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correction
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Signed-off-by: David Y Liu <[email protected]>
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mavysavydav committed Mar 31, 2022
1 parent d50151a commit e49b324
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from dataclasses import dataclass

import pytest
from moto import mock_dynamodb2

from feast.infra.offline_stores.file import FileOfflineStoreConfig
from feast.infra.online_stores.dynamodb import (
DynamoDBOnlineStore,
DynamoDBOnlineStoreConfig,
)
from feast.repo_config import RepoConfig
from tests.utils.online_store_utils import (
_create_n_customer_test_samples,
_create_test_table,
_insert_data_test_table,
)

REGISTRY = "s3://test_registry/registry.db"
PROJECT = "test_aws"
PROVIDER = "aws"
TABLE_NAME = "dynamodb_online_store"
REGION = "us-west-2"


@dataclass
class MockFeatureView:
name: str


@pytest.fixture
def repo_config():
return RepoConfig(
registry=REGISTRY,
project=PROJECT,
provider=PROVIDER,
online_store=DynamoDBOnlineStoreConfig(region=REGION),
offline_store=FileOfflineStoreConfig(),
)


@mock_dynamodb2
@pytest.mark.parametrize("n_samples", [5, 50, 100])
def test_online_read(repo_config, n_samples):
"""Test DynamoDBOnlineStore online_read method."""
_create_test_table(PROJECT, f"{TABLE_NAME}_{n_samples}", REGION)
data = _create_n_customer_test_samples(n=n_samples)
_insert_data_test_table(data, PROJECT, f"{TABLE_NAME}_{n_samples}", REGION)

entity_keys, features = zip(*data)
dynamodb_store = DynamoDBOnlineStore()
returned_items = dynamodb_store.online_read(
config=repo_config,
table=MockFeatureView(name=f"{TABLE_NAME}_{n_samples}"),
entity_keys=entity_keys,
)
assert len(returned_items) == len(data)
assert [item[1] for item in returned_items] == list(features)
47 changes: 47 additions & 0 deletions sdk/python/tests/unit/infra/test_provider.py
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# Copyright 2020 The Feast 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
#
# 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 datetime import timedelta

from feast import BigQuerySource
from feast.entity import Entity
from feast.feature import Feature
from feast.feature_view import FeatureView
from feast.infra.provider import _get_column_names
from feast.value_type import ValueType


def test_get_column_names_preserves_feature_ordering():
entity = Entity("my-entity", description="My entity", value_type=ValueType.STRING)
fv = FeatureView(
name="my-fv",
entities=["my-entity"],
ttl=timedelta(days=1),
batch_source=BigQuerySource(table="non-existent-mock"),
features=[
Feature(name="a", dtype=ValueType.STRING),
Feature(name="b", dtype=ValueType.STRING),
Feature(name="c", dtype=ValueType.STRING),
Feature(name="d", dtype=ValueType.STRING),
Feature(name="e", dtype=ValueType.STRING),
Feature(name="f", dtype=ValueType.STRING),
Feature(name="g", dtype=ValueType.STRING),
Feature(name="h", dtype=ValueType.STRING),
Feature(name="i", dtype=ValueType.STRING),
Feature(name="j", dtype=ValueType.STRING),
],
)

_, feature_list, _, _ = _get_column_names(fv, [entity])
assert feature_list == ["a", "b", "c", "d", "e", "f", "g", "h", "i", "j"]

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