Analyze the model before conducting a model pruning. The main purpose of this process is to find the optimal pruning strategy to prune the model later. Run the following command to start the analysis:
./vai_p_darknet pruner ana pruning/cfg pruning/yolov3-voc_final.weights
Depending on the size of model and validation dataset, the ana
command may take a couple of hours. Running ana with
multi-GPU can greatly accelerate the running speed. The following command runs with four
GPUs.
./vai_p_darknet pruner ana pruning/cfg pruning/yolov3-voc_final.weights -gpus 0,1,2,3