Qiulin Zhang

Thanks for your great work. Is there any plan to reimplement some SOTA QAT method such as LSQ, PACT, EWGS.... on various network like ResNet series, Mobilenet series， Efficient series.........

Mask calculation

6

Insightful work!!! During the study of your paper, I have some questions (My English is not very good, and I am not aggressive, just some confusion): 1. The first problem...

### Issue summary blob.hpp offset dimension check code problem  Line 157 I think should check `CHECK_GE(c, 0)`, while not `CHECK_GE(channels(), 0)`; also the last 2 lines, line 159 and...

``` if self.bit_weights is not None: self.weight_quantization_default = quantization_mapping[self.qtype](self, self.weight, self.bit_weights, symmetric=True, uint=True, kwargs=kwargs) ``` I dont understand for a zero-centered weights, why quantize it as uint?

TQT more stable than LSQ?

3

Dear PannenetsF, Thanks for your great implementation of TQT Have you tried TQT on ResNets quantization and check whether it is more stable than LSQ as their paper? Wheather TQT...

感谢工作，请问有已经训练好的W4A4 ResNet18 模型公开提供吗？