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Flask and marshmallow cleaner code

Project description

flask-mixins

A collection of mixins to use with Flask to facilitate a cleaner architecture.

SchemaMixin

The SchemaMixin is a way of abstracting some of the logic for validating and accessing the payload data and any query (filter) data, while handling the serialisation of the returned objects into json, using Marshmallow.

The SchemaMixin isn't meant to compete with Flask Marshmallow as such. It is a different approach with different priorities. The SchemaMixin is just a mixin, so it doesn't support any hyperlinking logic.

What the SchemaMixin does allow is:

  1. The request schema can be defined on the MethodView, and provides a utility self.get_validated_data() that returns the data having been validated against the defined request schema. The request schema might vary (a POST request might require a specific schema for creating the object, while a PATCH request might require another schema). So inspired by Django Rest Framework, there are a handful of methods that can be overridden to allow the schemas to be dynamic.

SchemaMixin validated data

  1. A filter schema can be defined, that is used by the utility self.get_filter_data(), allowing the filter args to be validated against a dedicated marshmallow schema.

SchemaMixin filter data

  1. The dispatch_request is overridden so that if a non-dictionary object is returned, the object will be dumped using the provided schema, again with multiple options for overriding methods to make the schema dynamic.

SchemaMixin dispatch request

Examples

Example using Marshmallow and Flask-sqlalchemy

from flask.views import MethodView
from flask_view_mixins import SchemaMixin
from marshmallow import Schema, fields

# Your model defined somewhere
from mymodels import UserModel


class UserSchema(Schema):
    name = fields.String()
    age = fields.Int()


class UserView(SchemaMixin, MethodView):
    schema = UserSchema

    def post(self):
        user = UserModel(**self.get_validated_data())
        db.session.add(user)
        db.session.commit()
        return user, 201

Example of a filter and options override

from flask.views import MethodView
from flask_view_mixins import SchemaMixin

# Your model and schema defined somewhere
from mymodels import UserModel
from myschemas import UserSchema


class UserView(SchemaMixin, MethodView):
    schema = UserSchema

    def get_response_schema_options(self):
        return {"many": True}

    def get(self):
        users = UserModel.query.filter_by(**self.get_filter_data())
        return users, 200

Example with more overrides (the different schemas may perform different validation logic because in the update case, and instance already exists)

from flask.views import MethodView
from flask_view_mixins import SchemaMixin
from flask import request

# Your model and schema defined somewhere
from mymodels import UserModel
from myschemas import UserSchema, CreateUserSchema, UpdateUserSchema


class UserView(SchemaMixin, MethodView):
    schema = UserSchema

    def get_post_schema_class(self):
        return CreateUserSchema

    def post(self):
        user = UserModel(**self.get_validated_data())
        db.session.add(user)
        db.session.commit()
        return user, 201

    def get_patch_schema_class(self):
        return UpdateUserSchema

    def get_patch_schema_options(self):
        # Imagine that only the name can be updated
        return {"partial": True, "only": ("name",)}

    def get_patch_schema_context(self):
        # Imagine the patch schema requires the existing instance in the context
        return {"instance": UserModel.query.get(request.view_args["user_id"])}

    def patch(self, user_id: int):
        # This is a bit unsafe, but its just for demo purposes
        UserModel.query.filter(UserModel.id == user_id).update(
            **self.get_validated_data()
        )
        db.session.commit()
        return None, 204

    def get_response_schema_options(self):
        return {"many": True}

    def get(self):
        users = UserModel.query.filter_by(**self.get_filter_data())
        return users, 200

PermissionMixin

The PermissionMixin allows permission checks to be performed prior before dispatching the request. The tools for handling the permissions themselves are agnostic, but should likely rely on request.view_args and g. For the given list of the permissions, each permission will be called, and the permission should raise a PermissionError if it fails, and raise/return nothing if it passes.

Methods can be overridden again based to allow more dynamic permissions.

PermissionMixin functions

Examples

Example with simple permissions

from flask import g


class Authenticated:
    """Permission class that assumes a middleware has attached an authenticated user"""

    @staticmethod
    def check_permission():
        if not g.user:
            raise PermissionError("Authenticated user required")


class UserView(PermissionMixin, MethodView):
    permissions = (Authenticated,)

    def post(self):
        ...

