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kserve/python/storage/test/test_azure_storage.py

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Python

# Copyright 2021 The KServe Authors.
#
# 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 unittest.mock as mock
import pytest
import shutil
from kserve_storage import Storage
STORAGE_MODULE = "kserve_storage.kserve_storage"
def create_mock_item(path):
mock_obj = mock.MagicMock()
mock_obj.name = path
mock_obj.size = 1024 # Mock non-zero size for regular files
# For async streaming, we need to mock the chunks() method
async def mock_chunks():
yield b"test"
mock_stream = mock.MagicMock()
mock_stream.chunks = mock_chunks
mock_obj.readall.return_value = b"test"
mock_obj.chunks = mock_chunks
return mock_obj
def create_mock_blob(mock_storage, paths):
mock_objs = [create_mock_item(path) for path in paths]
mock_container = mock.MagicMock()
# Mock async list_blobs (changed from walk_blobs)
async def mock_list_blobs(name_starts_with=None, include=None):
for obj in mock_objs:
yield obj
mock_container.list_blobs = mock_list_blobs
# Mock async download_blob returning a stream (no blob_name param needed)
async def mock_download_blob(max_concurrency=None):
# Return a stream-like object with chunks() method
stream = mock.MagicMock()
async def mock_chunks():
yield b"test"
stream.chunks = mock_chunks
return stream
mock_blob_client = mock.MagicMock()
mock_blob_client.download_blob = mock_download_blob
mock_container.get_blob_client.return_value = mock_blob_client
mock_svc = mock.MagicMock()
mock_svc.get_container_client.return_value = mock_container
# Make the service client work as an async context manager
async def mock_aenter(self):
return mock_svc
async def mock_aexit(self, exc_type, exc_val, exc_tb):
return None
mock_svc.__aenter__ = mock_aenter
mock_svc.__aexit__ = mock_aexit
mock_storage.return_value = mock_svc
return mock_storage, mock_container
def create_mock_dir(name):
mock_file = mock.MagicMock()
mock_file.name = name
mock_file.is_directory = True
return mock_file
def create_mock_file(name):
mock_file = mock.MagicMock()
mock_file.name = name
mock_file.is_directory = False
return mock_file
def create_mock_objects_for_file_share(mock_storage, mock_file_items):
mock_share = mock.MagicMock()
mock_share.list_directories_and_files.side_effect = mock_file_items
mock_file = mock.MagicMock()
mock_share.get_file_client.return_value = mock_file
mock_data = mock.MagicMock()
mock_file.download_file.return_value = mock_data
mock_svc = mock.MagicMock()
mock_svc.get_share_client.return_value = mock_share
mock_storage.return_value = mock_svc
return mock_storage, mock_share, mock_data
def get_call_args(call_args_list):
arg_list = []
for call in call_args_list:
args, _ = call
arg_list.append(args)
return arg_list
# pylint: disable=protected-access
@pytest.fixture(scope="session", autouse=True)
def test_cleanup():
yield None
# Will be executed after the last test
shutil.rmtree("some", ignore_errors=True)
shutil.rmtree("dest_path", ignore_errors=True)
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch("azure.storage.blob.aio.BlobServiceClient")
def test_blob(mock_storage, mock_makedirs): # pylint: disable=unused-argument
# given
blob_path = "https://kfserving.blob.core.windows.net/triton/simple_string/"
paths = ["simple_string/1/model.graphdef", "simple_string/config.pbtxt"]
mock_blob, mock_container = create_mock_blob(mock_storage, paths)
# when
Storage._download_azure_blob(blob_path, "dest_path")
# then
# Check that get_blob_client was called for each blob
arg_list = get_call_args(mock_container.get_blob_client.call_args_list)
assert set(arg_list) == set(
[("simple_string/1/model.graphdef",), ("simple_string/config.pbtxt",)]
)
mock_storage.assert_called_with(
"https://kfserving.blob.core.windows.net", credential=None
)
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch("azure.storage.blob.aio.BlobServiceClient")
