Yet another serialization library on top of dataclasses, inspired by serde-rs.
pyserde
Yet another serialization library on top of dataclasses, inspired by serde-rs.
Guideπ¬π§ | γ¬γ€γπ―π΅ | API Reference | Examples
Overview
pyserde is a simple yet powerful serialization library on top of dataclasses. It allows you to convert Python objects to and from JSON, YAML, and other formats easily and efficiently.
Declare your class with @serde decorator and annotate fields using PEP484 as below.
@serde
class Foo:
i: int
s: str
f: float
b: bool
You can serialize Foo object into JSON.
>>> to_json(Foo(i=10, s='foo', f=100.0, b=True))
'{"i":10,"s":"foo","f":100.0,"b":true}'
You can deserialize JSON into Foo object.
>>> from_json(Foo, '{"i": 10, "s": "foo", "f": 100.0, "b": true}') Foo(i=10, s='foo', f=100.0, b=True)
That's it! If you're interested in pyserde, please check our documentation! Happy coding with pyserde! π
Features
- Supported data formats
- Supported types
int, float, str, bool)
- Containers
- list, collections.abc.Sequence, collections.abc.MutableSequence, tuple
- set, collections.abc.Set, collections.abc.MutableSet
- dict, collections.abc.Mapping, collections.abc.MutableMapping
- frozenset, defaultdict, deque, Counter
- typing.Optional
- typing.Union
- User defined class with @dataclass
- typing.NewType for primitive types
- typing.Any
- typing.Literal
- typing.Generic
- typing.ClassVar
- dataclasses.InitVar
- Enum and IntEnum
- Standard library
- pathlib.Path
- decimal.Decimal
- uuid.UUID
- datetime.date, datetime.time, datetime.datetime
- ipaddress
- PyPI library
- numpy types
- SQLAlchemy Declarative Dataclass Mapping (experimental)
- Class Attributes
- Field Attributes
- Decorators
- Type Check
- Union Representation
- Forward reference
- PEP563 Postponed Evaluation of Annotations
- PEP585 Type Hinting Generics In Standard Collections
- PEP604 Allow writing union types as X | Y
- PEP681 Data Class Transform
- PEP695 Type Parameter Syntax
- Case Conversion
- Rename
- Alias
- Skip (de)serialization (skip, skipif, skipiffalse, skipifnone, skipif_default at field or class level)
- Custom field (de)serializer
- Custom class (de)serializer
- Custom global (de)serializer
- Flatten
Extensions
- pyserde-timedelta: (de)serializing datetime.timedelta in ISO 8601 duration format.
Contributors β¨
Thanks goes to these wonderful people:
Made with contrib.rocks.
LICENSE
This project is licensed under the MIT license.