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https://github.com/utilmeta/utype
Declare & parse types / dataclasses / functions based on Python type annotations
https://github.com/utilmeta/utype
python python-typing type-hints
Last synced: about 2 months ago
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Declare & parse types / dataclasses / functions based on Python type annotations
- Host: GitHub
- URL: https://github.com/utilmeta/utype
- Owner: utilmeta
- License: other
- Created: 2022-11-29T16:32:27.000Z (about 2 years ago)
- Default Branch: main
- Last Pushed: 2024-04-24T14:42:56.000Z (8 months ago)
- Last Synced: 2024-04-24T17:51:36.495Z (8 months ago)
- Topics: python, python-typing, type-hints
- Language: Python
- Homepage: https://utype.io
- Size: 1.63 MB
- Stars: 22
- Watchers: 2
- Forks: 3
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# uType
[](https://pypi.org/project/utype/)
[](https://pypi.org/project/utype/)
[](https://github.com/utilmeta/utype/blob/main/LICENSE)
[](https://github.com/utilmeta/utype/actions?query=branch%3Amain+)
[](https://app.codecov.io/github/utilmeta/utype)
[](https://github.com/psf/black)
[](https://pepy.tech/project/utype)
utype is a data types declaration & parsing library based on Python type annotations,
enforce types and constraints for classes and functions at runtime
* Documentation: [https://utype.io](https://utype.io)
* 中文文档: [https://utype.io/zh](https://utype.io/zh)
* Source Code: [https://github.com/utilmeta/utype](https://github.com/utilmeta/utype)
* Author: [@voidZXL](https://github.com/voidZXL)
* License: Apache 2.0
### Core Features
* Enforce types, data classes, function params and result parsing at runtime based on Python type annotation
* Support a variety of constraints, logical operators and flexible parsing options
* Highly extensible, all type transformer can be register, extend and override
### Installation
```shell
pip install -U utype
```
> utype requires Python >= 3.7
### Usage Example
### Types and constraints
The utype support to add constraints on types, such as
```Python
from utype import Rule, exc
class PositiveInt(int, Rule):
gt = 0
assert PositiveInt(b'3') == 3
try:
PositiveInt(-0.5)
except exc.ParseError as e:
print(e)
"""
Constraint: 0 violated
"""
```
Data that conforms to the type and constraints will complete the conversion, otherwise will throw a parse error indicating what went wrong
### Parsing dataclasses
utype supports the "dataclass" usage that convert a dict or JSON to a class instance, similar to `pydantic` and `attrs`
```python
from utype import Schema, Field, exc
from datetime import datetime
class UserSchema(Schema):
username: str = Field(regex='[0-9a-zA-Z]{3,20}')
signup_time: datetime
# 1. Valid input
data = {'username': 'bob', 'signup_time': '2022-10-11 10:11:12'}
print(UserSchema(**data))
#> UserSchema(username='bob', signup_time=datetime.datetime(2022, 10, 11, 10, 11, 12))
# 2. Invalid input
try:
UserSchema(username='@invalid', signup_time='2022-10-11 10:11:12')
except exc.ParseError as e:
print(e)
"""
parse item: ['username'] failed:
Constraint: : '[0-9a-zA-Z]{3,20}' violated
"""
```
After a simple declaration, you can get
* Automatic `__init__` to take input data, perform validation and attribute assignment
* Providing `__repr__` and `__str__` to get the clearly print output of the instance
* parse and protect attribute assignment and deletion to avoid dirty data
### Parsing functions
utype can also parse function params and result
```python
import utype
from typing import Optional
class PositiveInt(int, utype.Rule):
gt = 0
class ArticleSchema(utype.Schema):
id: Optional[PositiveInt]
title: str = utype.Field(max_length=100)
slug: str = utype.Field(regex=r"[a-z0-9]+(?:-[a-z0-9]+)*")
@utype.parse
def get_article(id: PositiveInt = None, title: str = '') -> ArticleSchema:
return {
'id': id,
'title': title,
'slug': '-'.join([''.join(
filter(str.isalnum, v)) for v in title.split()]).lower()
}
print(get_article('3', title=b'My Awesome Article!'))