def test_blob_file_direct(mock_storage, mock_makedirs): # pylint: disable=unused-argument
# given
blob_path = "https://accountname.blob.core.windows.net/container/somefile.text"
paths = ["somefile.text"]
mock_blob, mock_container = create_mock_blob(mock_storage, paths)
# when
Storage._download_azure_blob(blob_path, "dest_path")
# then
arg_list = get_call_args(mock_container.get_blob_client.call_args_list)
assert arg_list == [("somefile.text",)]
mock_storage.assert_called_with(
"https://accountname.blob.core.windows.net", credential=None
)
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch(STORAGE_MODULE + ".Storage._get_azure_storage_token")
@mock.patch("azure.storage.blob.aio.BlobServiceClient")
def test_secure_blob(mock_storage, mock_get_token, mock_makedirs): # pylint: disable=unused-argument
# given
blob_path = "https://kfsecured.blob.core.windows.net/triton/simple_string/"
mock_get_token.return_value = "some_token"
# Set up empty blob mock to trigger RuntimeError
mock_blob, mock_container = create_mock_blob(mock_storage, [])
# when
with pytest.raises(RuntimeError):
Storage._download_azure_blob(blob_path, "dest_path")
# then
mock_get_token.assert_called()
arg_list = []
for call in mock_storage.call_args_list:
_, kwargs = call
arg_list.append(kwargs)
assert arg_list == [{"credential": "some_token"}]
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch("azure.storage.blob.aio.BlobServiceClient")
def test_deep_blob(mock_storage, mock_makedirs): # pylint: disable=unused-argument
# given
blob_path = (
"https://accountname.blob.core.windows.net/container/some/deep/blob/path"
)
paths = ["f1", "f2", "d1/f11", "d1/d2/f21", "d1/d2/d3/f1231", "d4/f41"]
fq_item_paths = ["some/deep/blob/path/" + p for p in paths]
expected_calls = [(f,) for f in fq_item_paths]
# when
mock_blob, mock_container = create_mock_blob(mock_storage, fq_item_paths)
try:
Storage._download_azure_blob(blob_path, "some/dest/path")
except OSError: # Permissions Error Handling
pass
# then
actual_calls = get_call_args(mock_container.get_blob_client.call_args_list)
assert set(actual_calls) == set(expected_calls)
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch("azure.storage.blob.aio.BlobServiceClient")
def test_blob_file(mock_storage, mock_makedirs): # pylint: disable=unused-argument
# given
blob_path = "https://accountname.blob.core.windows.net/container/somefile.text"
paths = ["somefile"]
fq_item_paths = paths
expected_calls = [(f,) for f in fq_item_paths]
# when
mock_blob, mock_container = create_mock_blob(mock_storage, paths)
Storage._download_azure_blob(blob_path, "some/dest/path")
# then
actual_calls = get_call_args(mock_container.get_blob_client.call_args_list)
assert actual_calls == expected_calls
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch("azure.storage.blob.aio.BlobServiceClient")
def test_blob_fq_file(mock_storage, mock_makedirs): # pylint: disable=unused-argument
# given
blob_path = (
"https://accountname.blob.core.windows.net/container/folder/somefile.text"
)
paths = ["somefile"]
fq_item_paths = ["folder/" + p for p in paths]
expected_calls = [(f,) for f in fq_item_paths]
# when
mock_blob, mock_container = create_mock_blob(mock_storage, fq_item_paths)
Storage._download_azure_blob(blob_path, "some/dest/path")
# then
actual_calls = get_call_args(mock_container.get_blob_client.call_args_list)
assert actual_calls == expected_calls
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch("azure.storage.blob.aio.BlobServiceClient")
def test_blob_no_prefix(mock_storage, mock_makedirs): # pylint: disable=unused-argument
# given
blob_path = "https://accountname.blob.core.windows.net/container/"
paths = ["somefile.text", "somefolder/somefile.text"]
fq_item_paths = ["" + p for p in paths]
expected_calls = [(f,) for f in fq_item_paths]
# when
mock_blob, mock_container = create_mock_blob(mock_storage, fq_item_paths)
Storage._download_azure_blob(blob_path, "some/dest/path")
