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How to Enable TPU/GPU on Tinker Edge T?

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I'm working on a facial recognition project where I'm trying to estimate Age and Gender of a person from a video feed. I trained a model and inferences on my development machine is taking around 200ms. I converted these models to tflite and pushed them to Tinker Edge T and the inferences are pretty slow. The average inference time is around 5-6 sec. I'd like to get it down to 200ms just like in my development machine and would appreciate any help/guidance from the community. 

Does GPU/TPU  are enabled automatically when i run the program or I have activate them manually? Not sure if this is the problem or something else. Please help me 

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