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  1. docs/en/docs/benchmarks.md

    * **FastAPI**:
        * The same way that Starlette uses Uvicorn and cannot be faster than it, **FastAPI** uses Starlette, so it cannot be faster than it.
        * FastAPI provides more features on top of Starlette. Features that you almost always need when building APIs, like data validation and serialization. And by using it, you get automatic documentation for free (the automatic documentation doesn't even add overhead to running applications, it is generated on startup).
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  2. docs/en/docs/advanced/testing-database.md

    ```Python hl_lines="19-24  27"
    {!../../../docs_src/sql_databases/sql_app/tests/test_sql_app.py!}
    ```
    
    !!! tip
        The code for `override_get_db()` is almost exactly the same as for `get_db()`, but in `override_get_db()` we use the `TestingSessionLocal` for the testing database instead.
    
    ## Test the app
    
    Then we can just test the app as normally.
    
    ```Python hl_lines="32-47"
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  3. docs/en/docs/how-to/graphql.md

    !!! tip
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  4. docs/en/docs/alternatives.md

    ### <a href="https://github.com/encode/apistar" class="external-link" target="_blank">APIStar</a> (<= 0.5)
    
    Right before deciding to build **FastAPI** I found **APIStar** server. It had almost everything I was looking for and had a great design.
    
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  5. docs/en/docs/tutorial/security/oauth2-jwt.md

    ## Recap
    
    With what you have seen up to now, you can set up a secure **FastAPI** application using standards like OAuth2 and JWT.
    
    In almost any framework handling the security becomes a rather complex subject quite quickly.
    
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  6. docs/en/docs/deployment/concepts.md

    Similar to making sure your application is run on startup, you probably also want to make sure it is **restarted** after failures.
    
    ### We Make Mistakes
    
    We, as humans, make **mistakes**, all the time. Software almost *always* has **bugs** hidden in different places. 🐛
    
    And we as developers keep improving the code as we find those bugs and as we implement new features (possibly adding new bugs too 😅).
    
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  7. docs/en/docs/python-types.md

    By doing that, your editor can provide support even while processing items from the list:
    
    <img src="/img/python-types/image05.png">
    
    Without types, that's almost impossible to achieve.
    
    Notice that the variable `item` is one of the elements in the list `items`.
    
    And still, the editor knows it is a `str`, and provides support for that.
    
    #### Tuple and Set
    
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  8. docs/en/docs/tutorial/response-status-code.md

        * An example is `404`, for a "Not Found" response.
        * For generic errors from the client, you can just use `400`.
    * `500` and above are for server errors. You almost never use them directly. When something goes wrong at some part in your application code, or server, it will automatically return one of these status codes.
    
    !!! tip
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  9. docs/en/docs/help-fastapi.md

    On the other side, there are thousands of users in the chat systems, so there's a high chance you'll find someone to talk to there, almost all the time. 😄
    
    ## Sponsor the author
    
    You can also financially support the author (me) through <a href="https://github.com/sponsors/tiangolo" class="external-link" target="_blank">GitHub sponsors</a>.
    
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  10. docs/en/docs/tutorial/security/simple-oauth2.md

        This is something that you have to do yourself in your code, and make sure you use those JSON keys.
    
        It's almost the only thing that you have to remember to do correctly yourself, to be compliant with the specifications.
    
        For the rest, **FastAPI** handles it for you.
    
    ## Update the dependencies
    
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