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just my opinion, casual apparel or sports series may be a good choice :)

There is no compulsion in selecting the dress for exercise. 

One can select any dress that he/she finds comfortable.

One thing should be kept in mind that wear a dress which is comfortable so that you can do exercise smoothly. too tight dress may lead to injury. similarly too loos dress, you cant focus on the exercise.