How to Have Multiple Softmax Outputs in Tensorflow?

I am trying to create a network in tensor flow with multiple softmax outputs, each of a different size. The network architecture is: Input - LSTM - Dropout. Then I have 2 softmax layers: Softmax of 10 outputs and Softmax of 20 Outputs. I would like to multiply the result of one of the softmax with some data as well. I'm not sure how to do this in Tensorflow.