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Using Plugins
=============
What is an apispec "plugin"?
----------------------------
An apispec *plugin* is an object that provides helper methods for generating OpenAPI entities from objects in your application.
A plugin may modify the behavior of `APISpec <apispec.APISpec>` methods so that they can take your application's objects as input.
Enabling Plugins
----------------
To enable a plugin, pass an instance to the constructor of `APISpec <apispec.APISpec>`.
.. code-block:: python
:emphasize-lines: 9
from apispec import APISpec
from apispec.ext.marshmallow import MarshmallowPlugin
spec = APISpec(
title="Gisty",
version="1.0.0",
openapi_version="3.0.2",
info=dict(description="A minimal gist API"),
plugins=[MarshmallowPlugin()],
)
Example: Flask and Marshmallow Plugins
--------------------------------------
The bundled marshmallow plugin (`apispec.ext.marshmallow.MarshmallowPlugin`)
provides helpers for generating OpenAPI schema and parameter objects from `marshmallow <https://marshmallow.readthedocs.io/en/latest/>`_ schemas and fields.
The `apispec-webframeworks <https://github.com/marshmallow-code/apispec-webframeworks>`_
package includes a Flask plugin with helpers for generating path objects from view functions.
Let's recreate the spec from the :doc:`Quickstart guide <quickstart>` using these two plugins.
First, ensure that ``apispec-webframeworks`` is installed: ::
$ pip install apispec-webframeworks
Also, ensure that a compatible ``marshmallow`` version is used: ::
$ pip install -U apispec[marshmallow]
We can now use the marshmallow and Flask plugins.
.. code-block:: python
from apispec import APISpec
from apispec.ext.marshmallow import MarshmallowPlugin
from apispec_webframeworks.flask import FlaskPlugin
spec = APISpec(
title="Gisty",
version="1.0.0",
openapi_version="3.0.2",
info=dict(description="A minimal gist API"),
plugins=[FlaskPlugin(), MarshmallowPlugin()],
)
Our application will have a marshmallow `Schema <marshmallow.Schema>` for gists.
.. code-block:: python
from marshmallow import Schema, fields
class GistParameter(Schema):
gist_id = fields.Int()
class GistSchema(Schema):
id = fields.Int()
content = fields.Str()
The marshmallow plugin allows us to pass this `Schema` to
`spec.components.schema <apispec.core.Components.schema>`.
.. code-block:: python
spec.components.schema("Gist", schema=GistSchema)
The schema is now added to the spec.
.. code-block:: python
from pprint import pprint
pprint(spec.to_dict())
# {'components': {'parameters': {}, 'responses': {}, 'schemas': {}},
# 'info': {'description': 'A minimal gist API',
# 'title': 'Gisty',
# 'version': '1.0.0'},
# 'openapi': '3.0.2',
# 'paths': {},
# 'tags': []}
Our application will have a Flask route for the gist detail endpoint.
We'll add some YAML in the docstring to add response information.
.. code-block:: python
from flask import Flask
app = Flask(__name__)
# NOTE: Plugins may inspect docstrings to gather more information for the spec
@app.route("/gists/<gist_id>")
def gist_detail(gist_id):
"""Gist detail view.
---
get:
parameters:
- in: path
schema: GistParameter
responses:
200:
content:
application/json:
schema: GistSchema
"""
return "details about gist {}".format(gist_id)
The Flask plugin allows us to pass this view to `spec.path <apispec.APISpec.path>`.
