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Add validator, serializer and deserializer to AnyBlok

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AnyBlok Marshmallow

Improve AnyBlok to add validator, serializer and deserializer schema with marshmallow.

This module is a wrapper of marshmallow-sqlalchemy, the goal is to give the SQLAlchemy Model build by AnyBlok to this librairy

AnyBlok Marshmallow is released under the terms of the Mozilla Public License.

See the latest documentation

Front Matter

Information about the AnyBlok / Marshmallow project.

Project Homepage

AnyBlok is hosted on github - the main project page is at https://github.com/AnyBlok/AnyBlok_Marshmallow. Source code is tracked here using GIT.

Releases and project status are available on Pypi at http://pypi.python.org/pypi/anyblok_marshmallow.

The most recent published version of this documentation should be at http://doc.anyblok-marshmallow.anyblok.org.

Project Status

AnyBlok with Marshmallow is currently in beta status and is expected to be fairly stable. Users should take care to report bugs and missing features on an as-needed basis. It should be expected that the development version may be required for proper implementation of recently repaired issues in between releases;

Installation

Install released versions of AnyBlok from the Python package index with pip or a similar tool:

pip install anyblok_marshmallow

Installation via source distribution is via the setup.py script:

python setup.py install

Installation will add the anyblok commands to the environment.

Unit Test

Run the test with nose:

pip install nose
nosetests anyblok_marshmallow/tests

Dependencies

AnyBlok works with Python 3.3 and later. The install process will ensure that AnyBlok, marshmallow >= 3.0.0 and marshmallow-sqlalchemy are installed, in addition to other dependencies. The latest version of them is strongly recommended.

Contributing (hackers needed!)

Anyblok / Marshmallow is at a very early stage, feel free to fork, talk with core dev, and spread the word!

Author

Jean-Sébastien Suzanne

Contributors

Anybox team:

  • Jean-Sébastien Suzanne

Sensee team:

  • Franck Bret

Bugs

Bugs and feature enhancements to AnyBlok should be reported on the Issue tracker.

Memento

Declare your AnyBlok model

from anyblok.column import Integer, String
from anyblok.relationship import Many2One, Many2Many
from anyblok import Declarations


@Declarations.register(Declarations.Model)
class City:

    id = Integer(primary_key=True)
    name = String(nullable=False)
    zipcode = String(nullable=False)

    def __repr__(self):
        return '<City(name={self.name!r})>'.format(self=self)


@Declarations.register(Declarations.Model)
class Tag:

    id = Integer(primary_key=True)
    name = String(nullable=False)

    def __repr__(self):
        return '<Tag(name={self.name!r})>'.format(self=self)


@Declarations.register(Declarations.Model)
class Customer:
    id = Integer(primary_key=True)
    name = String(nullable=False)
    tags = Many2Many(model=Declarations.Model.Tag)

    def __repr__(self):
        return '<Customer(name={self.name!r}, '
               'tags={self.tags!r})>'.format(self=self)


@Declarations.register(Declarations.Model)
class Address:

    id = Integer(primary_key=True)
    street = String(nullable=False)
    city = Many2One(model=Declarations.Model.City, nullable=False)
    customer = Many2One(
        model=Declarations.Model.Customer, nullable=False,
        one2many="addresses")

Declare your schema

from anyblok_marshmallow import SchemaWrapper, PostLoadSchema, Nested

class CitySchema(SchemaWrapper):
    model = 'Model.City'


class TagSchema(SchemaWrapper):
    model = 'Model.Tag'


class AddressSchema(SchemaWrapper):
    model = 'Model.Address'

    class Schema:
        # Add some marshmallow fields or behaviours

        # follow the relationship Many2One and One2One
        city = Nested(CitySchema)


class CustomerSchema(SchemaWrapper):
    model = 'Model.Customer'
    # optionally attach an AnyBlok registry
    # to use for serialization, desarialization and validation
    registry = registry

    class Schema(PostLoadSchema):
        # follow the relationship One2Many and Many2Many
        # - the many=True is required because it is *2Many
        # - exclude is used to forbid the recurse loop
        addresses = Nested(AddressSchema, many=True, exclude=('customer', ))
        tags = Nested(TagSchema, many=True)


customer_schema = CustomerSchema()

