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You can install Google Drive Desktop and sync them to your computer all at once.

Could you use the Google Drive program and then sync that folder to your local machine?

There is no client.

The lack of a Linux client really really pisses me off.

I can right click my Google Photos folder and download the whole thing as a zip, just tested it and it works fine.

You can use google takeout to download a zip archive of literally all your photos.