Why over usage of CPU and under usage of GPU - python tensorflow

We have a tensorflow python application on video analytic. The program CPU usage around 90 but the GPU usage is about 20. How to balance the usage to increase GPU usage and decrease cpu usage.

You are likely to receive better / faster answers on a forum / mailing-list dedicated to Tensorflow.