(De)serialize your data and validate it

customer = registry.Customer.insert(name="JS Suzanne")
tag1 = registry.Tag.insert(name="tag 1")
customer.tags.append(tag1)
tag2 = registry.Tag.insert(name="tag 2")
customer.tags.append(tag2)
rouen = registry.City.insert(name="Rouen", zipcode="76000")
paris = registry.City.insert(name="Paris", zipcode="75000")
registry.Address.insert(customer=customer, street="Somewhere", city=rouen)
registry.Address.insert(customer=customer, street="Another place", city=paris)

dump_data = customer_schema.dump(customer).data
# {
#     'id': 1,
#     'name': 'JS Suzanne',
#     'tags': [
#         {
#             'id': 1,
#             'name': 'tag 1',
#         },
#         {
#             'id': 2,
#             'name': 'tag 2',
#         },
#     ],
#     'addresses': [
#         {
#             'id': 1
#             'street': 'Somewhere'
#             'city': {
#                 'id': 1,
#                 'name': 'Rouen',
#                 'zipcode': '76000',
#             },
#         },
#         {
#             'id': 2
#             'street': 'Another place'
#             'city': {
#                 'id': 2,
#                 'name': 'Paris',
#                 'zipcode': '75000',
#             },
#         },
#     ],
# }

customer_schema.load(dump_data).data
# <Customer(name='JS Suzanne' tags=[<Tag(name='tag 1')>, <Tag (name='tag 2')>])>

errors = customer_schema.validate(dump_data)
# dict with all the validating errors

Give the registry

The schema need to have the registry.

If no registry found when the de(serialization) or validation then the RegistryNotFound exception will be raised.

Add the registry by the class attribute

This is the solution given in the main exemple:

class CustomerSchema(SchemaWrapper):
    model = 'Model.Customer'
    registry = registry

Add the registry during init

This solution is use during the instanciation

customer_schema = CustomerSchema(registry=registry)

Add the registry by the context

This solution is use during the instanciation or after

customer_schema = CustomerSchema(context={'registry': registry})

or

customer_schema = CustomerSchema()
customer_schema.context['registry'] = registry

Add the registry when the de(serialization or validator is called

customer_schema.dumps(customer, registry=registry)
customer_schema.dump(customer, registry=registry)
customer_schema.loads(dump_data, registry=registry)
customer_schema.load(dump_data, registry=registry)
customer_schema.validate(dump_data, registry=registry)

model option

This option add in the model name. As the registry, this option can be passed by definition, initialization, context or during the call of the (de)serialization / validation

class AnySchema(SchemaWrapper):
    model = "Model.Customer"

or

any_schema = AnySchema(model="Model.customer")

or

any_schema.context['model'] = "Model.Customer"

or

any_schema.dumps(instance, model="Model.Customer")
any_schema.dump(instance, model="Model.Customer")
any_schema.loads(dump_data, model="Model.Customer")
any_schema.load(dump_data, model="Model.Customer")
any_schema.validate(dump_data, model="Model.Customer")

only_primary_key option

This option add in the only argument the primary keys of the model. As the registry, this option can be passed by definition, initialization, context or during the call of the (de)serialization / validation

class CustomerSchema(SchemaWrapper):
    model = "Model.Customer"
    only_primary_key = True

or

customer_schema = CustomerSchema(only_primary_key=True)

or

customer_schema.context['only_primary_key'] = True

or

customer_schema.dumps(instance, only_primary_key=True)
customer_schema.dump(instance, only_primary_key=True)
customer_schema.loads(dump_data, only_primary_key=True)
customer_schema.load(dump_data, only_primary_key=True)
customer_schema.validate(dump_data, only_primary_key=True)

required_fields option

This option force the generated fields, and only them to be requried.

class CustomerSchema(SchemaWrapper):
    model = "Model.Customer"
    required_fields = True
    # or required_fields = [ list of fieldname ]

or

customer_schema = CustomerSchema(required_fields=True)

or

customer_schema.context['required_fields'] = True

or

customer_schema.loads(dump_data, required_fields=True)
customer_schema.load(dump_data, required_fields=True)
customer_schema.validate(dump_data, required_fields=True)

Use the field JsonCollection

This field allow the schema to inspect an AnyBlok.fields.Json in an any specific instance to validate the value.

