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为什么混合量化时,将所有层的量化类型设为float32得到的rknn模型大小还是原模型的一半
用dynamic_fixed_point-i16和float32设置的层得到的rknn模型大小一样,如下图
原模型weight格式是34.8MB
![](http://data:image/png;base64,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)
所有层float32和dynamic_fixed_point-i16得到的大小一样都是17.4MB,这点搞不懂
# add layer name and corresponding quantized_dtype to customized_quantize_layers, e.g conv2_3: float32)
customized_quantize_layers: {
convolution_1: dynamic_fixed_point-i16,
leakyrelu_3: dynamic_fixed_point-i16,
pooling_4: dynamic_fixed_point-i16,
convolution_5: dynamic_fixed_point-i16,
leakyrelu_7: dynamic_fixed_point-i16,
pooling_8: dynamic_fixed_point-i16,
convolution_9: dynamic_fixed_point-i16,
leakyrelu_11: dynamic_fixed_point-i16,
pooling_12: dynamic_fixed_point-i16,
convolution_13: dynamic_fixed_point-i16,
leakyrelu_15: dynamic_fixed_point-i16,
pooling_16: dynamic_fixed_point-i16,
convolution_17: dynamic_fixed_point-i16,
leakyrelu_19: dynamic_fixed_point-i16,
pooling_20: dynamic_fixed_point-i16,
convolution_21: dynamic_fixed_point-i16,
leakyrelu_23: dynamic_fixed_point-i16,
pooling_24: dynamic_fixed_point-i16,
convolution_25: dynamic_fixed_point-i16,
leakyrelu_27: dynamic_fixed_point-i16,
convolution_28: dynamic_fixed_point-i16,
leakyrelu_30: dynamic_fixed_point-i16,
convolution_37: dynamic_fixed_point-i16,
convolution_31: dynamic_fixed_point-i16,
leakyrelu_39: dynamic_fixed_point-i16,
upsampling_40: dynamic_fixed_point-i16,
leakyrelu_33: dynamic_fixed_point-i16,
concat_41: dynamic_fixed_point-i16,
convolution_34: dynamic_fixed_point-i16,
convolution_42: dynamic_fixed_point-i16,
leakyrelu_44: dynamic_fixed_point-i16,
convolution_45: dynamic_fixed_point-i16
}
# add layer name and corresponding quantized_dtype to customized_quantize_layers, e.g conv2_3: float32
customized_quantize_layers: {
convolution_1: float32),
leakyrelu_3: float32),
pooling_4: float32),
convolution_5: float32),
leakyrelu_7: float32),
pooling_8: float32),
convolution_9: float32),
leakyrelu_11: float32),
pooling_12: float32),
convolution_13: float32),
leakyrelu_15: float32),
pooling_16: float32),
convolution_17: float32),
leakyrelu_19: float32),
pooling_20: float32),
convolution_21: float32),
leakyrelu_23: float32),
pooling_24: float32),
convolution_25: float32),
leakyrelu_27: float32),
convolution_28: float32),
leakyrelu_30: float32),
convolution_37: float32),
convolution_31: float32),
leakyrelu_39: float32),
upsampling_40: float32),
leakyrelu_33: float32),
concat_41: float32),
convolution_34: float32),
convolution_42: float32),
leakyrelu_44: float32),
convolution_45: float32)
}
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)
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