I'm a bit of a novice in the space, if keras isn't for inference, what's the intended workflow?
Train with keras and then?
Train with keras and then?
If you're looking for a high-performance solution that is entirely Python-free, then you can simply export your Keras model as a TF SavedModel and serve it via TFServing. TFServing is C++ based and works on both CPU and GPU.