Files
dvc/tests/test_data_cloud.py
T

814 lines
22 KiB
Python

from subprocess import CalledProcessError
from subprocess import check_output, Popen
from unittest import SkipTest
import os
import uuid
import shutil
import getpass
import platform
import yaml
import copy
from dvc.state import State
from mock import patch
from tests.utils.logger import MockLoggerHandlers, ConsoleFontColorsRemover
from dvc.logger import logger
from dvc.utils.compat import str
from dvc.main import main
from dvc.config import Config
from dvc.data_cloud import (
DataCloud,
RemoteS3,
RemoteGS,
RemoteAzure,
RemoteLOCAL,
RemoteSSH,
RemoteHDFS,
RemoteHTTP,
)
from dvc.remote.base import STATUS_OK, STATUS_NEW, STATUS_DELETED
from dvc.utils import file_md5, load_stage_file
from tests.basic_env import TestDvc
from tests.utils import (
spy,
reset_logger_standard_output,
reset_logger_error_output,
)
TEST_REMOTE = "upstream"
TEST_SECTION = 'remote "{}"'.format(TEST_REMOTE)
TEST_CONFIG = {
Config.SECTION_CORE: {Config.SECTION_CORE_REMOTE: TEST_REMOTE},
TEST_SECTION: {Config.SECTION_REMOTE_URL: ""},
}
TEST_AWS_REPO_BUCKET = "dvc-test"
TEST_GCP_REPO_BUCKET = "dvc-test"
def _should_test_aws():
dvc_test_aws = os.getenv("DVC_TEST_AWS")
if dvc_test_aws == "true":
return True
elif dvc_test_aws == "false":
return False
if os.getenv("AWS_ACCESS_KEY_ID") and os.getenv("AWS_SECRET_ACCESS_KEY"):
return True
return False
def _should_test_gcp():
if os.getenv("DVC_TEST_GCP") == "true":
return True
if not os.path.exists(TestDvc.GCP_CREDS_FILE):
return False
creds = os.getenv("GOOGLE_APPLICATION_CREDENTIALS")
if creds and os.getenv("GCP_CREDS"):
if os.path.exists(creds):
os.unlink(creds)
shutil.copyfile(TestDvc.GCP_CREDS_FILE, creds)
try:
check_output(
[
"gcloud",
"auth",
"activate-service-account",
"--key-file",
creds,
]
)
except (CalledProcessError, OSError):
return False
return True
return False
def _should_test_azure():
if os.getenv("DVC_TEST_AZURE") == "true":
return True
elif os.getenv("DVC_TEST_AZURE") == "false":
return False
return os.getenv("AZURE_STORAGE_CONTAINER_NAME") and os.getenv(
"AZURE_STORAGE_CONNECTION_STRING"
)
def _should_test_ssh():
if os.getenv("DVC_TEST_SSH") == "true":
return True
# FIXME: enable on windows
if os.name == "nt":
return False
try:
check_output(["ssh", "-o", "BatchMode=yes", "127.0.0.1", "ls"])
except (CalledProcessError, IOError):
return False
return True
def _should_test_hdfs():
if platform.system() != "Linux":
return False
try:
check_output(
["hadoop", "version"], shell=True, executable=os.getenv("SHELL")
)
except (CalledProcessError, IOError):
return False
p = Popen(
"hadoop fs -ls hdfs://127.0.0.1/",
shell=True,
executable=os.getenv("SHELL"),
)
p.communicate()
if p.returncode != 0:
return False
return True
def get_local_storagepath():
return TestDvc.mkdtemp()
def get_local_url():
return get_local_storagepath()
def get_ssh_url():
return "ssh://{}@127.0.0.1:{}".format(
getpass.getuser(), get_local_storagepath()
)
def get_hdfs_url():
return "hdfs://{}@127.0.0.1{}".format(
getpass.getuser(), get_local_storagepath()
)
def get_aws_storagepath():
return TEST_AWS_REPO_BUCKET + "/" + str(uuid.uuid4())
def get_aws_url():
return "s3://" + get_aws_storagepath()
def get_gcp_storagepath():
return TEST_GCP_REPO_BUCKET + "/" + str(uuid.uuid4())
def get_gcp_url():
return "gs://" + get_gcp_storagepath()
def get_azure_url_compat():
container_name = os.getenv("AZURE_STORAGE_CONTAINER_NAME")
connection_string = os.getenv("AZURE_STORAGE_CONNECTION_STRING")
assert container_name is not None
return "azure://ContainerName={};{}".format(
container_name, connection_string
)
def get_azure_url():
