Challenges: Quantization and heterogeneous hardware: It is challenging to run the same model on a wide range of accelerators, such as mobile GPU/EdgeTPU. Due to the hardware specialization, these accelerators often perform well only for a limited set of operations. We found that some of the operations in EfficientNet are not well supported by certain accelerators.