You will lose all your data if you delete or reinstall the app. Or drop a dumbell on your phone.
For this reason (and many others), you should create a free account in the app so your data can sync over to gymhero.me. That way you have a backup and multi device sync for everything except your progress pictures.
More information here: How do I transfer my data from the free to the pro app?