AnyBlok models:

@register(Model)
class Template:
    name = anyblok.column.String(primary_key=True)
    properties = anyblok.column.Json(defaumt={})

@register(Model)
class SaleOrder:
    id = anyblok.column.Integer(primary_key=True)
    number = anyblok.column.Integer(nullable=False)
    discount = anyblok.column.Integer()

AnyBlok / Marchmallow schema:

class SaleOrderSchema(SchemaWrapper):
    model = 'Model.SaleOrder'

    class Schema:
        discount = JsonCollection(
            fieldname='properties',
            keys=['allowed_discount'],
            cls_or_instance_type=marshmallow.fields.Integer(required=True)
        )

Use:

goodcustomer = registry.Template.insert(
    name='Good customer',
    properties={'allowed_discount': [10, 15, 30]
)
customer = registry.Template.insert(
    name='Customer',
    properties={'allowed_discount': [0, 5, 10]
)
badcustomer = registry.Template.insert(
    name='Bad customer',
    properties={'allowed_discount': [0]
)

schema = SaleOrderSchema(registry=registry)

--------------------------

data = schema.load(
    {
        number='SO0001',
        discount=10,
    },
    instances={'default': goodcustomer}
)

--------------------------

data = schema.load(
    {
        number='SO0001',
        discount=10,
    },
    instances={'default': customer}
)
==> error = {}

--------------------------

data = schema.load(
    {
        number='SO0001',
        discount=10,
    },
    instances={'default': badcustomer}
)
==> error = {'discount': ['Not a valid choice']}

CHANGELOG

2.2.1 (2018-10-26)

  • Fixed du of Marshmallow 3.0.0b19 release

2.2.0 (2018-10-17)

  • Fixed the convertion of type between AnyBlok.Column and marshmallow.Field

2.1.0 (2018-09-26)

  • Fixed the compatibility with Marshmallow > 3.0.0b8

  • Removed ModelSchema class

  • Added SchemaWrapper, this is the best way to defined a generated schema with the marshmallow_sqlalchemy library

2.0.1 (2018-06-07)

  • Fix required_field put allow_none to False

2.0.0 (2018-05-30)

  • Add JsonCollection field, Allow to add a check in function of an collection stored in a AnyBlok.fields.Json

  • Add Text field, to represent an anyblok.column.Text

  • Migration of the code and unit test to marshmallow 3.0.0

  • Add Email matching for anyblok.column.Email

  • Add URL matching for anyblok.column.URL

  • Add PhoneNumber matching for anyblok.column.PhoneNumber

  • Add Country matching for anyblok.column.Country

  • Add required_fields option

  • Add InstanceField

1.4.0 (2018-04-07)

  • Replace post_load_return_instance method by PostLoadSchema class

  • In the case of the field Selection, the validator OneOf is applied with the available values come from the AnyBlok columns

  • Replace marshmallow_sqlalchemy.fields.Related by anyblok_marshmallow.fields.Nested. The goal is to improve the consistent between all field in the schema

1.3.0 (2017-12-23)

  • [ADD] unittest on some case

  • [FIX] AnyBlok field.Function is return as MarshMallow fields.Raw

  • [ADD] fields.File, type to encode and decode to/from base 64

1.2.0 (2017-11-30)

  • [REF] decrease complexity

  • [IMP] Add validates_schema on ModelSchema to automaticly check if the field exist on the model

1.1.0 (2017-11-02)

  • Add option put only the primary keys

  • Fix the Front page

  • REF model option, can be given by another way than Meta

  • Put RegistryNotFound in exceptions

  • Add Nested field, this field is not and have not to be cached

1.0.2 (2017-10-25)

  • Fix pypi documentation

1.0.0 (2017-10-24)

  • Add marshmallow schema for AnyBlok for:

    • Serialization

    • Deserialization

    • Validation

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