To efficiently generate molecule library with intended properties, we propose a cognitive conditional molecular design model based on VAE which can predict properties and generate molecules concurrently, named PED, to screen molecules that can inhibit AChE activity from the generated molecular libraries as lead compounds and accelerate the treatment of AD. The gene discussed is ACHE; the disease is Alzheimer disease.