To go to bed or go to sleep. It's an informal way of saying you're ready to retire for the night.
This American phrase dates to the early 1900s and comes from the time when mattresses were often just sacks filled with straw, hay, or other materials. 'Hitting the sack' literally meant getting into bed by plopping down on these simple, sack-like mattresses.
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