The only ways to know for sure are with some expensive measuring equipment or have someone watch you while you sleep to see if your eyes are moving.
Also from my understanding, if you naturally wake up during the night, it is very likely that you were just in REM sleep as REM is closest to waking state. If you were interrupted and feel grumpy, it was probably deep delta sleep.
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