I watched it for two days, and voila - caught it wide open!
According to Wikipedia, Epiphyllum oxypetalum (Dutchman's Pipe) is a species of cactus and one of the most cultivated species in the genus. It is also referred to as Night blooming Cereus.
I think they normally bloom once a year. So glad I caught it!