Deleting iCloud downloads on my computer

I have a folder on my computer tat has this path: Libraries>Pictures>iCloud Photos>Downloads. If I delete the photos in that folder (I need to get more space on my harddrive), will that delete them in my iCloud photos too? Or am I safe to delete them since I do not need them now.