Example with overridden permissions

from flask import g
from mypermissions import Authenticated, IsSuperuser


class UserView(PermissionMixin, MethodView):
    permissions = (Authenticated,)

    def get_post_permissions(self):
        # Checking both is redundant, but allows for more granular error messages
        return (Authenticated, IsSuperuser)

    def post(self):
        # Only superusers can get here
        ...

    def get(self):
        # Any authenticated user can get here
        ...

Example permission implementation

The permission classes require a protocol of:

class Permission:
    def check_permission(self) -> None:
        # Maybe raise a PermissionError
        ...

So one implementation of this could be to have a base permission like:

class BasePermission:
    error_message = NotImplementedError

    def check_permission(self):
        if not self.has_permission():
            raise PermissionError(self.error_message)

    def has_permission(self) -> bool:
        raise NotImplementedError

That can have child permissions defined as:

class Authenticated(BasePermission):
    error_message = "User is not authenticated"

    def has_permission(self) -> bool:
        return g.user is not None

ServicesMixin

The above examples have shown the views directly interacting with the database objects and performing the CRUD and business logic. Ideally though, that logic would be decoupled from the web framework through a service layer. Another benefit is that by containing business logic in the service, one can have services that consume other services, which can't easily be done when the logic exists in the view.

The ServiceMixin is a simple mixin that allows you to define a service for the view and to call it with a ServiceContext. The service implementation is agnostic, but this allows for one to make a mixin for their needs that can provide the service with the correct context for ones implementation.

class UserService:
    def __init__(self, context):
        # Some context, perhaps containing details about the authenticated user, permissions, etc
        self.context = context

    def create_user(self, name: str, age: int) -> User:
        user = User(name=name, age=age)
        db.session.add(user)
        db.session.commit()
        return user

    ...


class UserView(ServiceMixin, MethodView):
    service = UserService

    def post(self):
        user = self.get_service().create_user(...)
        return UserSchema().dumps(user), 201

StatusCodeMixin

A simple mixin that allows the status code to be omitted from return value of the view, and instead has it inferred from the response content and the http method.

class UserView(StatusCodeMixin, MethodView):
    def get(self):
        users = UserModel.query.all()
        return UserSchema(many=True).dumps(users)  # The 200 status code is inferred

JsonifyMixin

A simple mixin that converts the response object into a json response using flask.jsonify, it expects a dict or list in the response (optionally with a status code), so if used in conjunction with the SchemaMixin or the StatusCodeMixin, it would be to be the left-most parent (UserView(JsonifyMixin, StatusCodeMixin, SchemaMixin, MethodView)). It is primarily used for being able to return top-level lists of items without needing to manually call jsonify.

class UserView(JsonifyMixin, MethodView):
    def get(self):
        return [1, 2, 3], 200

ResourceView

This is a combination of all of the above mixins, it allows fined tuned views, and assumes that the response is only returning 1 item in the GET cases, so it is best to be used when referring to a single resource, so an endpoint that has GET/PATCH/DELETE /resource/<resource_id>.

class UserView(ResourceView):
    schema = UserSchema
    permissions = (Authenticated,)

    def get(self, user_id):
        return self.get_service().get_user(user_id)  # Implicit 200

    def get_patch_schema_class(self):
        # A schema that performs a partial validation, unlike the schema used in creation
        return PatchUserSchema

    def patch(self, user_id):
        return self.get_service().update_user(
            user_id, **self.get_validated_data()
        )  # Implicit 204

    def get_delete_permissions(self):
        return (Authenticated, IsSuperuser)

    def delete(self, user_id) -> None:
        return self.get_service().delete_user(user_id)  # Implicit 204

ResourcesView

This is a combination of all of the above mixins, it allows fined tuned views, and assumes that the response is returning multiple items in the GET cases, so it is best to be used when referring to a non-specific resource, so an endpoint that has POST/GET /resource>.

class UserView(ResourcesView):
    schema = UserSchema
    service = UserService
    permissions = (Authenticated,)
    filter_schema = UserFilterSchema

    def get_write_permissions(self):
        return (Authenticated, IsSuperuser)

    def post(self):
        # Only superusers here
        return self.get_service().create_user(
            **self.get_validated_data()
        )  # Implicit 201

    def get(self):
        # Any authenticated user here
        return self.get_service().get_users(**self.get_filter_data())  # Implicit 200

If your response is paginated, its best to use the ResourceSchema and treat the paginated object as a single item with its own schema (that would have the nested results)

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