FastAPI framework, high performance, easy to learn, fast to code, ready for production

--- **Documentation**: [https://fastapi.tiangolo.com](https://fastapi.tiangolo.com) **Source Code**: [https://github.com/fastapi/fastapi](https://github.com/fastapi/fastapi) --- FastAPI is a modern, fast (high-performance), web framework for building APIs with Python based on standard Python type hints. The key features are: * **Fast**: Very high performance, on par with **NodeJS** and **Go** (thanks to Starlette and Pydantic). [One of the fastest Python frameworks available](#performance). * **Fast to code**: Increase the speed to develop features by about 200% to 300%. * * **Fewer bugs**: Reduce about 40% of human (developer) induced errors. * * **Intuitive**: Great editor support. Completion everywhere. Less time debugging. * **Easy**: Designed to be easy to use and learn. Less time reading docs. * **Short**: Minimize code duplication. Multiple features from each parameter declaration. Fewer bugs. * **Robust**: Get production-ready code. With automatic interactive documentation. * **Standards-based**: Based on (and fully compatible with) the open standards for APIs: [OpenAPI](https://github.com/OAI/OpenAPI-Specification) (previously known as Swagger) and [JSON Schema](https://json-schema.org/). * estimation based on tests conducted by an internal development team, building production applications. ## Sponsors ### Keystone Sponsor

### Gold Sponsors

### Silver Sponsors

[Other sponsors](https://fastapi.tiangolo.com/fastapi-people/#sponsors) ## Opinions

"_[...] I'm using **FastAPI** a ton these days. [...] I'm actually planning to use it for all of my team's **ML services at Microsoft**. Some of them are getting integrated into the core **Windows** product and some **Office** products._"

Kabir Khan - Microsoft (ref)

--- "_We adopted the **FastAPI** library to spawn a **REST** server that can be queried to obtain **predictions**. [for Ludwig]_"

Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - Uber (ref)

--- "_**Netflix** is pleased to announce the open-source release of our **crisis management** orchestration framework: **Dispatch**! [built with **FastAPI**]_"

Kevin Glisson, Marc Vilanova, Forest Monsen - Netflix (ref)

--- "_If anyone is looking to build a production Python API, I would highly recommend **FastAPI**. It is **beautifully designed**, **simple to use** and **highly scalable**, it has become a **key component** in our API first development strategy and is driving many automations and services such as our Virtual TAC Engineer._"

Deon Pillsbury - Cisco (ref)

---

## FastAPI Conf [**FastAPI Conf '26**](https://fastapiconf.com) is happening on **October 28, 2026** in **Amsterdam, NL**. All about FastAPI, right from the source. 🎤 ## FastAPI mini documentary There's a [FastAPI mini documentary](https://www.youtube.com/watch?v=mpR8ngthqiE) released at the end of 2025, you can watch it online: ## **Typer**, the FastAPI of CLIs

If you are building a CLI app to be used in the terminal instead of a web API, check out [**Typer**](https://typer.tiangolo.com/). **Typer** is FastAPI's little sibling. And it's intended to be the **FastAPI of CLIs**. ⌨️ 🚀 ## Requirements FastAPI stands on the shoulders of giants: * [Starlette](https://www.starlette.dev/) for the web parts. * [Pydantic](https://docs.pydantic.dev/) for the data parts. ## Installation Create and activate a [virtual environment](https://fastapi.tiangolo.com/virtual-environments/) and then install FastAPI:

```console $ pip install "fastapi[standard]" ---> 100% ```

**Note**: Make sure you put `"fastapi[standard]"` in quotes to ensure it works in all terminals. ## Example ### Create it Create a file `main.py` with: ```Python from fastapi import FastAPI app = FastAPI() @app.get("/") def read_root(): return {"Hello": "World"} @app.get("/items/{item_id}") def read_item(item_id: int, q: str | None = None): return {"item_id": item_id, "q": q} ```

Or use async def...

If your code uses `async` / `await`, use `async def`: ```Python hl_lines="7 12" from fastapi import FastAPI app = FastAPI() @app.get("/") async def read_root(): return {"Hello": "World"} @app.get("/items/{item_id}") async def read_item(item_id: int, q: str | None = None): return {"item_id": item_id, "q": q} ``` **Note**: If you don't know, check the _"In a hurry?"_ section about [`async` and `await` in the docs](https://fastapi.tiangolo.com/async/#in-a-hurry).

### Run it Run the server with:

