My iPhone randomly deleted my messages

Restore your iPhone, iPad, or iPod touch from a backup - Apple Support

This assumes you have a backup with your messages. You will lose anything since the time/date of that backup.

No. We can't restore for you.

Do you share your Apple ID?

What is your settings in Messages?