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feat: sample code for Vertex AI Feature Store
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PiperOrigin-RevId: 645230368
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vertex-sdk-bot authored and Copybara-Service committed Jun 21, 2024
1 parent f6b6dee commit 2fbf5a5
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15 changes: 15 additions & 0 deletions samples/model-builder/conftest.py
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Expand Up @@ -716,6 +716,21 @@ def mock_create_optimized_public_online_store(mock_feature_online_store):
yield mock_create_optimized_store


@pytest.fixture
def mock_feature_group():
mock = MagicMock(preview_resources.FeatureGroup)
yield mock


@pytest.fixture
def mock_create_feature_group(mock_feature_group):
with patch.object(
preview_resources.FeatureGroup, "create"
) as mock_create_feature_group:
mock_create_feature_group.return_value = mock_feature_group
yield mock_create_feature_group


@pytest.fixture
def mock_create_optimized_private_online_store(mock_feature_online_store):
with patch.object(
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33 changes: 33 additions & 0 deletions samples/model-builder/feature_store/create_feature_group_sample.py
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@@ -0,0 +1,33 @@
# 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
#
# https://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.

# [START aiplatform_sdk_create_feature_group_sample]

from google.cloud import aiplatform
from vertexai.resources.preview import feature_store


def create_feature_group_sample(
project: str,
location: str,
feature_group_id: str,
):
aiplatform.init(project=project, location=location)
fg = feature_store.FeatureGroup.create(
feature_group_id
)
return fg


# [END aiplatform_sdk_create_feature_group_sample]
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@@ -0,0 +1,35 @@
# 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
#
# https://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 feature_store import create_feature_group_sample

import test_constants as constants


def test_create_feature_group_sample(
mock_sdk_init, mock_create_feature_group
):
create_feature_group_sample.create_feature_group_sample(
project=constants.PROJECT,
location=constants.LOCATION,
feature_group_id=constants.FEATURE_GROUP_ID,
)

mock_sdk_init.assert_called_once_with(
project=constants.PROJECT, location=constants.LOCATION
)

mock_create_feature_group.assert_called_once_with(
constants.FEATURE_GROUP_ID
)
1 change: 1 addition & 0 deletions samples/model-builder/test_constants.py
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Expand Up @@ -254,6 +254,7 @@

# Feature online store constants
FEATURE_ONLINE_STORE_ID = "sample_feature_online_store"
FEATURE_GROUP_ID = "sample_feature_group"
PROJECT_ALLOWLISTED = ["test-project"]

TABULAR_TARGET_COLUMN = "target_column"
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