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generate_pip_deps_from_conda.py
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# BSD 3-Clause License
# Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team
# All rights reserved.
# Copyright (c) 2011-2020, Open source contributors.
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
# * Redistributions of source code must retain the above copyright notice, this
# list of conditions and the following disclaimer.
# * Redistributions in binary form must reproduce the above copyright notice,
# this list of conditions and the following disclaimer in the documentation
# and/or other materials provided with the distribution.
# * Neither the name of the copyright holder nor the names of its
# contributors may be used to endorse or promote products derived from
# this software without specific prior written permission.
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
"""
Check requirements-dev.txt has been generated from conda-envs/environment-dev.yml
This is intended to be used as a pre-commit hook, see `.pre-commit-config.yaml`.
You can run it manually with `pre-commit run pip-from-conda --all`.
"""
import argparse
import re
import yaml
EXCLUDE = {
"pip",
"python",
"libblas",
"libblas=*=*mkl",
"libpython",
"m2w64-toolchain",
"mkl-service",
"numba",
"python-graphviz",
"networkx",
"blas",
"jax",
"jaxlib",
}
RENAME = {}
def conda_package_to_pip(package):
"""
Convert a conda package to its pip equivalent.
In most cases they are the same, those are the exceptions:
- Packages that should be excluded (in `EXCLUDE`)
- Packages that should be renamed (in `RENAME`)
- A package requiring a specific version, in conda is defined with a single
equal (e.g. ``pandas=1.0``) and in pip with two (e.g. ``pandas==1.0``)
"""
package = re.sub("(?<=[^<>])=", "==", package).strip()
for compare in ("<=", ">=", "=="):
if compare not in package:
continue
pkg, version = package.split(compare, maxsplit=1)
if pkg in EXCLUDE:
return
if pkg in RENAME:
return "".join((RENAME[pkg], compare, version))
break
if package in EXCLUDE:
return
if package in RENAME:
return RENAME[package]
return package
def main(conda_fname, pip_fname):
"""
Generate the pip dependencies file from the conda file, or compare that
they are synchronized (``compare=True``).
Parameters
----------
conda_fname : str
Path to the conda file with dependencies (e.g. `environment.yml`).
pip_fname : str
Path to the pip file with dependencies (e.g. `requirements-dev.txt`).
compare : bool, default False
Whether to generate the pip file (``False``) or to compare if the
pip file has been generated with this script and the last version
of the conda file (``True``).
Returns
-------
bool
True if the comparison fails, False otherwise
"""
with open(conda_fname) as conda_fd:
deps = yaml.safe_load(conda_fd)["dependencies"]
pip_deps = []
for dep in deps:
if isinstance(dep, str):
conda_dep = conda_package_to_pip(dep)
if conda_dep:
pip_deps.append(conda_dep)
elif isinstance(dep, dict) and len(dep) == 1 and "pip" in dep:
pip_deps += dep["pip"]
else:
raise ValueError(f"Unexpected dependency {dep}")
header = (
"# This file is auto-generated by scripts/generate_pip_deps_from_conda.py, "
"do not modify.\n# See that file for comments about the need/usage of each dependency.\n\n"
)
pip_content = header + "\n".join(sorted(pip_deps)) + "\n"
with open(pip_fname, "w", newline="") as pip_fd:
pip_fd.write(pip_content)
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("files", nargs="*")
args = parser.parse_args()
for file in args.files:
main(file, "requirements-dev.txt")