Marshmallow-OneOfSchema

An extenstion to Marshmallow to support schema (de)multiplexing.

Marshmallow is a fantastic library for serialization and deserialization of data. For more on that project see its GitHub page or its Documentation.

This library adds a special kind of schema that actually multiplexes other schemas based on object type. When serializing values, it uses get_obj_type() method to get object type name. Then it uses type_schemas name-to-Schema mapping to get schema for that particular object type, serializes object using that schema and adds an extra field with name of object type. Deserialization is reverse.

Installing

$ pip install marshmallow-oneofschema

Importing

Here is how to import the necessary field class :

from marshmallow_oneofschema import OneOfSchema

Example

The code below demonstrates how to setup a schema with a PolyField. For the full context check out the tests. Once setup the schema should act like any other schema. If it does not then please file an Issue.

import marshmallow
import marshmallow.fields
from marshmallow_oneofschema import OneOfSchema

class Foo(object):
    def __init__(self, foo):
        self.foo = foo

class Bar(object):
    def __init__(self, bar):
        self.bar = bar

class FooSchema(marshmallow.Schema):
    foo = marshmallow.fields.String(required=True)

    @marshmallow.post_load
    def make_foo(self, data):
        return Foo(**data)

class BarSchema(marshmallow.Schema):
    bar = marshmallow.fields.Integer(required=True)

    @marshmallow.post_load
    def make_bar(self, data):
        return Bar(**data)

class MyUberSchema(OneOfSchema):
    type_schemas = {
        'foo': FooSchema,
        'bar': BarSchema,
    }

    def get_obj_type(self, obj):
        if isinstance(obj, Foo):
            return 'foo'
        elif isinstance(obj, Bar):
            return 'bar'
        else:
            raise Exception('Unknown object type: %s' % obj.__class__.__name__)

MyUberSchema().dump([Foo(foo='hello'), Bar(bar=123)], many=True).data
# => [{'type': 'foo', 'foo': 'hello'}, {'type': 'bar', 'bar': 123}]

MyUberSchema().load([{'type': 'foo', 'foo': 'hello'},
                     {'type': 'bar', 'bar': 123}],
                    many=True).data
# => [Foo('hello'), Bar(123)]

By default get_obj_type() returns obj.__class__.__name__, so you can just reuse that to save some typing:

class MyUberSchema(OneOfSchema):
    type_schemas = {
        'Foo': FooSchema,
        'Bar': BarSchema,
    }

You can customize type field with type_field class property:

class MyUberSchema(OneOfSchema):
    type_field = 'object_type'
    type_schemas = {
        'Foo': FooSchema,
        'Bar': BarSchema,
    }

MyUberSchema().dump([Foo(foo='hello'), Bar(bar=123)], many=True).data
# => [{'object_type': 'Foo', 'foo': 'hello'}, {'object_type': 'Bar', 'bar': 123}]

You can set a default schema with default_schema class property:

class MyUberSchema(OneOfSchema):
    default_schema = BazSchema
    type_field = 'object_type'
    type_schemas = {
        'Foo': FooSchema,
        'Bar': BarSchema,
    }

MyUberSchema().dump([Foo(foo='hello'), Bar(bar=123), Baz(baz='default')], many=True).data
# => [{'object_type': 'Foo', 'foo': 'hello'}, {'object_type': 'Bar', 'bar': 123}, {'object_type': 'Baz', 'baz': 'default'}]

You can use resulting schema everywhere marshmallow.Schema can be used, e.g.

import marshmallow as m
import marshmallow.fields as f

class MyOtherSchema(m.Schema):
    items = f.List(f.Nested(MyUberSchema))

License

MIT licensed. See the bundled LICENSE file for more details.

krusty / marshmallow-oneofschema Goto Github PK