Why do mountainers and sea divers carry oxygen cylinders with them while climbing mountains and swimming in the sea?

A climber carries an oxygen cylinder on their back because it helps him/her to breathe easier. On high altitude mountains like Mount Everest the air is so thin it makes it very hard for anyone to breathe without extra oxygen from a cylinder.