And these same full-stack generators were the base of the [**FastAPI** Project Generators](project-generation.md){.internal-link target=_blank}.

!!! info
    Flask-apispec was created by the same Marshmallow developers.

!!! check "Inspired **FastAPI** to"

    "jinja2 >=2.11.2",
    # For forms and file uploads
    "python-multipart >=0.0.7",
    # For Starlette's SessionMiddleware, not commonly used with FastAPI
    "itsdangerous >=1.1.0",
    # For Starlette's schema generation, would not be used with FastAPI
    "pyyaml >=5.3.1",
    # For UJSONResponse
    "ujson >=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0",
    # For ORJSONResponse
    "orjson >=3.2.1",

* Add a **JSON Schema** for the response, in the OpenAPI *path operation*.
    * This will be used by the **automatic docs**.
    * It will also be used by automatic client code generation tools.

But most importantly:

* It will **limit and filter** the output data to what is defined in the return type.
    * This is particularly important for **security**, we'll see more of that below.

		Use:   "workload",
		Short: "Commands to assist in configuring and deploying workloads running on VMs and other non-Kubernetes environments",
		Example: `  # workload group yaml generation
  istioctl x workload group create

  # workload entry configuration generation
  istioctl x workload entry configure`,
	}
	workloadCmd.AddCommand(groupCommand(ctx))
	workloadCmd.AddCommand(entryCommand(ctx))
	return workloadCmd
}

        remoteRepositories.add(remoteRepository());

        return remoteRepositories;
    }

    // ----------------------------------------------------------------------
    // Test artifact generation for unit tests
    // ----------------------------------------------------------------------

    protected Artifact createLocalArtifact(String artifactId, String version) throws Exception {

  - reference/encoders.md
  - reference/staticfiles.md
  - reference/templating.md
  - reference/testclient.md
- fastapi-people.md
- Resources:
  - resources/index.md
  - project-generation.md
  - external-links.md
  - newsletter.md
- About:
  - about/index.md
  - alternatives.md
  - history-design-future.md
  - benchmarks.md
- Help:
  - help/index.md
  - help-fastapi.md

* Designed around these standards, after a meticulous study. Instead of an afterthought layer on top.
* This also allows using automatic **client code generation** in many languages.

### Automatic docs

Interactive API documentation and exploration web user interfaces. As the framework is based on OpenAPI, there are multiple options, 2 included by default.

<a href="https://bump.sh/fastapi?utm_source=fastapi&utm_medium=referral&utm_campaign=sponsor" target="_blank" title="Automate FastAPI documentation generation with Bump.sh"><img src="https://fastapi.tiangolo.com/img/sponsors/bump-sh.svg"></a>
<a href="https://reflex.dev" target="_blank" title="Reflex"><img src="https://fastapi.tiangolo.com/img/sponsors/reflex.png"></a>

                // generated, which requires a container source to be provided. Without a facade class, function IR symbols will have
                // an `IrExternalPackageFragment` parent, which trips up code generation during IR lowering.
                val psiSourceFile =
                    descriptor.toSourceElement.containingFile as? PsiSourceFile ?: return super.getContainerSource(descriptor)

    from pydantic import PydanticSchemaGenerationError as PydanticSchemaGenerationError
    from pydantic import TypeAdapter
    from pydantic import ValidationError as ValidationError
    from pydantic._internal._schema_generation_shared import (  # type: ignore[attr-defined]
        GetJsonSchemaHandler as GetJsonSchemaHandler,
    )
    from pydantic._internal._typing_extra import eval_type_lenient