.. code-block:: python
# Since path inspects the view and its route,
# we need to be in a Flask request context
with app.test_request_context():
spec.path(view=gist_detail)
Our OpenAPI spec now looks like this:
.. code-block:: python
pprint(spec.to_dict())
# {'components': {'parameters': {},
# 'responses': {},
# 'schemas': {'Gist': {'properties': {'content': {'type': 'string'},
# 'id': {'format': 'int32',
# 'type': 'integer'}},
# 'type': 'object'}}},
# 'info': {'description': 'A minimal gist API',
# 'title': 'Gisty',
# 'version': '1.0.0'},
# 'openapi': '3.0.2',
# 'paths': {'/gists/{gist_id}': {'get': {'parameters': [{'in': 'path',
# 'name': 'gist_id',
# 'required': True,
# 'schema': {'format': 'int32',
# 'type': 'integer'}}],
# 'responses': {200: {'content': {'application/json': {'schema': {'$ref': '#/components/schemas/Gist'}}}}}}}},
# 'tags': []}
If your API uses `method-based dispatching <http://flask.pocoo.org/docs/0.12/views/#method-based-dispatching>`_, the process is similar. Note that the method no longer needs to be included in the docstring.
.. code-block:: python
from flask.views import MethodView
class GistApi(MethodView):
def get(self):
"""Gist view
---
description: Get a gist
responses:
200:
content:
application/json:
schema: GistSchema
"""
pass
def post(self):
pass
method_view = GistApi.as_view("gist")
app.add_url_rule("/gist", view_func=method_view)
with app.test_request_context():
spec.path(view=method_view)
pprint(dict(spec.to_dict()["paths"]["/gist"]))
# {'get': {'description': 'get a gist',
# 'responses': {200: {'content': {'application/json': {'schema': {'$ref': '#/components/schemas/Gist'}}}}}},
# 'post': {}}
Marshmallow Plugin
------------------
.. _marshmallow_nested_schemas:
Nested Schemas
**************
By default, Marshmallow `Nested` fields are represented by a `JSON Reference object
<https://github.com/OAI/OpenAPI-Specification/blob/master/versions/3.0.2.md#referenceObject>`_.
If the schema has been added to the spec via `spec.components.schema <apispec.core.Components.schema>`,
the user-supplied name will be used in the reference. Otherwise apispec will
add the nested schema to the spec using an automatically resolved name for the
nested schema. The default `resolver <apispec.ext.marshmallow.resolver>`
function will resolve a name based on the schema's class `__name__`, dropping a
trailing "Schema" so that `class PetSchema(Schema)` resolves to "Pet".
To change the behavior of the name resolution simply pass a
function accepting a `Schema` class, `Schema` instance or a string that resolves
to a `Schema` class and returning a string to the plugin's
constructor. To easily work with these argument types the marshmallow plugin provides
`resolve_schema_cls <apispec.ext.marshmallow.common.resolve_schema_cls>`
and `resolve_schema_instance <apispec.ext.marshmallow.common.resolve_schema_instance>`
functions. If the `schema_name_resolver` function returns a value that
evaluates to `False` in a boolean context the nested schema will not be added to
the spec and instead defined in-line.
.. note::
A `schema_name_resolver` function must return a string name when
working with circular-referencing schemas in order to avoid infinite
recursion.
Schema Modifiers
****************
apispec will respect schema modifiers such as ``exclude`` and ``partial`` in the generated schema definition. If a schema is initialized with modifiers, apispec will treat each combination of modifiers as a unique schema definition.
Custom DateTime formats
***********************
apispec supports all four basic formats of `marshmallow.fields.DateTime`: ``"rfc"`` (for RFC822), ``"iso"`` (for ISO8601),
``"timestamp"``, ``"timestamp_ms"`` (for a POSIX timestamp).
If you are using a custom DateTime format you should pass a regex string to the ``pattern`` parameter in your field ``metadata`` so that it is included as documentation.
.. code-block:: python
class SchemaWithCustomDate(Schema):
french_date = ma.DateTime(
format="%d-%m%Y %H:%M:%S",
metadata={"pattern": r"^\d{2}-\d{2}-\d{4} \d{2}:\d{2}:\d{2}$"},
)
Custom Fields
*************
apispec maps standard marshmallow fields to OpenAPI types and formats. If your
custom field subclasses a standard marshmallow `Field` class then it will
inherit the default mapping. If you want to override the OpenAPI type and format
for custom fields, use the
`map_to_openapi_type <apispec.ext.marshmallow.MarshmallowPlugin.map_to_openapi_type>`
method. It can be invoked with either a pair of strings providing the
OpenAPI type and format, or a marshmallow `Field` that has the desired target mapping.
