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The modern declarative data flow pipeline and data graph framework for the AI empowered generation.
JSONClasses is a declarative data flow pipeline and data graph framework.
Official Website: https://www.jsonclasses.com
Official Documentation: https://docs.jsonclasses.com
Features | |
---|---|
๐ | Data Modeling Declarative data model with Python type hints |
๐ธ | Data Sanitization Two strictness modes |
๐ฉบ | Data Validation Descriptive data validation rules without even a line of code |
๐งฌ | Data Transformation Intuitive with modifier pipelines |
๐ฆ | Data Presentation Custom key encoding & decoding strategies |
๐ | Data Graphing Models are linked with each other on the same graph |
๐โโ๏ธ | Data Querying Well-designed protocols and implementations for databases |
๐ | Synthesized CRUD Only with a line of code |
๐ฎโโ๏ธ | Session & Authorization Builtin support for session and authorization |
๐ | Permission System Supports both object level and field level |
๐ | File Uploading A configuration is enough for file uploading |
๐ฆ | Data Seeder Declarative named graph relationship |
Python >= 3.10 is required. You can download it here.
Install JSONClasses is simple with pip
.
pip install jsonclasses
Depends on your need, you can install ORM integration and HTTP library integration with the following commands.
pip install jsonclasses-pymongo jsonclasses-server
Let's say, you are building the base user functionality for a cross-platform dating app.
The product requirements are:
Let's transform the requirements into code.
from jsonclasses import jsonclass, types
from jsonclasses_pymongo import pymongo
from jsonclasses_server import api
@api
@pymongo
@jsonclass
class User:
id: str = types.readonly.str.primary.mongoid.required
phone_no: str = types.str.unique.index.match(local_phone_no_regex).required #1
email: str = types.str.match(email_regex)
password: str = types.str.writeonly.length(8, 16).match(secure_password_regex).transform(salt).required #2
nickname: str = types.str.required
gender: str = types.str.writeonce.oneof(['male', 'female']) #3
age: int = types.int.min(18).max(100) #4
intro: str = types.str.truncate(500) #5
created_at: datetime = types.readonly.datetime.tscreated.required
updated_at: datetime = types.readonly.datetime.tsupdated.required
JSON Classes Pymongo The mongodb integration through pymongo driver.
JSON Classes Server The server integration.
Any questions or good ideas, please feel free to come to our Discussion. Any feedback would be greatly appreciated!
FAQs
The modern declarative data flow pipeline and data graph framework for the AI empowered generation.
We found that jsonclasses demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago.ย It has 1 open source maintainer collaborating on the project.
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