How can we avoid lag on minecraft SINGLEPLAYER?

When I play minecraft singleplayer, at first, everything is okay but after a bit it starts lagging then thr game crashes. Can you please help? Is there something wrong with my game? Can i do something to fix it? Thanks!

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