#> ArticleSchema(id=3, title='My Awesome Article!', slug='my-awesome-article')
try:
get_article('-1')
except utype.exc.ParseError as e:
print(e)
"""
parse item: ['id'] failed: Constraint: : 0 violated
"""
try:
get_article(title='*' * 101)
except utype.exc.ParseError as e:
print(e)
"""
parse item: [''] failed:
parse item: ['title'] failed:
Constraint: : 100 violated
"""
```
> You can easily get type checking and code completion of IDEs (such as Pycharm, VS Code) during development
utype supports not only normal functions, but also generator functions, asynchronous functions, and asynchronous generator functions with the same usage
```python
import utype
import asyncio
from typing import AsyncGenerator
@utype.parse
async def waiter(rounds: int = utype.Param(gt=0)) -> AsyncGenerator[int, float]:
assert isinstance(rounds, int)
i = rounds
while i:
wait = yield str(i)
if wait:
assert isinstance(wait, float)
print(f'sleep for: {wait} seconds')
await asyncio.sleep(wait)
i -= 1
async def wait():
wait_gen = waiter('2')
async for index in wait_gen:
assert isinstance(index, int)
try:
await wait_gen.asend(b'0.5')
# sleep for: 0.5 seconds
except StopAsyncIteration:
return
if __name__ == '__main__':
asyncio.run(wait())
```
> The `AsyncGenerator` type is used to annotate the return value of the asynchronous generator, which has two parameters: the type of the value output by `yield`, type of the value sent by `asend`
As you can see, the parameters passed to the function and the value received from `yield` were all converted to the expected type as declared
### Logical operation of type
utype supports logical operations on types and data structures using Python-native logical operators
```python
from utype import Schema, Field
from typing import Tuple
class User(Schema):
name: str = Field(max_length=10)
age: int
one_of_user = User ^ Tuple[str, int]
print(one_of_user({'name': 'test', 'age': '1'}))
# > User(name='test', age=1)
print(one_of_user([b'test', '1']))
# > ('test', 1)
```
The example uses the `^` exclusive or symbol to logically combine `User` and `Tuple[str, int]`, and the new logical type gains the ability to convert data to one of those
### Register transformer for type
Type transformation and validation strictness required by each project may be different, so in utype, all types support registraton, extension and override, such as
```python
from utype import Rule, Schema, register_transformer
from typing import Type
class Slug(str, Rule):
regex = r"[a-z0-9]+(?:-[a-z0-9]+)*"
@register_transformer(Slug)
def to_slug(transformer, value, t: Type[Slug]):
str_value = transformer(value, str)
return t('-'.join([''.join(
filter(str.isalnum, v)) for v in str_value.split()]).lower())
class ArticleSchema(Schema):
slug: Slug
print(dict(ArticleSchema(slug=b'My Awesome Article!')))
# > {'slug': 'my-awesome-article'}
```
You can register transformers not only for custom types, but also for basic types (such as `str`, `int`, etc.) Or types in the standard library (such as `datetime`, `Enum`, etc.) To customize the conversion behavior
## RoadMap and Contribution
utype is still growing, and the following features are planned for implementation in the new version
* Improve the handling mechanism of parsing errors, including error handling hook functions, etc.
* Support the declaration and parse command line parameters
* Support for Python generics, type variables, and more type annotation syntax
* Develop Pycharm/VS Code plugin that supports IDE detection and hints for constraints, logical types, and nested types
You are also welcome to contribute features or submit issues.
## Applications
### UtilMeta Python Framework
UtilMeta Python Framework is a progressive meta-framework for backend applications, which efficiently builds declarative APIs based on the Python type annotation standard, and supports the integration of mainstream Python frameworks as runtime backend
* Homepage: [https://utilmeta.com/py](https://utilmeta.com/py)
* Source Code: [https://github.com/utilmeta/utilmeta-py](https://github.com/utilmeta/utilmeta-py)
## Community
utype is a project of [UtilMeta](https://utilmeta.com), so you can join the community in
* [Discord](https://discord.gg/JdmEkFS6dS)
* [X(Twitter)](https://twitter.com/utilmeta)
* [Reddit](https://www.reddit.com/r/utilmeta)
* [中文讨论区](https://lnzhou.com/channels/utilmeta/community)