ADQ

[CY-GAO222]

I haven’t found the ADQ method related code in the project. Haven’t I uploaded it yet?

[liujingcs]

Hi, we have released the code and pre-trained models.

1. For the corresponding instructions, you might refer to https://github.com/MonashAI/QTool/blob/master/doc/detectron2.md.
2. For the quantization function, you might refer to https://github.com/aim-uofa/model-quantization/blob/74115eaf33668207124254f2b2145209f7ab70fe/models/quant.py#L535.
3. For the Multi-level BatchNorm, you might refer to https://github.com/blueardour/AdelaiDet/blob/5acafcc38a03b097cafd2b5a78bf9607c3c3cfaa/adet/modeling/fcos/fcos.py#L165.

[CY-GAO222]

Hi, we have released the code and pre-trained models.

1. For the corresponding instructions, you might refer to https://github.com/MonashAI/QTool/blob/master/doc/detectron2.md.
2. For the quantization function, you might refer to https://github.com/aim-uofa/model-quantization/blob/74115eaf33668207124254f2b2145209f7ab70fe/models/quant.py#L535.
3. For the Multi-level BatchNorm, you might refer to https://github.com/blueardour/AdelaiDet/blob/5acafcc38a03b097cafd2b5a78bf9607c3c3cfaa/adet/modeling/fcos/fcos.py#L165.

Hello, I've sorted out the links you sent me. The first link is detectron2, which is used as a toolbox for target detection. The second link quantization method, I have a look. There are three quantization methods, LQ net, dorefa and XNOR. However, the quantization used in ADQ is LSQ method, which does not mention LSQ method. I don't understand the code in the third link. Is this the deployment and application of multi-level BN in ADQ on fcos?

你好，我大概整理了一下您发我的链接，第一个链接是detectron2，作为目标检测的工具箱使用。第二个链接时量化方法，我看了一下，里面有三个量化方法，分别是LQ-Net、dorefa和xnor，但是ADQ里面使用的量化是LSQ的方法，这里面没有提及LSQ的方法。第三个链接里面的代码我没看懂，这是把ADQ里面的multi-level BN部署应用在FCOS上吗？

[liujingcs]

1. Yes. We have changed some codes based on detectron2.
2. We have included LSQ in line 535 of the corresponding link.
3. Yes. Given n levels, we create n BN/Sync BN layers.

[Janspiry]

Hi, thanks for this awesome work. I have some questions:

1. Can you give the pretrain model link about ADQ? I just find LSQ model in google drive.
2. From the above conversation, I understand that the method modules of ADQ are in fragmented parts in different frameworks. Is there a config file about its complete training?
3. Like Biases and BatchNorm not quantized as described in "AQD: Towards Accurate Quantized Object Detection" #1 , Is there the permalink of code about some fixed-point computation, e.g. normalization?

Thank you again for your nice work!