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Validation","python","Data Processing","数据验证","Python Libraries","HarmonyOS","Python 程序","Projects with Great Documentation","Learning","\u003ca id=\"tools\"\u003e\u003c/a\u003e🛠️ Tools","Repos","Data Processing \u0026 ETL Agents","🐍 Python","Web Frameworks \u0026 RESTful API","Utilities","🔧 Utilities \u0026 Miscellaneous"],"sub_categories":["Productivity","Data Representation","Windows Manager","网络服务_其他","Repositories","Data Management","NL AI Frameworks","Useful Python Tools for Data Analysis","Data Validation"],"readme":"# Pydantic Validation\n\n[![CI](https://img.shields.io/github/actions/workflow/status/pydantic/pydantic/ci.yml?branch=main\u0026logo=github\u0026label=CI)](https://github.com/pydantic/pydantic/actions?query=event%3Apush+branch%3Amain+workflow%3ACI)\n[![Coverage](https://coverage-badge.samuelcolvin.workers.dev/pydantic/pydantic.svg)](https://coverage-badge.samuelcolvin.workers.dev/redirect/pydantic/pydantic)\n[![pypi](https://img.shields.io/pypi/v/pydantic.svg)](https://pypi.python.org/pypi/pydantic)\n[![CondaForge](https://img.shields.io/conda/v/conda-forge/pydantic.svg)](https://anaconda.org/conda-forge/pydantic)\n[![downloads](https://static.pepy.tech/badge/pydantic/month)](https://pepy.tech/project/pydantic)\n[![versions](https://img.shields.io/pypi/pyversions/pydantic.svg)](https://github.com/pydantic/pydantic)\n[![license](https://img.shields.io/github/license/pydantic/pydantic.svg)](https://github.com/pydantic/pydantic/blob/main/LICENSE)\n[![Pydantic v2](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/pydantic/pydantic/main/docs/badge/v2.json)](https://pydantic.dev/docs/validation/latest/get-started/contributing/#badges)\n[![llms.txt](https://img.shields.io/badge/llms.txt-green)](https://pydantic.dev/docs/validation/latest/llms.txt)\n\nData validation using Python type hints.\n\nFast and extensible, Pydantic plays nicely with your linters/IDE/brain.\nDefine how data should be in pure, canonical Python 3.10+; validate it with Pydantic.\n\n## Pydantic Logfire :fire:\n\nWe've launched Pydantic Logfire to help you monitor your applications.\n[Learn more](https://pydantic.dev/logfire/?utm_source=pydantic_validation)\n\n## Pydantic V1.10 vs. V2\n\nPydantic V2 is a ground-up rewrite that offers many new features, performance improvements, and some breaking changes compared to Pydantic V1.\n\nIf you're using Pydantic V1 you may want to look at the\n[pydantic V1.10 Documentation](https://pydantic.dev/docs/validation/latest/get-started/) or,\n[`1.10.X-fixes` git branch](https://github.com/pydantic/pydantic/tree/1.10.X-fixes). Pydantic V2 also ships with the latest version of Pydantic V1 built in so that you can incrementally upgrade your code base and projects: `from pydantic import v1 as pydantic_v1`.\n\n## Help\n\nSee [documentation](https://pydantic.dev/docs/validation/latest/get-started/) for more details.\n\n## Installation\n\nInstall using `pip install -U pydantic` or `conda install pydantic -c conda-forge`.\nFor more installation options to make Pydantic even faster,\nsee the [Install](https://pydantic.dev/docs/validation/latest/get-started/install/) section in the documentation.\n\n## A Simple Example\n\n```python\nfrom datetime import datetime\nfrom typing import Optional\nfrom pydantic import BaseModel\n\nclass User(BaseModel):\n    id: int\n    name: str = 'John Doe'\n    signup_ts: Optional[datetime] = None\n    friends: list[int] = []\n\nexternal_data = {'id': '123', 'signup_ts': '2017-06-01 12:22', 'friends': [1, '2', b'3']}\nuser = User(**external_data)\nprint(user)\n#\u003e User id=123 name='John Doe' signup_ts=datetime.datetime(2017, 6, 1, 12, 22) friends=[1, 2, 3]\nprint(user.id)\n#\u003e 123\n```\n\n## Contributing\n\nFor guidance on setting up a development environment and how to make a\ncontribution to Pydantic, see\n[Contributing to Pydantic](https://pydantic.dev/docs/validation/latest/get-started/contributing/).\n\n## Reporting a Security Vulnerability\n\nSee our [security policy](https://github.com/pydantic/pydantic/security/policy).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpydantic%2Fpydantic","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpydantic%2Fpydantic","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpydantic%2Fpydantic/lists"}