@supriyar would you mind to discuss how to convert models for now. Is it possible to exclude bn operators and and reach same functionality only with int8_conv_op_relu?
As it was done in this example model https://github.com/caffe2/models/tree/master/resnet50_quantized 11
UPD: I think the answer is to use fused modules from intrinsic