dbf0fd7334d5866a8f575f3e024948d859db858f,src/symbols/fmobilefacenet.py,,get_symbol,#Any#,45

Before Change

    conv_5 = Residual(conv_45, num_block=2, num_out=128, kernel=(3, 3), stride=(1, 1), pad=(1, 1), num_group=256, name="res_5")
    
    conv_6_sep = Conv(conv_5, num_filter=512, kernel=(1, 1), pad=(0, 0), stride=(1, 1), name="conv_6sep")
    conv_6_dw = Linear(conv_6_sep, num_filter=512, num_group=512, kernel=(7,7), pad=(0, 0), stride=(1, 1), name="conv_6dw7_7")  
    //conv_6_dw = mx.symbol.Dropout(data=conv_6_dw, p=0.4)
    _weight = mx.symbol.Variable("fc1_weight", shape=(num_classes, 512), lr_mult=1.0, wd_mult=wd_mult)

After Change

    global bn_mom
    bn_mom = kwargs.get("bn_mom", 0.9)
    wd_mult = kwargs.get("wd_mult", 1.)
    version_output = kwargs.get("version_output", "GNAP")
    assert version_output=="GDC" or version_output=="GNAP"
    fc_type = version_output
    data = mx.symbol.Variable(name="data")
    data = data-127.5
    data = data*0.0078125
    conv_1 = Conv(data, num_filter=64, kernel=(3, 3), pad=(1, 1), stride=(2, 2), name="conv_1")
    conv_2_dw = Conv(conv_1, num_group=64, num_filter=64, kernel=(3, 3), pad=(1, 1), stride=(1, 1), name="conv_2_dw")
    conv_23 = DResidual(conv_2_dw, num_out=64, kernel=(3, 3), stride=(2, 2), pad=(1, 1), num_group=128, name="dconv_23")
    conv_3 = Residual(conv_23, num_block=4, num_out=64, kernel=(3, 3), stride=(1, 1), pad=(1, 1), num_group=128, name="res_3")
    conv_34 = DResidual(conv_3, num_out=128, kernel=(3, 3), stride=(2, 2), pad=(1, 1), num_group=256, name="dconv_34")
    conv_4 = Residual(conv_34, num_block=6, num_out=128, kernel=(3, 3), stride=(1, 1), pad=(1, 1), num_group=256, name="res_4")
    conv_45 = DResidual(conv_4, num_out=128, kernel=(3, 3), stride=(2, 2), pad=(1, 1), num_group=512, name="dconv_45")
    conv_5 = Residual(conv_45, num_block=2, num_out=128, kernel=(3, 3), stride=(1, 1), pad=(1, 1), num_group=256, name="res_5")
    conv_6_sep = Conv(conv_5, num_filter=512, kernel=(1, 1), pad=(0, 0), stride=(1, 1), name="conv_6sep")

    fc1 = symbol_utils.get_fc1(conv_6_sep, num_classes, fc_type)
    return fc1

Instances