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.. autofunction:: schema_components | ||
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.. _inspect-api: | ||
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Inspect | ||
------- | ||
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:caption: Advanced | ||
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extending.rst | ||
inspect.rst | ||
perf-tips.rst | ||
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.. toctree:: | ||
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Inspecting Types | ||
---------------- | ||
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.. currentmodule:: msgspec.inspect | ||
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.. warning:: | ||
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This module is experimental. While we don't expect any breaking changes, we | ||
also don't promise not to break things between releases while this interface | ||
stabilizes. | ||
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``msgspec`` provides type-introspection support, which can be used to build | ||
tooling on top of msgspec-compatible types. Possible use cases include: | ||
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- Generating OpenAPI_ specifications from msgspec-compatible types (note that | ||
the builtin :doc:`jsonschema` support may be a better starting point for | ||
this). | ||
- Generating example instances of types for testing or documentation purposes | ||
- Integration with hypothesis_ for testing | ||
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The main function here is `msgspec.inspect.type_info` for converting a type | ||
annotation into a corresponding `msgspec.inspect.Type` object. There's also | ||
`msgspec.inspect.multi_type_info` which converts an iterable of annotations; | ||
this function is more efficient than calling `type_info` in a loop. | ||
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.. code-block:: python | ||
>>> import msgspec | ||
>>> msgspec.inspect.type_info(bool) | ||
BoolType() | ||
>>> msgspec.inspect.type_info(int) | ||
IntType(gt=None, ge=None, lt=None, le=None, multiple_of=None) | ||
>>> msgspec.inspect.type_info(list[int]) # nested types are traversed | ||
ListType( | ||
item_type=IntType(gt=None, ge=None, lt=None, le=None, multiple_of=None), | ||
min_length=None, | ||
max_length=None | ||
) | ||
>>> msgspec.inspect.multi_type_info([bool, int]) # inspect multiple types | ||
(BoolType(), IntType(gt=None, ge=None, lt=None, le=None, multiple_of=None)) | ||
Types with :doc:`constraints` will include the constraint information as well: | ||
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.. code-block:: python | ||
>>> from typing import Annotated | ||
>>> from msgspec import Meta | ||
>>> PositiveInt = Annotated[int, Meta(gt=0)] | ||
>>> msgspec.inspect.type_info(PositiveInt) | ||
IntType(gt=0, ge=None, lt=None, le=None, multiple_of=None) | ||
Compound types like :doc:`structs` are also supported: | ||
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.. code-block:: python | ||
>>> class User(msgspec.Struct): | ||
... name: str | ||
... groups: list[str] = [] | ||
... email: str | None = None | ||
>>> msgspec.inspect.type_info(User) | ||
StructType( | ||
cls=User, | ||
fields=( | ||
Field( | ||
name='name', | ||
encode_name='name', | ||
type=StrType(min_length=None, max_length=None, pattern=None), | ||
required=True, | ||
default=UNSET, | ||
default_factory=UNSET | ||
), | ||
Field( | ||
name='groups', | ||
encode_name='groups', | ||
type=ListType( | ||
item_type=StrType(min_length=None, max_length=None, pattern=None), | ||
min_length=None, | ||
max_length=None | ||
), | ||
required=False, | ||
default=[], | ||
default_factory=UNSET | ||
), | ||
Field( | ||
name='email', | ||
encode_name='email', | ||
type=UnionType( | ||
types=( | ||
StrType(min_length=None, max_length=None, pattern=None), | ||
NoneType() | ||
) | ||
), | ||
required=False, | ||
default=None, | ||
default_factory=UNSET | ||
) | ||
), | ||
tag_field=None, | ||
tag=None, | ||
array_like=False, | ||
forbid_unknown_fields=False | ||
) | ||
Types with additional metadata like ``extra_json_schema`` or ``title`` will be | ||
wrapped in a `msgspec.inspect.Metadata` object. Note that all JSON schema | ||
specific fields are merged into a single ``extra_json_schema`` dict. | ||
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.. code-block:: python | ||
>>> UnixName = Annotated[ | ||
... str, | ||
... Meta( | ||
... min_length=1, | ||
... max_length=32, | ||
... pattern="^[a-z_][a-z0-9_-]*$", | ||
... description="A valid UNIX username" | ||
... ) | ||
... ] | ||
>>> msgspec.inspect.type_info(UnixName) | ||
Metadata( | ||
type=StrType( | ||
min_length=1, | ||
max_length=32, | ||
pattern='^[a-z_][a-z0-9_-]*$' | ||
), | ||
extra_json_schema={'description': 'A valid UNIX username'} | ||
) | ||
Every type supported by ``msgspec`` has a corresponding `msgspec.inspect.Type` | ||
subclass. See the :ref:`API docs <inspect-api>` for a complete list of types. | ||
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For an example of using these functions, you might find our builtin | ||
:doc:`jsonschema` generator implementation useful - the code for this can be | ||
found `here | ||
<https://github.com/jcrist/msgspec/blob/main/msgspec/_json_schema.py>`__. In | ||
particular, take a look at the large if-else statement in ``_to_schema``. | ||
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.. _OpenAPI: https://www.openapis.org/ | ||
.. _hypothesis: https://hypothesis.readthedocs.io/en/latest/ |
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