Saving HDF5 file


For my task I need to save the best model, the best model I found by sweeping. Once I have the best model, I want to use its configuration (and everything) to train it again but without its weigths; it should begin untrained.

If I then use with the loaded model. Could I let it know what batch size, learning rate and optimizer was used to train the loaded model? How?