container_name = os.getenv("AZURE_STORAGE_CONTAINER_NAME")
assert container_name is not None
return "azure://{}/{}".format(container_name, str(uuid.uuid4()))
class TestDataCloud(TestDvc):
def _test_cloud(self, config, cl):
cloud = DataCloud(self.dvc, config=config)
self.assertIsInstance(cloud._cloud, cl)
def test(self):
config = copy.deepcopy(TEST_CONFIG)
clist = [
("s3://mybucket/", RemoteS3),
("gs://mybucket/", RemoteGS),
("ssh://user@localhost:/", RemoteSSH),
("http://localhost:8000/", RemoteHTTP),
("azure://ContainerName=mybucket;conn_string;", RemoteAzure),
(TestDvc.mkdtemp(), RemoteLOCAL),
]
for scheme, cl in clist:
remote_url = scheme + str(uuid.uuid4())
config[TEST_SECTION][Config.SECTION_REMOTE_URL] = remote_url
self._test_cloud(config, cl)
class TestDataCloudBase(TestDvc):
def _get_cloud_class(self):
return None
def _should_test(self):
return False
def _get_url(self):
return ""
def _ensure_should_run(self):
if not self._should_test():
raise SkipTest(
"Test {} is disabled".format(self.__class__.__name__)
)
def _setup_cloud(self):
self._ensure_should_run()
repo = self._get_url()
config = copy.deepcopy(TEST_CONFIG)
config[TEST_SECTION][Config.SECTION_REMOTE_URL] = repo
self.cloud = DataCloud(self.dvc, config)
self.assertIsInstance(self.cloud._cloud, self._get_cloud_class())
def _test_cloud(self):
self._setup_cloud()
stages = self.dvc.add(self.FOO)
self.assertEqual(len(stages), 1)
stage = stages[0]
self.assertTrue(stage is not None)
cache = stage.outs[0].cache
info = stage.outs[0].dumpd()
md5 = info["md5"]
stages = self.dvc.add(self.DATA_DIR)
self.assertEqual(len(stages), 1)
stage_dir = stages[0]
self.assertTrue(stage_dir is not None)
cache_dir = stage_dir.outs[0].cache
info_dir = stage_dir.outs[0].dumpd()
md5_dir = info_dir["md5"]
with self.cloud.repo.state:
# Check status
status = self.cloud.status([info], show_checksums=True)
expected = {md5: {"name": md5, "status": STATUS_NEW}}
self.assertEqual(status, expected)
status_dir = self.cloud.status([info_dir], show_checksums=True)
expected = {md5_dir: {"name": md5_dir, "status": STATUS_NEW}}
self.assertEqual(status_dir, expected)
# Push and check status
self.cloud.push([info])
self.assertTrue(os.path.exists(cache))
self.assertTrue(os.path.isfile(cache))
self.cloud.push([info_dir])
self.assertTrue(os.path.isfile(cache_dir))
status = self.cloud.status([info], show_checksums=True)
expected = {md5: {"name": md5, "status": STATUS_OK}}
self.assertEqual(status, expected)
status_dir = self.cloud.status([info_dir], show_checksums=True)
expected = {md5_dir: {"name": md5_dir, "status": STATUS_OK}}
self.assertEqual(status_dir, expected)
# Remove and check status
shutil.rmtree(self.dvc.cache.local.cache_dir)
status = self.cloud.status([info], show_checksums=True)
expected = {md5: {"name": md5, "status": STATUS_DELETED}}
self.assertEqual(status, expected)
status_dir = self.cloud.status([info_dir], show_checksums=True)
expected = {md5_dir: {"name": md5_dir, "status": STATUS_DELETED}}
self.assertEqual(status_dir, expected)
# Pull and check status
self.cloud.pull([info])
self.assertTrue(os.path.exists(cache))
self.assertTrue(os.path.isfile(cache))
with open(cache, "r") as fd:
self.assertEqual(fd.read(), self.FOO_CONTENTS)
self.cloud.pull([info_dir])
self.assertTrue(os.path.isfile(cache_dir))
status = self.cloud.status([info], show_checksums=True)
expected = {md5: {"name": md5, "status": STATUS_OK}}
self.assertEqual(status, expected)
status_dir = self.cloud.status([info_dir], show_checksums=True)
expected = {md5_dir: {"name": md5_dir, "status": STATUS_OK}}
self.assertTrue(status_dir, expected)
def test(self):
self._ensure_should_run()
