I tried quantization & pruning for desktop, GPU-based tensorflow model, but both failed

Question

Background: We trained a CNN using tensorflow APIs and we are deploying it on a desktop PC ( Win 10 64-bit, 2060 super), the calculations are in the GPU. We would like to re