.. code-block:: python
from apispec import APISpec
from apispec.ext.marshmallow import MarshmallowPlugin
from marshmallow.fields import Integer, Field
ma_plugin = MarshmallowPlugin()
spec = APISpec(
title="Demo", version="0.1", openapi_version="3.0.0", plugins=(ma_plugin,)
)
# Inherits Integer mapping of ('integer', None)
class CustomInteger(Integer):
pass
# Override Integer mapping
class Int32(Integer):
pass
ma_plugin.map_to_openapi_type(Int32, "string", "int32")
# Map to ('integer', None) like Integer
class IntegerLike(Field):
pass
ma_plugin.map_to_openapi_type(IntegerLike, Integer)
In situations where greater control of the properties generated for a custom field
is desired, users may add custom logic to the conversion of fields to OpenAPI properties
through the use of the `add_attribute_function
<apispec.ext.marshmallow.field_converter.FieldConverterMixin.add_attribute_function>`
method. Continuing from the example above:
.. code-block:: python
def my_custom_field2properties(self, field, **kwargs):
"""Add an OpenAPI extension flag to MyCustomField instances"""
ret = {}
if isinstance(field, MyCustomField):
if self.openapi_version.major > 2:
ret["x-customString"] = True
return ret
ma_plugin.converter.add_attribute_function(my_custom_field2properties)
The function passed to `add_attribute_function` will be bound to the converter.
It must accept the converter instance as first positional argument.
In some rare cases, typically with container fields such as fields derived from
:class:`List <marshmallow.fields.List>`, documenting the parameters using this
field require some more customization.
This can be achieved using the `add_parameter_attribute_function
<apispec.ext.marshmallow.openapi.OpenAPIConverter.add_parameter_attribute_function>`
method.
For instance, when documenting webargs's
:class:`DelimitedList <webargs.fields.DelimitedList>` field, one may register
this function:
.. code-block:: python
def delimited_list2param(self, field, **kwargs):
ret: dict = {}
if isinstance(field, DelimitedList):
if self.openapi_version.major < 3:
ret["collectionFormat"] = "csv"
else:
ret["explode"] = False
ret["style"] = "form"
return ret
ma_plugin.converter.add_parameter_attribute_function(delimited_list2param)
Enum Fields
***********
When using `marshmallow.fields.Enum` fields to (de)serialize `enum.Enum` values, we recommend passing a marshmallow field to ``by_value``.
This ensures the correct ``type`` property is included in the generated OAI spec.
.. code-block:: python
:emphasize-lines: 23,42
from enum import Enum
from apispec import APISpec
from apispec.ext.marshmallow import MarshmallowPlugin
from marshmallow import Schema, fields
spec = APISpec(
title="Gisty",
version="1.0.0",
openapi_version="3.0.2",
info=dict(description="A minimal gist API"),
plugins=[MarshmallowPlugin()],
)
class GistVisibility(Enum):
PRIVATE = "private"
PUBLIC = "public"
class GistSchema(Schema):
id = fields.Int()
visibility = fields.Enum(GistVisibility, by_value=fields.String())
spec.components.schema("Gist", schema=GistSchema)
print(spec.to_yaml())
# info:
# description: A minimal gist API
# title: Gisty
# version: 1.0.0
# paths: {}
# openapi: 3.0.2
# components:
# schemas:
# Gist:
# type: object
# properties:
# id:
# type: integer
# visibility:
# type: string
# enum:
# - private
# - public
Next Steps
----------
You now know how to use plugins. The next section will show you how to write plugins: :doc:`Writing Plugins <writing_plugins>`.
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