self._test_cloud()
class TestRemoteS3(TestDataCloudBase):
def _should_test(self):
return _should_test_aws()
def _get_url(self):
return get_aws_url()
def _get_cloud_class(self):
return RemoteS3
class TestRemoteGS(TestDataCloudBase):
def _should_test(self):
return _should_test_gcp()
def _setup_cloud(self):
self._ensure_should_run()
repo = self._get_url()
config = copy.deepcopy(TEST_CONFIG)
config[TEST_SECTION][Config.SECTION_REMOTE_URL] = repo
config[TEST_SECTION][
Config.SECTION_GCP_CREDENTIALPATH
] = TestDvc.GCP_CREDS_FILE
self.cloud = DataCloud(self.dvc, config)
self.assertIsInstance(self.cloud._cloud, self._get_cloud_class())
def _get_url(self):
return get_gcp_url()
def _get_cloud_class(self):
return RemoteGS
class TestRemoteAzureCompat(TestDataCloudBase):
def _should_test(self):
return _should_test_azure()
def _get_url(self):
return get_azure_url_compat()
def _get_cloud_class(self):
return RemoteAzure
class TestRemoteAzure(TestRemoteAzureCompat):
def _get_url(self):
return get_azure_url()
class TestRemoteLOCAL(TestDataCloudBase):
def _should_test(self):
return True
def _get_url(self):
self.dname = get_local_url()
return self.dname
def _get_cloud_class(self):
return RemoteLOCAL
def test(self):
super(TestRemoteLOCAL, self).test()
self.assertTrue(os.path.isdir(self.dname))
class TestRemoteSSH(TestDataCloudBase):
def _should_test(self):
return _should_test_ssh()
def _get_url(self):
return get_ssh_url()
def _get_cloud_class(self):
return RemoteSSH
class TestRemoteHDFS(TestDataCloudBase):
def _should_test(self):
return _should_test_hdfs()
def _get_url(self):
return get_hdfs_url()
def _get_cloud_class(self):
return RemoteHDFS
class TestDataCloudCLIBase(TestDvc):
def main(self, args):
ret = main(args)
self.assertEqual(ret, 0)
def _test_cloud(self, remote=None):
args = ["-v", "-j", "2"]
if remote:
args += ["-r", remote]
else:
args += []
stages = self.dvc.add(self.FOO)
self.assertEqual(len(stages), 1)
stage = stages[0]
self.assertTrue(stage is not None)
cache = stage.outs[0].cache
stages = self.dvc.add(self.DATA_DIR)
self.assertEqual(len(stages), 1)
stage_dir = stages[0]
self.assertTrue(stage_dir is not None)
cache_dir = stage_dir.outs[0].cache
# FIXME check status output
self.main(["status", "-c", "--show-checksums"] + args)
self.main(["push"] + args)
self.assertTrue(os.path.exists(cache))
self.assertTrue(os.path.isfile(cache))
self.assertTrue(os.path.isfile(cache_dir))
self.main(["status", "-c", "--show-checksums"] + args)
shutil.rmtree(self.dvc.cache.local.cache_dir)
self.main(["status", "-c", "--show-checksums"] + args)
self.main(["fetch"] + args)
self.assertTrue(os.path.exists(cache))
self.assertTrue(os.path.isfile(cache))
self.assertTrue(os.path.isfile(cache_dir))
self.main(["pull"] + args)
self.assertTrue(os.path.exists(cache))
self.assertTrue(os.path.isfile(cache))
self.assertTrue(os.path.isfile(cache_dir))
self.assertTrue(os.path.isfile(self.FOO))
self.assertTrue(os.path.isdir(self.DATA_DIR))
with open(cache, "r") as fd:
self.assertEqual(fd.read(), self.FOO_CONTENTS)
self.assertTrue(os.path.isfile(cache_dir))
self.main(["status", "-c", "--show-checksums"] + args)
# NOTE: check if remote gc works correctly on directories
self.main(["gc", "-c", "-f"] + args)
shutil.move(
self.dvc.cache.local.cache_dir,
self.dvc.cache.local.cache_dir + ".back",
)
self.main(["fetch"] + args)
self.main(["pull", "-f"] + args)
self.assertTrue(os.path.exists(cache))
self.assertTrue(os.path.isfile(cache))
self.assertTrue(os.path.isfile(cache_dir))
self.assertTrue(os.path.isfile(self.FOO))
self.assertTrue(os.path.isdir(self.DATA_DIR))
def _should_test(self):
return True