# then
actual_calls = get_call_args(mock_container.get_blob_client.call_args_list)
assert set(actual_calls) == set(expected_calls)
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch(STORAGE_MODULE + ".Storage._get_azure_storage_access_key")
@mock.patch("azure.storage.fileshare.ShareServiceClient")
def test_file_share(mock_storage, mock_get_access_key, mock_makedirs): # pylint: disable=unused-argument
# given
file_share_path = "https://kfserving.file.core.windows.net/triton/simple_string/"
mock_get_access_key.return_value = "some_token"
mock_file_share, mock_file, mock_data = create_mock_objects_for_file_share(
mock_storage,
[
[create_mock_dir("1"), create_mock_file("config.pbtxt")],
[create_mock_file("model.graphdef")],
[],
],
)
# when
Storage._download_azure_file_share(file_share_path, "dest_path")
# then
arg_list = get_call_args(mock_file.get_file_client.call_args_list)
assert set(arg_list) == set(
[("simple_string/1/model.graphdef",), ("simple_string/config.pbtxt",)]
)
# then
mock_get_access_key.assert_called()
mock_storage.assert_called_with(
"https://kfserving.file.core.windows.net", credential="some_token"
)
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch(STORAGE_MODULE + ".Storage._get_azure_storage_access_key")
@mock.patch("azure.storage.fileshare.ShareServiceClient")
def test_deep_file_share(mock_storage, mock_get_access_key, mock_makedirs): # pylint: disable=unused-argument
file_share_path = (
"https://accountname.file.core.windows.net/container/some/deep/blob/path"
)
paths = ["f1", "f2", "d1/f11", "d1/d2/f21", "d1/d2/d3/f1231", "d4/f41"]
fq_item_paths = ["some/deep/blob/path/" + p for p in paths]
expected_calls = [(f,) for f in fq_item_paths]
mock_get_access_key.return_value = "some_token"
# when
mock_file_share, mock_file, mock_data = create_mock_objects_for_file_share(
mock_storage,
[
[
create_mock_dir("d1"),
create_mock_dir("d4"),
create_mock_file("f1"),
create_mock_file("f2"),
],
[create_mock_file("f41")],
[create_mock_dir("d2"), create_mock_file("f11")],
[create_mock_dir("d3"), create_mock_file("f21")],
[create_mock_file("f1231")],
[],
],
)
try:
Storage._download_azure_file_share(file_share_path, "some/dest/path")
except OSError: # Permissions Error Handling
pass
# then
actual_calls = get_call_args(mock_file.get_file_client.call_args_list)
assert set(actual_calls) == set(expected_calls)
# then
mock_get_access_key.assert_called()
mock_storage.assert_called_with(
"https://accountname.file.core.windows.net", credential="some_token"
)
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch(STORAGE_MODULE + ".Storage._get_azure_storage_access_key")
@mock.patch("azure.storage.fileshare.ShareServiceClient")
def test_file_share_fq_file(mock_storage, mock_get_access_key, mock_makedirs): # pylint: disable=unused-argument
# given
file_share_path = "https://accountname.file.core.windows.net/container/folder/"
paths = ["somefile.text"]
fq_item_paths = ["folder/" + p for p in paths]
expected_calls = [(f,) for f in fq_item_paths]
# when
mock_get_access_key.return_value = "some_token"
mock_file_share, mock_file, mock_data = create_mock_objects_for_file_share(
mock_storage, [[create_mock_file("somefile.text")], []]
)
Storage._download_azure_file_share(file_share_path, "some/dest/path")
# then
actual_calls = get_call_args(mock_file.get_file_client.call_args_list)
assert actual_calls == expected_calls
# then
mock_get_access_key.assert_called()
mock_storage.assert_called_with(
"https://accountname.file.core.windows.net", credential="some_token"
)
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch(STORAGE_MODULE + ".Storage._get_azure_storage_access_key")
@mock.patch("azure.storage.fileshare.ShareServiceClient")
def test_file_share_no_prefix(mock_storage, mock_get_access_key, mock_makedirs): # pylint: disable=unused-argument
# given
file_share_path = "https://accountname.file.core.windows.net/container/"
paths = ["somefile.text", "somefolder/somefile.text"]
