Bring mask & snorkel, fins, and a wetsuit. A 7mm wetsuit with hood is always a safe choice, but from April to October a 5mm is more appropriate, and from July to August you can wear a 1-3mm.
Bring swimmers, towel, sunscreen, water, and closed-toed shoes for the path down to the lake.