def _test(self):
pass
def test(self):
if self._should_test():
self._test()
class TestCompatRemoteLOCALCLI(TestDataCloudCLIBase):
def _test(self):
storagepath = get_local_storagepath()
self.main(["config", "core.cloud", "local"])
self.main(["config", "local.storagepath", storagepath])
self._test_cloud()
class TestRemoteLOCALCLI(TestDataCloudCLIBase):
def _test(self):
url = get_local_url()
self.main(["remote", "add", TEST_REMOTE, url])
self._test_cloud(TEST_REMOTE)
class TestRemoteSSHCLI(TestDataCloudCLIBase):
def _should_test(self):
return _should_test_ssh()
def _test(self):
url = get_ssh_url()
self.main(["remote", "add", TEST_REMOTE, url])
self._test_cloud(TEST_REMOTE)
class TestRemoteHDFSCLI(TestDataCloudCLIBase):
def _should_test(self):
return _should_test_hdfs()
def _test(self):
url = get_hdfs_url()
self.main(["remote", "add", TEST_REMOTE, url])
self._test_cloud(TEST_REMOTE)
class TestCompatRemoteS3CLI(TestDataCloudCLIBase):
def _should_test(self):
return _should_test_aws()
def _test(self):
storagepath = get_aws_storagepath()
self.main(["config", "core.cloud", "aws"])
self.main(["config", "aws.storagepath", storagepath])
self._test_cloud()
class TestRemoteS3CLI(TestDataCloudCLIBase):
def _should_test(self):
return _should_test_aws()
def _test(self):
url = get_aws_url()
self.main(["remote", "add", TEST_REMOTE, url])
self._test_cloud(TEST_REMOTE)
class TestCompatRemoteGSCLI(TestDataCloudCLIBase):
def _should_test(self):
return _should_test_gcp()
def _test(self):
storagepath = get_gcp_storagepath()
self.main(["config", "core.cloud", "gcp"])
self.main(["config", "gcp.storagepath", storagepath])
self._test_cloud()
class TestRemoteGSCLI(TestDataCloudCLIBase):
def _should_test(self):
return _should_test_gcp()
def _test(self):
url = get_gcp_url()
self.main(["remote", "add", TEST_REMOTE, url])
self.main(
[
"remote",
"modify",
TEST_REMOTE,
"credentialpath",
TestDvc.GCP_CREDS_FILE,
]
)
self._test_cloud(TEST_REMOTE)
class TestRemoteAzureCLI(TestDataCloudCLIBase):
def _should_test(self):
return _should_test_azure()
def _test(self):
url = get_azure_url()
self.main(["remote", "add", TEST_REMOTE, url])
self._test_cloud(TEST_REMOTE)
class TestDataCloudErrorCLI(TestDvc):
def main_fail(self, args):
ret = main(args)
self.assertNotEqual(ret, 0)
def test_error(self):
f = "non-existing-file"
self.main_fail(["status", "-c", f])
self.main_fail(["push", f])
self.main_fail(["pull", f])
self.main_fail(["fetch", f])
class TestWarnOnOutdatedStage(TestDvc):
def main(self, args):
ret = main(args)
self.assertEqual(ret, 0)
def _test(self):
url = get_local_url()
self.main(["remote", "add", "-d", TEST_REMOTE, url])
self.dvc.add(self.FOO)
stage = self.dvc.run(deps=["foo"], outs=["bar"], cmd="echo bar > bar")
self.main(["push"])
stage_file_path = stage.relpath
content = load_stage_file(stage_file_path)
del (content["outs"][0]["md5"])
with open(stage_file_path, "w") as stage_file:
yaml.dump(content, stage_file)
with MockLoggerHandlers(logger):
reset_logger_standard_output()
self.main(["status", "-c"])
self.assertIn(
"Warning: Output 'bar'(Stage: 'bar.dvc') is "
"missing version info. Cache for it will not be "
"collected. Use dvc repro to get your pipeline up to "
"date.",
logger.handlers[0].stream.getvalue(),
)
def test(self):
with ConsoleFontColorsRemover():
self._test()
class TestRecursiveSyncOperations(TestDataCloudBase):
def main(self, args):
ret = main(args)
self.assertEqual(ret, 0)
def _get_url(self):
self.dname = get_local_url()
return self.dname
def _should_test(self):
return True
def _get_cloud_class(self):
return RemoteLOCAL
def _prepare_repo(self):
self.main(
["remote", "add", "-d", TEST_REMOTE, self.cloud._cloud.cache_dir]
