The paper inquiries into the relativity problem between input information and over-complete dictionary from the mathematical viewpoint and their inner relationships. On this foundation, we analyze and revise the over- complete dictionaries to enhance the level and adaptability of deep learning, and lay the foundations of the dictionary design in the future.