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dependencies.py
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dependencies.py
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# Copyright 2023 Iguazio
#
# 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.
import os
def base_requirements() -> list[str]:
return list(_load_dependencies_from_file("requirements.txt"))
def dev_requirements() -> list[str]:
return list(_load_dependencies_from_file("dev-requirements.txt"))
def extra_requirements() -> dict[str, list[str]]:
# NOTE:
# - These are tested in `automation/package_test/test.py`. If you modify these, make sure to change the
# corresponding line there.
# - We have a copy of these in extras-requirements.txt. If you modify these, make sure to change it
# there as well
extras_require = {
"s3": [
"boto3>=1.28.0,<1.36",
"aiobotocore>=2.5.0,<2.16",
"s3fs>=2023.9.2, <2024.7",
],
"azure-blob-storage": [
"msrest~=0.6.21",
"azure-core~=1.24",
"adlfs==2023.9.0",
"pyopenssl>=23",
],
"azure-key-vault": [
"azure-identity~=1.5",
"azure-keyvault-secrets~=4.2",
"pyopenssl>=23",
],
"bokeh": [
# >=2.4.2 to force having a security fix done in 2.4.2
"bokeh~=2.4, >=2.4.2",
],
"plotly": ["plotly~=5.23"],
# used to generate visualization nuclio/serving graph steps
"graphviz": ["graphviz~=0.20.0"],
"google-cloud": [
"google-cloud-storage==2.14.0",
"google-cloud-bigquery[pandas, bqstorage]==3.14.1",
# google-cloud-bigquery[bqstorage] requires google-cloud-bigquery-storage >= 2.6.0, but older (<2.17)
# versions of google-cloud-bigquery-storage runs into an issue
# (https://github.com/pypa/setuptools/issues/4476) with setuptools (ML-7273)
"google-cloud-bigquery-storage~=2.17",
"google-cloud==0.34",
"gcsfs>=2023.9.2, <2024.7",
],
"kafka": [
"kafka-python~=2.0",
# because confluent kafka supports avro format by default
"avro~=1.11",
],
"redis": ["redis~=4.3"],
"mlflow": ["mlflow~=2.8"],
"databricks-sdk": ["databricks-sdk~=0.13.0"],
"sqlalchemy": ["sqlalchemy~=1.4"],
"dask": [
"dask~=2023.12.1",
"distributed~=2023.12.1",
],
"alibaba-oss": ["ossfs==2023.12.0", "oss2==2.18.1"],
"tdengine": ["taos-ws-py==0.3.2", "taoswswrap~=0.2.0"],
"snowflake": ["snowflake-connector-python~=3.7"],
}
exclude_from_complete = ["bokeh"]
api_deps = list(
_load_dependencies_from_file("dockerfiles/mlrun-api/requirements.txt")
)
extras_require.update(
{
"api": api_deps,
"all": _get_extra_dependencies(extras_require=extras_require),
"complete": _get_extra_dependencies(
exclude=exclude_from_complete,
extras_require=extras_require,
),
"complete-api": _get_extra_dependencies(
exclude=exclude_from_complete,
base_deps=api_deps,
extras_require=extras_require,
),
}
)
return extras_require
def _is_ignored(line: str) -> bool:
line = line.strip()
return (not line) or (line[0] == "#") or line.startswith("git+")
def _extract_package_from_egg(line: str) -> str:
"""Extract egg name from line"""
if "#egg=" in line:
_, package = line.split("#egg=")
return f"{package} @ {line}"
return line
def _load_dependencies_from_file(path: str, parent_dir: str = None) -> list[str]:
"""Load dependencies from requirements file"""
parent_dir = parent_dir or os.path.dirname(__file__)
with open(f"{parent_dir}/{path}") as fp:
return [
_extract_package_from_egg(line.strip())
for line in fp
if not _is_ignored(line)
]
def _get_extra_dependencies(
include: list[str] = None,
exclude: list[str] = None,
base_deps: list[str] = None,
extras_require: dict[str, list[str]] = None,
) -> list[str]:
"""Get list of dependencies for given extras categories
:param include: list of extras categories to include
:param exclude: list of extras categories to exclude
:param base_deps: list of base dependencies to include
:return: list of dependencies
"""
include = include or []
exclude = exclude or []
base_deps = base_deps or []
extras_require = extras_require or {}
extra_deps = set(base_deps)
for extra_key, requirement_list in extras_require.items():
if extra_key not in exclude and (not include or extra_key in include):
extra_deps.update(requirement_list)
return list(sorted(extra_deps))