Is it possible to use GPU for forward pass of a tensorflow model in opencv 3.4.1 dnn

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if you have a decent GPU, you can try the opencl target, but there is no support for cuda at all here.

and would the workaround this would be to get all the weights and write a cuda version of forward pass myself??

good luck with that idea, it means rewriting the whole dnn module on your own.