“…The blooming of hardware development by IBM, Google, IonQ and many others provokes tremendous enthusiasm developing quantum algorithms utilizing near term quantum devices and pursuit of application in various fields of science and engineering. Recently there arises a growing body of research focusing on quantum optimization [4,5], solving linear system of equations [6,7,8], electronic structure calculations [9,10,11,12,13,14,15], quantum encryption [16,17], variational quantum eigensolver (VQE) [18,19] for various problems [20,21,22] and open quantum dynamics [23,24] . Recently, quantum machine learning further explored and implemented quantum software that could show advantages compared with the corresponding classical ones [25,26,27,28,29,30,31,32].…”