Abstract Drug discovery and development is an expensive, complex, time-consuming task [5]. Recently, the of artificial intelligence (AI) approaches to drug discovery, specifically de novo design through use deep generative models, has triggered a lot interest in hunter community, especially as important tool speed up process [6].