* <a href="https://alternativeto.net/software/fastapi/about/" class="external-link" target="_blank">Vote for **FastAPI** in AlternativeTo</a>.
* <a href="https://stackshare.io/pypi-fastapi" class="external-link" target="_blank">Say you use **FastAPI** on StackShare</a>.

## Help others with questions in GitHub

You can try and help others with their questions in:

</a>
<a href="https://codecov.io/gh/fastapi/fastapi" target="_blank">
    <img src="https://img.shields.io/codecov/c/github/fastapi/fastapi" alt="Coverage">
</a>
<a href="https://pypi.org/project/fastapi" target="_blank">
    <img src="https://badge.fury.io/py/fastapi.svg" alt="Package version">
</a>
</p>

---

</a>
<a href="https://codecov.io/gh/fastapi/fastapi" target="_blank">
    <img src="https://img.shields.io/codecov/c/github/fastapi/fastapi" alt="Coverage">
</a>
<a href="https://pypi.org/project/fastapi" target="_blank">
    <img src="https://badge.fury.io/py/fastapi.svg" alt="Package version">
</a>
</p>

---

### Internal

* ⬆ Bump pypa/gh-action-pypi-publish from 1.8.14 to 1.9.0. PR [#11727](https://github.com/fastapi/fastapi/pull/11727) by [@dependabot[bot]](https://github.com/apps/dependabot).
* 🔧 Add changelog URL to `pyproject.toml`, shows in PyPI. PR [#11152](https://github.com/fastapi/fastapi/pull/11152) by [@Pierre-VF](https://github.com/Pierre-VF).

```

### Step 3: Test on MQTT

The python program below waits on mqtt topic `/minio` and prints event notifications on the console. We use [paho-mqtt](https://pypi.python.org/pypi/paho-mqtt/) library to do this.

```py
#!/usr/bin/env python3
from __future__ import print_function
import paho.mqtt.client as mqtt

# This is the Subscriber

### Known Caveats

*  Full aarch64 Linux and Arm64 macOS wheels are now published to the
  `tensorflow` pypi repository and no longer redirect to a separate package.

### Major Features and Improvements

*  Support for Python 3.12 has been added.
*  [tensorflow-tpu](https://pypi.org/project/tensorflow-tpu/) package is now
   available for easier TPU based installs.