Why do Elie and and his father leave Buna How did they respond to the circumstances of the forced march?

Elie and his father leave Buna because they believe that they will be exterminated if they stay, as the front is moving toward them. The prisoners leaving the camp are forced to run through the snow by the SS officers. They run for 42 miles before stopping, but those who fell were left behind to freeze to death.