You can convert TF to TFLite. TFLite Android runtime supports 
CPU/GPU/[NNAPI](https://www.tensorflow.org/lite/performance/nnapi)/[Hexagon](https://www.tensorflow.org/lite/performance/hexagon_delegate)

[TFLite image classification 
example](https://github.com/tensorflow/examples/tree/master/lite/examples/image_classification/android)

What is your platform? Android or Linux?





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