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37 changes: 37 additions & 0 deletions sdk/python/feast/big_query_source.py
Original file line number Diff line number Diff line change
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# Copyright 2019 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 typing import Dict, Optional


class BigQuerySource:
"""
Represents a BigQuery table reference or BigQuery query that returns a set of features.
"""

def __init__(
self,
table_ref: Optional[str],
event_timestamp_column: str,
created_timestamp_column: Optional[str],
field_mapping: Optional[Dict[str, str]],
query: Optional[str],
):
if (table_ref is None) != (query is None):
raise Exception("Exactly one of table_ref and query should be specified")
self.table_ref = table_ref
self.event_timestamp_column = event_timestamp_column
self.created_timestamp_column = created_timestamp_column
self.field_mapping = field_mapping
self.query = query
return
34 changes: 34 additions & 0 deletions sdk/python/feast/feature_store.py
Original file line number Diff line number Diff line change
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# Copyright 2019 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 typing import Optional

from feast.feature_store_config import Config


class FeatureStore:
Comment thread
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"""
A FeatureStore object is used to define, create, and retrieve features.
"""

def __init__(
self, config_path: Optional[str], config: Optional[Config],
):
if config_path is None or config is None:
raise Exception("You cannot specify both config_path and config")
if config is not None:
self.config = config
elif config_path is not None:
self.config = Config.from_path(config_path)
else:
self.config = Config()
53 changes: 53 additions & 0 deletions sdk/python/feast/feature_store_config.py
Original file line number Diff line number Diff line change
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# Copyright 2019 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 typing import Optional

import yaml


class Config:
Comment thread
woop marked this conversation as resolved.
"""
Configuration object that contains all possible configuration options for a FeatureStore.
"""

def __init__(
self,
provider: Optional[str],
online_store: Optional[str],
metadata_store: Optional[str],
):
self.provider = provider if (provider is not None) else "local"
self.online_store = online_store if (online_store is not None) else "local"
self.metadata_store = (
metadata_store if (metadata_store is not None) else "./metadata_store"
)

@classmethod
def from_path(cls, config_path: str):
"""
Construct the configuration object from a filepath containing a yaml file.

Example yaml file:

provider: gcp
online_store: firestore
metadata_store: gs://my_bucket/metadata_store
"""
with open(config_path, "r") as f:
config_dict = yaml.safe_load(f)
return cls(
provider=config_dict.get("provider"),
online_store=config_dict.get("online_store"),
metadata_store=config_dict.get("metadata_store"),
)
46 changes: 46 additions & 0 deletions sdk/python/feast/feature_view.py
Original file line number Diff line number Diff line change
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# Copyright 2019 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 datetime
from typing import Dict, List

from feast.big_query_source import BigQuerySource
from feast.entity import Entity
from feast.feature import Feature


class FeatureView:
"""
A FeatureView defines a logical grouping of servable features.
"""

def __init__(
self,
name: str,
entities: List[Entity],
features: List[Feature],
tags: Dict[str, str],
ttl: str,
online: bool,
inputs: BigQuerySource,
feature_start_time: datetime,
):
self.name = name
self.entities = entities
self.features = features
self.tags = tags
self.ttl = ttl
self.online = online
self.inputs = inputs
self.feature_start_time = feature_start_time
return