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3193ef1 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 | # Copyright 2024 Google LLC
#
# 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.
#
from unittest.mock import patch
from google import auth
from google.api_core import operation as ga_operation
from google.auth import credentials as auth_credentials
from vertexai import rag
from vertexai.preview import rag as rag_preview
from google.cloud.aiplatform_v1 import (
DeleteRagCorpusRequest,
VertexRagDataServiceAsyncClient,
VertexRagDataServiceClient,
)
from google.cloud.aiplatform_v1beta1 import (
DeleteRagCorpusRequest as DeleteRagCorpusRequestPreview,
VertexRagDataServiceAsyncClient as VertexRagDataServiceAsyncClientPreview,
VertexRagDataServiceClient as VertexRagDataServiceClientPreview,
)
import test_rag_constants_preview
import test_rag_constants
import mock
import pytest
# -*- coding: utf-8 -*-
_TEST_CREDENTIALS = mock.Mock(spec=auth_credentials.AnonymousCredentials())
@pytest.fixture(scope="module")
def google_auth_mock():
with mock.patch.object(auth, "default") as auth_mock:
auth_mock.return_value = (
auth_credentials.AnonymousCredentials(),
test_rag_constants_preview.TEST_PROJECT,
)
yield auth_mock
@pytest.fixture
def authorized_session_mock():
with patch(
"google.auth.transport.requests.AuthorizedSession"
) as MockAuthorizedSession:
mock_auth_session = MockAuthorizedSession(_TEST_CREDENTIALS)
yield mock_auth_session
@pytest.fixture
def rag_data_client_mock():
with mock.patch.object(
rag.utils._gapic_utils, "create_rag_data_service_client"
) as rag_data_client_mock:
api_client_mock = mock.Mock(spec=VertexRagDataServiceClient)
# get_rag_corpus
api_client_mock.get_rag_corpus.return_value = (
test_rag_constants.TEST_GAPIC_RAG_CORPUS
)
# delete_rag_corpus
delete_rag_corpus_lro_mock = mock.Mock(ga_operation.Operation)
delete_rag_corpus_lro_mock.result.return_value = DeleteRagCorpusRequest()
api_client_mock.delete_rag_corpus.return_value = delete_rag_corpus_lro_mock
# get_rag_file
api_client_mock.get_rag_file.return_value = (
test_rag_constants.TEST_GAPIC_RAG_FILE
)
rag_data_client_mock.return_value = api_client_mock
yield rag_data_client_mock
@pytest.fixture
def rag_data_client_preview_mock():
with mock.patch.object(
rag_preview.utils._gapic_utils, "create_rag_data_service_client"
) as rag_data_client_mock:
api_client_mock = mock.Mock(spec=VertexRagDataServiceClientPreview)
# get_rag_corpus
api_client_mock.get_rag_corpus.return_value = (
test_rag_constants_preview.TEST_GAPIC_RAG_CORPUS
)
# delete_rag_corpus
delete_rag_corpus_lro_mock = mock.Mock(ga_operation.Operation)
delete_rag_corpus_lro_mock.result.return_value = DeleteRagCorpusRequestPreview()
api_client_mock.delete_rag_corpus.return_value = delete_rag_corpus_lro_mock
# get_rag_file
api_client_mock.get_rag_file.return_value = (
test_rag_constants_preview.TEST_GAPIC_RAG_FILE
)
rag_data_client_mock.return_value = api_client_mock
yield rag_data_client_mock
@pytest.fixture
def rag_data_client_mock_exception():
with mock.patch.object(
rag.utils._gapic_utils, "create_rag_data_service_client"
) as rag_data_client_mock_exception:
api_client_mock = mock.Mock(spec=VertexRagDataServiceClient)
# create_rag_corpus
api_client_mock.create_rag_corpus.side_effect = Exception
# update_rag_corpus
api_client_mock.update_rag_corpus.side_effect = Exception
# get_rag_corpus
api_client_mock.get_rag_corpus.side_effect = Exception
# list_rag_corpora
api_client_mock.list_rag_corpora.side_effect = Exception
# delete_rag_corpus
api_client_mock.delete_rag_corpus.side_effect = Exception
# upload_rag_file
api_client_mock.upload_rag_file.side_effect = Exception
# import_rag_files
api_client_mock.import_rag_files.side_effect = Exception
# get_rag_file
api_client_mock.get_rag_file.side_effect = Exception
# list_rag_files
api_client_mock.list_rag_files.side_effect = Exception
# delete_rag_file
api_client_mock.delete_rag_file.side_effect = Exception
rag_data_client_mock_exception.return_value = api_client_mock
yield rag_data_client_mock_exception
@pytest.fixture
def rag_data_client_preview_mock_exception():
with mock.patch.object(
rag_preview.utils._gapic_utils, "create_rag_data_service_client"
) as rag_data_client_mock_exception:
api_client_mock = mock.Mock(spec=VertexRagDataServiceClientPreview)
# create_rag_corpus
api_client_mock.create_rag_corpus.side_effect = Exception
# update_rag_corpus
api_client_mock.update_rag_corpus.side_effect = Exception
# get_rag_corpus
api_client_mock.get_rag_corpus.side_effect = Exception
# list_rag_corpora
api_client_mock.list_rag_corpora.side_effect = Exception
# delete_rag_corpus
api_client_mock.delete_rag_corpus.side_effect = Exception
# upload_rag_file
api_client_mock.upload_rag_file.side_effect = Exception
# import_rag_files
api_client_mock.import_rag_files.side_effect = Exception
# get_rag_file
api_client_mock.get_rag_file.side_effect = Exception
# list_rag_files
api_client_mock.list_rag_files.side_effect = Exception
# delete_rag_file
api_client_mock.delete_rag_file.side_effect = Exception
rag_data_client_mock_exception.return_value = api_client_mock
yield rag_data_client_mock_exception
@pytest.fixture
def rag_data_async_client_mock_exception():
with mock.patch.object(
rag.utils._gapic_utils, "create_rag_data_service_async_client"
) as rag_data_async_client_mock_exception:
api_client_mock = mock.Mock(spec=VertexRagDataServiceAsyncClient)
# import_rag_files
api_client_mock.import_rag_files.side_effect = Exception
rag_data_client_mock_exception.return_value = api_client_mock
yield rag_data_async_client_mock_exception
@pytest.fixture
def rag_data_async_client_preview_mock_exception():
with mock.patch.object(
rag_preview.utils._gapic_utils, "create_rag_data_service_async_client"
) as rag_data_async_client_mock_exception:
api_client_mock = mock.Mock(spec=VertexRagDataServiceAsyncClientPreview)
# import_rag_files
api_client_mock.import_rag_files.side_effect = Exception
rag_data_client_mock_exception.return_value = api_client_mock
yield rag_data_async_client_mock_exception
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