)
self.dvc.add(self.DATA)
self.dvc.add(self.DATA_SUB_CONTENTS)
def _remove_local_data_files(self):
os.remove(self.DATA)
os.remove(self.DATA_SUB)
def _test_recursive_pull(self):
self._remove_local_data_files()
self._clear_local_cache()
self.assertFalse(os.path.exists(self.DATA))
self.assertFalse(os.path.exists(self.DATA_SUB))
self.main(["pull", "-R", self.DATA_DIR])
self.assertTrue(os.path.exists(self.DATA))
self.assertTrue(os.path.exists(self.DATA_SUB))
def _clear_local_cache(self):
shutil.rmtree(self.dvc.cache.local.cache_dir)
def _test_recursive_fetch(self, data_md5, data_sub_md5):
self._clear_local_cache()
local_cache_data_path = self.dvc.cache.local.get(data_md5)
local_cache_data_sub_path = self.dvc.cache.local.get(data_sub_md5)
self.assertFalse(os.path.exists(local_cache_data_path))
self.assertFalse(os.path.exists(local_cache_data_sub_path))
self.main(["fetch", "-R", self.DATA_DIR])
self.assertTrue(os.path.exists(local_cache_data_path))
self.assertTrue(os.path.exists(local_cache_data_sub_path))
def _test_recursive_push(self, data_md5, data_sub_md5):
cloud_data_path = self.cloud._cloud.get(data_md5)
cloud_data_sub_path = self.cloud._cloud.get(data_sub_md5)
self.assertFalse(os.path.exists(cloud_data_path))
self.assertFalse(os.path.exists(cloud_data_sub_path))
self.main(["push", "-R", self.DATA_DIR])
self.assertTrue(os.path.exists(cloud_data_path))
self.assertTrue(os.path.exists(cloud_data_sub_path))
def test(self):
self._setup_cloud()
self._prepare_repo()
data_md5 = file_md5(self.DATA)[0]
data_sub_md5 = file_md5(self.DATA_SUB)[0]
self._test_recursive_push(data_md5, data_sub_md5)
self._test_recursive_fetch(data_md5, data_sub_md5)
self._test_recursive_pull()
class TestCheckSumRecalculation(TestDvc):
def test(self):
test_collect = spy(State._collect)
with patch.object(State, "_collect", test_collect):
url = get_local_url()
ret = main(["remote", "add", "-d", TEST_REMOTE, url])
self.assertEqual(ret, 0)
ret = main(["config", "cache.type", "hardlink"])
self.assertEqual(ret, 0)
ret = main(["add", self.FOO])
self.assertEqual(ret, 0)
ret = main(["push"])
self.assertEqual(ret, 0)
ret = main(["run", "-d", self.FOO, "echo foo"])
self.assertEqual(ret, 0)
self.assertEqual(test_collect.mock.call_count, 1)
class TestShouldWarnOnNoChecksumInLocalAndRemoteCache(TestDvc):
def setUp(self):
super(TestShouldWarnOnNoChecksumInLocalAndRemoteCache, self).setUp()
cache_dir = self.mkdtemp()
ret = main(["add", self.FOO])
self.assertEqual(0, ret)
ret = main(["add", self.BAR])
self.assertEqual(0, ret)
# purge cache
shutil.rmtree(self.dvc.cache.local.cache_dir)
ret = main(["remote", "add", "remote_name", "-d", cache_dir])
self.assertEqual(0, ret)
checksum_foo = file_md5(self.FOO)[0]
checksum_bar = file_md5(self.BAR)[0]
self.message_header = (
"Some of the cache files do not exist neither locally "
"nor on remote. Missing cache files: \n"
)
self.message_bar_part = "\nname: {}, md5: {}\n".format(
self.BAR, checksum_bar
)
self.message_foo_part = "\nname: {}, md5: {}\n".format(
self.FOO, checksum_foo
)
def stderr_contains_message(self):
self.assertIn(
self.message_header, logger.handlers[1].stream.getvalue()
)
self.assertIn(
self.message_foo_part, logger.handlers[1].stream.getvalue()
)
self.assertIn(
self.message_bar_part, logger.handlers[1].stream.getvalue()
)
def test(self):
with ConsoleFontColorsRemover(), MockLoggerHandlers(logger):
reset_logger_error_output()
main(["push"])
self.stderr_contains_message()
reset_logger_error_output()
main(["pull"])
self.stderr_contains_message()
reset_logger_error_output()
main(["status", "-c"])
self.stderr_contains_message()