Traveling to Métabief (France) via Geneva Airport in Switzerland

I am a Malaysian.
I will go to Métabief in France in June 2019.

As I am going to land at Geneva airport in Switzerland, I wonder if I need a visa in Switzerland and if I have to cross the border.