A person retrieval system (PRS) in video surveillance identifies an individual based on descriptive attributes. a task that employs several computationally intensive deep learning models. We implement and analyse a PRS for pre-recorded videos on a graphics processing unit (GPU) and Nvidia Jetson Orin AGX. This paper presents a new Person Attribute Recognition (PAR) architecture. https://goodvibesbadhabiters.shop/product-category/machine-accessories/