fq_item_paths = ["" + p for p in paths]
expected_calls = [(f,) for f in fq_item_paths]
# when
mock_get_access_key.return_value = "some_token"
mock_file_share, mock_file, mock_data = create_mock_objects_for_file_share(
mock_storage,
[
[create_mock_dir("somefolder"), create_mock_file("somefile.text")],
[create_mock_file("somefile.text")],
[],
],
)
Storage._download_azure_file_share(file_share_path, "some/dest/path")
# then
arg_list = get_call_args(mock_file.get_file_client.call_args_list)
assert set(arg_list) == set(expected_calls)
# then
mock_get_access_key.assert_called()
mock_storage.assert_called_with(
"https://accountname.file.core.windows.net", credential="some_token"
)
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch("azure.storage.blob.aio.BlobServiceClient")
def test_blob_allow_patterns(mock_storage, mock_makedirs):
# given
blob_path = "https://kfserving.blob.core.windows.net/triton/model/"
paths = [
"model/weights.safetensors",
"model/weights.bin",
"model/config.json",
]
mock_blob, mock_container = create_mock_blob(mock_storage, paths)
# when
Storage._download_azure_blob(
blob_path, "dest_path", allow_patterns=["*.safetensors", "*.json"]
)
# then
arg_list = get_call_args(mock_container.get_blob_client.call_args_list)
blob_names = [a[0] for a in arg_list]
assert "model/weights.safetensors" in blob_names
assert "model/config.json" in blob_names
assert "model/weights.bin" not in blob_names
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch("azure.storage.blob.aio.BlobServiceClient")
def test_blob_ignore_patterns(mock_storage, mock_makedirs):
# given
blob_path = "https://kfserving.blob.core.windows.net/triton/model/"
paths = [
"model/weights.safetensors",
"model/weights.bin",
"model/config.json",
]
mock_blob, mock_container = create_mock_blob(mock_storage, paths)
# when
Storage._download_azure_blob(blob_path, "dest_path", ignore_patterns=["*.bin"])
# then
arg_list = get_call_args(mock_container.get_blob_client.call_args_list)
blob_names = [a[0] for a in arg_list]
assert "model/weights.bin" not in blob_names
assert len(blob_names) == 2
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch(STORAGE_MODULE + ".Storage._get_azure_storage_access_key")
@mock.patch("azure.storage.fileshare.ShareServiceClient")
def test_file_share_allow_patterns(mock_storage, mock_get_access_key, mock_makedirs):
# given
file_share_path = "https://kfserving.file.core.windows.net/triton/model/"
mock_get_access_key.return_value = "some_token"
mock_file_share, mock_file, mock_data = create_mock_objects_for_file_share(
mock_storage,
[
[
create_mock_file("weights.safetensors"),
create_mock_file("weights.bin"),
create_mock_file("config.json"),
],
[],
],
)
# when
Storage._download_azure_file_share(
file_share_path, "dest_path", allow_patterns=["*.safetensors", "*.json"]
)
# then
arg_list = get_call_args(mock_file.get_file_client.call_args_list)
file_paths = [a[0] for a in arg_list]
assert "model/weights.safetensors" in file_paths
assert "model/config.json" in file_paths
assert "model/weights.bin" not in file_paths
@mock.patch(STORAGE_MODULE + ".os.makedirs")
@mock.patch(STORAGE_MODULE + ".Storage._get_azure_storage_access_key")
@mock.patch("azure.storage.fileshare.ShareServiceClient")
def test_file_share_ignore_patterns(mock_storage, mock_get_access_key, mock_makedirs):
# given
file_share_path = "https://kfserving.file.core.windows.net/triton/model/"
mock_get_access_key.return_value = "some_token"
mock_file_share, mock_file, mock_data = create_mock_objects_for_file_share(
mock_storage,
[
[
create_mock_file("weights.safetensors"),
create_mock_file("weights.bin"),
create_mock_file("config.json"),
],
[],
],
)
# when
Storage._download_azure_file_share(
file_share_path, "dest_path", ignore_patterns=["*.bin"]
)
# then
arg_list = get_call_args(mock_file.get_file_client.call_args_list)
file_paths = [a[0] for a in arg_list]
assert "model/weights.bin" not in file_paths
assert len(file_paths) == 2