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conftest.py
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# Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the 'License'). You
# may not use this file except in compliance with the License. A copy of
# the License is located at
#
# http://aws.amazon.com/apache2.0/
#
# or in the 'license' file accompanying this file. This file 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.
from __future__ import absolute_import
import logging
import os
import platform
import shutil
import sys
import tempfile
import boto3
import pytest
from sagemaker import Session
from .utils import local_mode
logger = logging.getLogger(__name__)
logging.getLogger("boto").setLevel(logging.INFO)
logging.getLogger("boto3").setLevel(logging.INFO)
logging.getLogger("botocore").setLevel(logging.INFO)
logging.getLogger("factory.py").setLevel(logging.INFO)
logging.getLogger("auth.py").setLevel(logging.INFO)
logging.getLogger("connectionpool.py").setLevel(logging.INFO)
dir_path = os.path.dirname(os.path.realpath(__file__))
def pytest_addoption(parser):
parser.addoption("--build-image", "-D", action="store_true")
parser.addoption("--build-base-image", "-B", action="store_true")
parser.addoption("--aws-id")
parser.addoption("--instance-type", default="local")
parser.addoption("--install-container-support", "-C", action="store_true")
parser.addoption("--docker-base-name", default="sk-learn")
parser.addoption("--region", default="us-west-2")
parser.addoption("--framework-version", default="1.0-1")
parser.addoption("--py-version", choices=["2", "3"], default=str(sys.version_info.major))
parser.addoption("--processor", choices=["cpu"], default="cpu")
# If not specified, will default to {framework-version}-{processor}-py{py-version}
parser.addoption("--tag", default=None)
@pytest.fixture(scope="session", name="docker_base_name")
def fixture_docker_base_name(request):
return request.config.getoption("--docker-base-name")
@pytest.fixture(scope="session", name="region")
def fixture_region(request):
return request.config.getoption("--region")
@pytest.fixture(scope="session", name="framework_version")
def fixture_framework_version(request):
return request.config.getoption("--framework-version")
@pytest.fixture(scope="session", name="py_version")
def fixture_py_version(request):
return "py{}".format(int(request.config.getoption("--py-version")))
@pytest.fixture(scope="session", name="processor")
def fixture_processor(request):
return request.config.getoption("--processor")
@pytest.fixture(scope="session", name="tag")
def fixture_tag(request, framework_version, processor, py_version):
provided_tag = request.config.getoption("--tag")
default_tag = "{}-{}-{}".format(framework_version, processor, py_version)
return provided_tag if provided_tag else default_tag
@pytest.fixture(scope="session", name="docker_image")
def fixture_docker_image(docker_base_name, tag):
return "{}:{}".format(docker_base_name, tag)
@pytest.fixture
def opt_ml():
tmp = tempfile.mkdtemp()
os.mkdir(os.path.join(tmp, "output"))
# Docker cannot mount Mac OS /var folder properly see
# https://forums.docker.com/t/var-folders-isnt-mounted-properly/9600
opt_ml_dir = "/private{}".format(tmp) if platform.system() == "Darwin" else tmp
yield opt_ml_dir
shutil.rmtree(tmp, True)
@pytest.fixture(scope="session", name="install_container_support", autouse=True)
def fixture_install_container_support(request):
install = request.config.getoption("--install-container-support")
if install:
local_mode.install_container_support()
@pytest.fixture(scope="session", name="build_base_image", autouse=True)
def fixture_build_base_image(request, framework_version, py_version, processor, tag, docker_base_name):
build_base_image = request.config.getoption("--build-base-image")
if build_base_image:
return local_mode.build_base_image(
framework_name=docker_base_name,
framework_version=framework_version,
py_version=py_version,
base_image_tag=tag,
processor=processor,
cwd=os.path.join(dir_path, ".."),
)
return tag
@pytest.fixture(scope="session", name="build_image", autouse=True)
def fixture_build_image(request, framework_version, py_version, processor, tag, docker_base_name):
build_image = request.config.getoption("--build-image")
if build_image:
return local_mode.build_image(
framework_name=docker_base_name,
framework_version=framework_version,
py_version=py_version,
processor=processor,
tag=tag,
cwd=os.path.join(dir_path, ".."),
)
return tag
@pytest.fixture(scope="session", name="sagemaker_session")
def fixture_sagemaker_session(region):
return Session(boto_session=boto3.Session(region_name=region))
@pytest.fixture(name="aws_id", scope="session")
def fixture_aws_id(request):
return request.config.getoption("--aws-id")
@pytest.fixture(name="instance_type", scope="session")
def fixture_instance_type(request):
return request.config.getoption("--instance-type")
@pytest.fixture(name="docker_registry", scope="session")
def fixture_docker_registry(aws_id, region):
return "{}.dkr.ecr.{}.amazonaws.com".format(aws_id, region)
@pytest.fixture(name="ecr_image", scope="session")
def fixture_ecr_image(docker_registry, docker_base_name, tag):
return "{}/{}:{}".format(docker_registry, docker_base_name, tag)
@pytest.fixture(scope="session", name="dist_cpu_backend", params=["tcp", "gloo"])
def fixture_dist_cpu_backend(request):
return request.param