```console $ fastapi dev ╭────────── FastAPI CLI - Development mode ───────────╮ │ │ │ Serving at: http://127.0.0.1:8000 │ │ │ │ API docs: http://127.0.0.1:8000/docs │ │ │ │ Running in development mode, for production use: │ │ │ │ fastapi run │ │ │ ╰─────────────────────────────────────────────────────╯ INFO: Will watch for changes in these directories: ['/home/user/code/awesomeapp'] INFO: Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit) INFO: Started reloader process [2248755] using WatchFiles INFO: Started server process [2248757] INFO: Waiting for application startup. INFO: Application startup complete. ```

About the command fastapi dev...

The command `fastapi dev` reads your `main.py` file automatically, detects the **FastAPI** app in it, and starts a server using [Uvicorn](https://www.uvicorn.dev). By default, `fastapi dev` will start with auto-reload enabled for local development. You can read more about it in the [FastAPI CLI docs](https://fastapi.tiangolo.com/fastapi-cli/).

### Check it Open your browser at [http://127.0.0.1:8000/items/5?q=somequery](http://127.0.0.1:8000/items/5?q=somequery). You will see the JSON response as: ```JSON {"item_id": 5, "q": "somequery"} ``` You already created an API that: * Receives HTTP requests in the _paths_ `/` and `/items/{item_id}`. * Both _paths_ take `GET` operations (also known as HTTP _methods_). * The _path_ `/items/{item_id}` has a _path parameter_ `item_id` that should be an `int`. * The _path_ `/items/{item_id}` has an optional `str` _query parameter_ `q`. ### Interactive API docs Now go to [http://127.0.0.1:8000/docs](http://127.0.0.1:8000/docs). You will see the automatic interactive API documentation (provided by [Swagger UI](https://github.com/swagger-api/swagger-ui)): ![Swagger UI](https://fastapi.tiangolo.com/img/index/index-01-swagger-ui-simple.png) ### Alternative API docs And now, go to [http://127.0.0.1:8000/redoc](http://127.0.0.1:8000/redoc). You will see the alternative automatic documentation (provided by [ReDoc](https://github.com/Rebilly/ReDoc)): ![ReDoc](https://fastapi.tiangolo.com/img/index/index-02-redoc-simple.png) ## Example upgrade Now modify the file `main.py` to receive a body from a `PUT` request. Declare the body using standard Python types, thanks to Pydantic. ```Python hl_lines="2 7-10 23-25" from fastapi import FastAPI from pydantic import BaseModel app = FastAPI() class Item(BaseModel): name: str price: float is_offer: bool | None = None @app.get("/") def read_root(): return {"Hello": "World"} @app.get("/items/{item_id}") def read_item(item_id: int, q: str | None = None): return {"item_id": item_id, "q": q} @app.put("/items/{item_id}") def update_item(item_id: int, item: Item): return {"item_name": item.name, "item_id": item_id} ``` The `fastapi dev` server should reload automatically. ### Interactive API docs upgrade Now go to [http://127.0.0.1:8000/docs](http://127.0.0.1:8000/docs). * The interactive API documentation will be automatically updated, including the new body: ![Swagger UI](https://fastapi.tiangolo.com/img/index/index-03-swagger-02.png) * Click on the button "Try it out", it allows you to fill the parameters and directly interact with the API: ![Swagger UI interaction](https://fastapi.tiangolo.com/img/index/index-04-swagger-03.png) * Then click on the "Execute" button, the user interface will communicate with your API, send the parameters, get the results and show them on the screen: ![Swagger UI interaction](https://fastapi.tiangolo.com/img/index/index-05-swagger-04.png) ### Alternative API docs upgrade And now, go to [http://127.0.0.1:8000/redoc](http://127.0.0.1:8000/redoc). * The alternative documentation will also reflect the new query parameter and body: ![ReDoc](https://fastapi.tiangolo.com/img/index/index-06-redoc-02.png) ### Recap In