feast/sdk/python/feast/project.py at featureview-versioning · feast-dev/feast · GitHub

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# 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, timezone

from typing import Dict, Optional

from google.protobuf.json_format import MessageToJson

from typeguard import typechecked

from feast.protos.feast.core.Project_pb2 import Project as ProjectProto

from feast.protos.feast.core.Project_pb2 import ProjectMeta as ProjectMetaProto

from feast.protos.feast.core.Project_pb2 import ProjectSpec as ProjectSpecProto

from feast.utils import _utc_now

@typechecked

class Project:

"""

Project is a collection of Feast Objects. Projects provide complete isolation of

feature stores at the infrastructure level.

Attributes:

description: A human-readable description.

tags: A dictionary of key-value pairs to store arbitrary metadata.

owner: The owner of the project, typically the email of the primary maintainer.

created_timestamp: The time when the entity was created.

last_updated_timestamp: The time when the entity was last updated.

"""

description: str

tags: Dict[str, str]

owner: str

created_timestamp: datetime

last_updated_timestamp: datetime

def __init__(

self,

description: str = "",

tags: Optional[Dict[str, str]] = None,

owner: str = "",

created_timestamp: Optional[datetime] = None,

last_updated_timestamp: Optional[datetime] = None,

"""

Creates Project object.

Args:

description (optional): A human-readable description.

tags (optional): A dictionary of key-value pairs to store arbitrary metadata.

owner (optional): The owner of the project, typically the email of the primary maintainer.

created_timestamp (optional): The time when the project was created. Defaults to

last_updated_timestamp (optional): The time when the project was last updated.

Raises:

ValueError: Parameters are specified incorrectly.

"""

self.name = name

self.description = description

self.tags = tags if tags is not None else {}

self.owner = owner

updated_time = _utc_now()

self.created_timestamp = created_timestamp or updated_time

self.last_updated_timestamp = last_updated_timestamp or updated_time

def __hash__(self) -> int:

return hash((self.name))

def __eq__(self, other):

if not isinstance(other, Project):

raise TypeError("Comparisons should only involve Project class objects.")

if (

self.name != other.name

or self.description != other.description

or self.tags != other.tags

or self.owner != other.owner

or self.created_timestamp != other.created_timestamp

or self.last_updated_timestamp != other.last_updated_timestamp

return False

return True

def __str__(self):

return str(MessageToJson(self.to_proto()))

def __lt__(self, other):

return self.name < other.name

def is_valid(self):

"""

Validates the state of this project locally.

Raises:

ValueError: The project does not have a name or does not have a type.

"""

if not self.name:

raise ValueError("The project does not have a name.")

from feast.repo_operations import is_valid_name

if not is_valid_name(self.name):

raise ValueError(

f"Project name, {self.name}, should only have "

f"alphanumerical values, underscores, and hyphens but not start with an underscore or hyphen."

)

@classmethod

def from_proto(cls, project_proto: ProjectProto):

"""

Creates a project from a protobuf representation of an project.

Args:

entity_proto: A protobuf representation of an project.

Returns:

An Entity object based on the entity protobuf.

"""

project = cls(

name=project_proto.spec.name,

description=project_proto.spec.description,

tags=dict(project_proto.spec.tags),

owner=project_proto.spec.owner,

)

if project_proto.meta.HasField("created_timestamp"):

project.created_timestamp = (

project_proto.meta.created_timestamp.ToDatetime().replace(

tzinfo=timezone.utc

)

if project_proto.meta.HasField("last_updated_timestamp"):

project.last_updated_timestamp = (

project_proto.meta.last_updated_timestamp.ToDatetime().replace(

tzinfo=timezone.utc

)

return project

def to_proto(self) -> ProjectProto:

"""

Converts an project object to its protobuf representation.

Returns:

An ProjectProto protobuf.

"""

meta = ProjectMetaProto()

if self.created_timestamp:

meta.created_timestamp.FromDatetime(self.created_timestamp)

if self.last_updated_timestamp:

meta.last_updated_timestamp.FromDatetime(self.last_updated_timestamp)

spec = ProjectSpecProto(

name=self.name,

description=self.description,

tags=self.tags,

owner=self.owner,

)

return ProjectProto(spec=spec, meta=meta)

feast/sdk/python/feast/project.py at featureview-versioning · feast-dev/feast · GitHub

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