* <a href="https://docs.pydantic.dev/" class="external-link" target="_blank">Pydantic</a> for the data parts.

## Installation { #installation }

Create and activate a <a href="https://fastapi.tiangolo.com/virtual-environments/" class="external-link" target="_blank">virtual environment</a> and then install FastAPI:

<div class="termy">

```console
$ pip install "fastapi[standard]"

* <a href="https://docs.pydantic.dev/" class="external-link" target="_blank">Pydantic</a> for the data parts.

## Installation

Create and activate a <a href="https://fastapi.tiangolo.com/virtual-environments/" class="external-link" target="_blank">virtual environment</a> and then install FastAPI:

<div class="termy">

```console
$ pip install "fastapi[standard]"

        allow_module_level=True,
    )

LARGE_ITEMS: list[dict[str, Any]] = [
    {
        "id": i,
        "name": f"item-{i}",
        "values": list(range(25)),
        "meta": {
            "active": True,
            "group": i % 10,
            "tag": f"t{i % 5}",
        },
    }
    for i in range(300)
]

LARGE_METADATA: dict[str, Any] = {
    "source": "benchmark",
    "version": 1,

<div style="text-align: right; margin-right: 10%;">Deon Pillsbury – <strong>Cisco</strong> <a href="https://www.linkedin.com/posts/deonpillsbury_cisco-cx-python-activity-6963242628536487936-trAp/" target="_blank"><small>(Ref.)</small></a></div>

---

## FastAPI Mini-Dokumentarfilm { #fastapi-mini-documentary }