summary, you declare **once** the types of parameters, body, etc. as function parameters. You do that with standard modern Python types. You don't have to learn a new syntax, the methods or classes of a specific library, etc. Just standard **Python**. For example, for an `int`: ```Python item_id: int ``` or for a more complex `Item` model: ```Python item: Item ``` ...and with that single declaration you get: * Editor support, including: * Completion. * Type checks. * Validation of data: * Automatic and clear errors when the data is invalid. * Validation even for deeply nested JSON objects. * Conversion of input data: coming from the network to Python data and types. Reading from: * JSON. * Path parameters. * Query parameters. * Cookies. * Headers. * Forms. * Files. * Conversion of output data: converting from Python data and types to network data (as JSON): * Convert Python types (`str`, `int`, `float`, `bool`, `list`, etc). * `datetime` objects. * `UUID` objects. * Database models. * ...and many more. * Automatic interactive API documentation, including 2 alternative user interfaces: * Swagger UI. * ReDoc. --- Coming back to the previous code example, **FastAPI** will: * Validate that there is an `item_id` in the path for `GET` and `PUT` requests. * Validate that the `item_id` is of type `int` for `GET` and `PUT` requests. * If it is not, the client will see a useful, clear error. * Check if there is an optional query parameter named `q` (as in `http://127.0.0.1:8000/items/foo?q=somequery`) for `GET` requests. * As the `q` parameter is declared with `= None`, it is optional. * Without the `None` it would be required (as is the body in the case with `PUT`). * For `PUT` requests to `/items/{item_id}`, read the body as JSON: * Check that it has a required attribute `name` that should be a `str`. * Check that it has a required attribute `price` that has to be a `float`. * Check that it has an optional attribute `is_offer`, that should be a `bool`, if present. * All this would also work for deeply nested JSON objects. * Convert from and to JSON automatically. * Document everything with OpenAPI, that can be used by: * Interactive documentation systems. * Automatic client code generation systems, for many languages. * Provide 2 interactive documentation web interfaces directly. --- We just scratched the surface, but you already get the idea of how it all works. Try changing the line with: ```Python return {"item_name": item.name, "item_id": item_id} ``` ...from: ```Python ... "item_name": item.name ... ``` ...to: ```Python ... "item_price": item.price ... ``` ...and see how your editor will auto-complete the attributes and know their types: ![editor support](https://fastapi.tiangolo.com/img/vscode-completion.png) For a more complete example including more features, see the Tutorial - User Guide. **Spoiler alert**: the tutorial - user guide includes: * Declaration of **parameters** from other different places as: **headers**, **cookies**, **form fields** and **files**. * How to set **validation constraints** as `maximum_length` or `regex`. * A very powerful and easy to use **Dependency Injection** system. * Security and authentication, including support for **OAuth2** with **JWT tokens** and **HTTP Basic** auth. * More advanced (but equally easy) techniques for declaring **deeply nested JSON models** (thanks to Pydantic). * **GraphQL** integration with [Strawberry](https://strawberry.rocks) and other libraries. * Many extra features (thanks to Starlette) as: * **WebSockets** * extremely easy tests based on HTTPX and `pytest` * **CORS** * **Cookie Sessions** * ...and more. ### Deploy your app (optional) You can optionally deploy your FastAPI app to [FastAPI Cloud](https://fastapicloud.com), go and join the waiting list if you haven't. 🚀 If you already have a **FastAPI Cloud** account (we invited you from the waiting list 😉), you can deploy your application with one command.

```console $ fastapi deploy Deploying to FastAPI Cloud... ✅ Deployment successful! 🐔 Ready the chicken! Your app is ready at https://myapp.fastapicloud.dev ```

