnings
- from pathlib import Path
- import jinja2
- from jinja2 import select_autoescape
- from airflow.utils.decorators import remove_task_decorator as _remove_task_decorator
- from airflow.utils.process_utils import execute_in_subprocess
- def _generate_virtualenv_cmd(tmp_dir: str, python_bin: str, system_site_packages: bool) -> list[str]:
- cmd = [sys.executable, "-m", "virtualenv", tmp_dir]
- if system_site_packages:
- cmd.append("--system-site-packages")
- if python_bin is not None:
- cmd.append(f"--python={python_bin}")
- return cmd
- def _generate_pip_install_cmd_from_file(
- tmp_dir: str, requirements_file_path: str, pip_install_options: list[str]
- ) -> list[str]:
- return [f"{tmp_dir}/bin/pip", "install", *pip_install_options, "-r", requirements_file_path]
- def _generate_pip_install_cmd_from_list(
- tmp_dir: str, requirements: list[str], pip_install_options: list[str]
- ) -> list[str]:
- return [f"{tmp_dir}/bin/pip", "install", *pip_install_options, *requirements]
- def _generate_pip_conf(conf_file: Path, index_urls: list[str]) -> None:
- if index_urls:
- pip_conf_options = f"index-url = {index_urls[0]}"
- if len(index_urls) > 1:
- pip_conf_options += f"\nextra-index-url = {' '.join(x for x in index_urls[1:])}"
- else:
- pip_conf_options = "no-index = true"
- conf_file.write_text(f"[global]\n{pip_conf_options}")
- def remove_task_decorator(python_source: str, task_decorator_name: str) -> str:
- warnings.warn(
- "Import remove_task_decorator from airflow.utils.decorators instead",
- DeprecationWarning,
- stacklevel=2,
- )
- return _remove_task_decorator(python_source, task_decorator_name)
- def prepare_virtualenv(
- venv_directory: str,
- python_bin: str,
- system_site_packages: bool,
- requirements: list[str] | None = None,
- requirements_file_path: str | None = None,
- pip_install_options: list[str] | None = None,
- index_urls: list[str] | None = None,
- ) -> str:
- """
- Create a virtual environment and install the additional python packages.
- :param venv_directory: The path for directory where the environment will be created.
- :param python_bin: Path to the Python executable.
- :param system_site_packages: Whether to include system_site_packages in your virtualenv.
- See virtualenv documentation for more information.
- :param requirements: List of additional python packages.
- :param requirements_file_path: Path to the ``requirements.txt`` file.
- :param pip_install_options: a list of pip install options when installing requirements
- See 'pip install -h' for available options
- :param index_urls: an optional list of index urls to load Python packages from.
- If not provided the system pip conf will be used to source packages from.
- :return: Path to a binary file with Python in a virtual environment.
- """
- if pip_install_options is None:
- pip_install_options = []
- if index_urls is not None:
- _generate_pip_conf(Path(venv_directory) / "pip.conf", index_urls)
- virtualenv_cmd = _generate_virtualenv_cmd(venv_directory, python_bin, system_site_packages)
- execute_in_subprocess(virtualenv_cmd)
- if requirements is not None and requirements_file_path is not None:
- raise ValueError("Either requirements OR requirements_file_path has to be passed, but not both")
- pip_cmd = None
- if requirements is not None and len(requirements) != 0:
- pip_cmd = _generate_pip_install_cmd_from_list(venv_directory, requirements, pip_install_options)
- if requirements_file_path is not None and requirements_file_path:
- pip_cmd = _generate_pip_install_cmd_from_file(
- venv_directory, requirements_file_path, pip_install_options
- )
- if pip_cmd:
- execute_in_subprocess(pip_cmd)
- return f"{venv_directory}/bin/python"
- def write_python_script(
- jinja_context: dict,
- filename: str,
- render_template_as_native_obj: bool = False,
- ):
- """
- Render the python script to a file to execute in the virtual environment.
- :param jinja_context: The jinja context variables to unpack and replace with its placeholders in the
- template file.
- :param filename: The name of the file to dump the rendered script to.
- :param render_template_as_native_obj: If ``True``, rendered Jinja template would be converted
- to a native Python object
- """
- template_loader = jinja2.FileSystemLoader(searchpath=os.path.dirname(__file__))
- template_env: jinja2.Environment
- if render_template_as_native_obj:
- template_env = jinja2.nativetypes.NativeEnvironment(
- loader=template_loader, undefined=jinja2.StrictUndefined
- )
- else:
- template_env = jinja2.Environment(
- loader=template_loader,
- undefined=jinja2.StrictUndefined,
- autoescape=select_autoescape(["html", "xml"]),
- )
- template = template_env.get_template("python_virtualenv_script.jinja2")
- template.stream(**jinja_context).dump(filename)
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