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bitwidth of each layer (discussion of MP) #15

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hustzxd opened this issue Dec 7, 2020 · 2 comments
Open

bitwidth of each layer (discussion of MP) #15

hustzxd opened this issue Dec 7, 2020 · 2 comments

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@hustzxd
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hustzxd commented Dec 7, 2020

Thanks for your great works.
I want to know which layers are more sensitive to quantization. I would be very grateful if you can share the (MP4) bit-width of each layer of MobileNet or ResNet.

@hustzxd hustzxd changed the title bitwidth of each layer bitwidth of each layer (discussion of MP) Dec 14, 2020
@hustzxd
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hustzxd commented Dec 14, 2020

I added the mixed-precision experiments.
https://github.com/rhhc/ZeroQ-MP
However, there are relatively large accuracy gaps with the results of the paper in some cases.
So far, I have done several sets of experiments to compare the effects of quantization hyper-parameter(e.g., percentile). In particular, I only apply the “percentile” quantization to the activations.
I would be very grateful if the authors or others can give me some suggestions to improve the results of the experiment

@xiezheng-cs
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Thanks for your great works.
I want to know which layers are more sensitive to quantization. I would be very grateful if you can share the (MP4) bit-width of each layer of MobileNet or ResNet.

+1

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