That's it! Now you can access your app at that URL. ✨ #### About FastAPI Cloud **[FastAPI Cloud](https://fastapicloud.com)** is built by the same author and team behind **FastAPI**. It streamlines the process of **building**, **deploying**, and **accessing** an API with minimal effort. It brings the same **developer experience** of building apps with FastAPI to **deploying** them to the cloud. 🎉 FastAPI Cloud is the primary sponsor and funding provider for the *FastAPI and friends* open source projects. ✨ #### Deploy to other cloud providers FastAPI is open source and based on standards. You can deploy FastAPI apps to any cloud provider you choose. Follow your cloud provider's guides to deploy FastAPI apps with them. 🤓 ## Performance Independent TechEmpower benchmarks show **FastAPI** applications running under Uvicorn as [one of the fastest Python frameworks available](https://www.techempower.com/benchmarks/#section=test&runid=7464e520-0dc2-473d-bd34-dbdfd7e85911&hw=ph&test=query&l=zijzen-7), only below Starlette and Uvicorn themselves (used internally by FastAPI). (*) To understand more about it, see the section [Benchmarks](https://fastapi.tiangolo.com/benchmarks/). ## Dependencies FastAPI depends on Pydantic and Starlette. ### `standard` Dependencies When you install FastAPI with `pip install "fastapi[standard]"` it comes with the `standard` group of optional dependencies: Used by Pydantic: * [`email-validator`](https://github.com/JoshData/python-email-validator) - for email validation. Used by Starlette: * [`httpx`](https://www.python-httpx.org) - Required if you want to use the `TestClient`. * [`jinja2`](https://jinja.palletsprojects.com) - Required if you want to use the default template configuration. * [`python-multipart`](https://github.com/Kludex/python-multipart) - Required if you want to support form "parsing", with `request.form()`. Used by FastAPI: * [`uvicorn`](https://www.uvicorn.dev) - for the server that loads and serves your application. This includes `uvicorn[standard]`, which includes some dependencies (e.g. `uvloop`) needed for high performance serving. * `fastapi-cli[standard]` - to provide the `fastapi` command. * This includes `fastapi-cloud-cli`, which allows you to deploy your FastAPI application to [FastAPI Cloud](https://fastapicloud.com). ### Without `standard` Dependencies If you don't want to include the `standard` optional dependencies, you can install with `pip install fastapi` instead of `pip install "fastapi[standard]"`. ### Without `fastapi-cloud-cli` If you want to install FastAPI with the standard dependencies but without the `fastapi-cloud-cli`, you can install with `pip install "fastapi[standard-no-fastapi-cloud-cli]"`. ### Additional Optional Dependencies There are some additional dependencies you might want to install. Additional optional Pydantic dependencies: * [`pydantic-settings`](https://docs.pydantic.dev/latest/usage/pydantic_settings/) - for settings management. * [`pydantic-extra-types`](https://docs.pydantic.dev/latest/usage/types/extra_types/extra_types/) - for extra types to be used with Pydantic. Additional optional FastAPI dependencies: * [`orjson`](https://github.com/ijl/orjson) - Required if you want to use `ORJSONResponse`. * [`ujson`](https://github.com/esnme/ultrajson) - Required if you want to use `UJSONResponse`. ## License This project is licensed under the terms of the MIT license.

Name	Size
..
__init__.py0 B
test_list.py12.2 kB
test_optional_list.py12.9 kB
test_optional_str.py11.8 kB
test_required_str.py11.2 kB
utils.py268 B