---

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

<div style="text-align: right; margin-right: 10%;">Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - <strong>Uber</strong> <a href="https://eng.uber.com/ludwig-v0-2/" target="_blank"><small>(ref)</small></a></div>

---

---

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

<div style="text-align: right; margin-right: 10%;">Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - <strong>Uber</strong> <a href="https://eng.uber.com/ludwig-v0-2/" target="_blank"><small>(ref)</small></a></div>

---

---

"\_সত্যিই, আপনি যা তৈরি করেছেন তা খুব মজবুত এবং পরিপূর্ন৷ অনেক উপায়ে, আমি যা **Hug** এ করতে চেয়েছিলাম - তা কাউকে তৈরি করতে দেখে আমি সত্যিই অনুপ্রানিত৷\_"

<div style="text-align: right; margin-right: 10%;">টিমোথি ক্রসলে - <strong><a href="https://www.hug.rest/" target="_blank">Hug</a> স্রষ্টা</strong> <a href="https://news.ycombinator.com/item?id=19455465" target="_blank"><small>(ref)</small></a></div>

<div class="termy">

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

---> 100%
```

</div>

...👈 🔌 `uvicorn`, 👈 👆 💪 ⚙️ 💽 👈 🏃 👆 📟.

!!! note
    👆 💪 ❎ ⚫️ 🍕 🍕.

    👉 ⚫️❔ 👆 🔜 🎲 🕐 👆 💚 🛠️ 👆 🈸 🏭:

    ```
    pip install fastapi
    ```

    ❎ `uvicorn` 👷 💽:

    ```
    pip install "uvicorn[standard]"
    ```

     &amp; 🎏 🔠 📦 🔗 👈 👆 💚 ⚙️.

---

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

<div style="text-align: right; margin-right: 10%;">Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - <strong>Uber</strong> <a href="https://eng.uber.com/ludwig-v0-2/" target="_blank"><small>(ref)</small></a></div>

---

---

---

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

<div style="text-align: right; margin-right: 10%;">Piero Molino, Yaroslav Dudin, and Sai Sumanth Miryala - <strong>Uber</strong> <a href="https://eng.uber.com/ludwig-v0-2/" target="_blank"><small>(ref)</small></a></div>

---

---

## **Typer**, فریم‌ورکی معادل FastAPI برای کار با <abbr title="CLI (Command Line Interface)">واسط خط فرمان</abbr>

---

## Install FastAPI

The first step is to install FastAPI.

For the tutorial, you might want to install it with all the optional dependencies and features:

<div class="termy">

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

---> 100%
```

</div>

    Das folgende würden Sie wahrscheinlich tun, wenn Sie Ihre Anwendung in der Produktion einsetzen:

    ```
    pip install fastapi
    ```

    Installieren Sie auch `uvicorn` als Server:

    ```
    pip install "uvicorn[standard]"
    ```

    Das gleiche gilt für jede der optionalen Abhängigkeiten, die Sie verwenden möchten.

## Handbuch für fortgeschrittene Benutzer