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Be/go out like a light
Quick Sleep
Use it when describing someone falling asleep very fast, often from exhaustion. 
Colloquial Speech
It’s a casual expression, more suitable for informal conversations. 
Not Literal
The phrase is figurative, comparing quick sleep to turning off a light. 