name: "quant_resnet50" op { input: "gpu_0/data_0" output: "gpu_0/softmax_1" name: "" type: "NCHW2NHWC" } op { input: "gpu_0/softmax_1" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8Quantize" arg { name: "Y_scale" f: 0.0207874 } arg { name: "Y_zero_point" i: 128 } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/conv1_w_0_int8" input: "gpu_0/res_conv1_bn_b_0_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 7 } arg { name: "pad" i: 3 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 2 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0618116 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" output: "gpu_0/softmax_1" name: "" type: "Int8MaxPool" arg { name: "kernel" i: 3 } arg { name: "order" s: "NHWC" } arg { name: "pad" i: 1 } arg { name: "stride" i: 2 } arg { name: "Y_scale" f: 0.0618116 } arg { name: "Y_zero_point" i: 0 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res2_0_branch1_w_0_int8" input: "gpu_0/res2_0_branch1_bn_b_0_int8" output: "gpu_0/pred_1" name: "" type: "Int8Conv" arg { name: "stride" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "kernel" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.118774 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res2_0_branch2a_w_0_int8" input: "gpu_0/res2_0_branch2a_bn_b_0_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0351582 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res2_0_branch2b_w_0_int8" input: "gpu_0/res2_0_branch2b_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0349188 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/res2_0_branch2c_w_0_int8" input: "gpu_0/res2_0_branch2c_bn_b_0_int8" output: "gpu_0/softmax_1" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0556948 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/pred_1" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0360336 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res2_1_branch2a_w_0_int8" input: "gpu_0/res2_1_branch2a_bn_b_0_int8" output: "gpu_0/softmax_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0296655 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res2_1_branch2b_w_0_int8" input: "gpu_0/res2_1_branch2b_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0396351 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/res2_1_branch2c_w_0_int8" input: "gpu_0/res2_1_branch2c_bn_b_0_int8" output: "gpu_0/softmax_1" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0571479 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res5_2_branch2b_bn_1_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0357369 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" input: "gpu_0/res2_2_branch2a_w_0_int8" input: "gpu_0/res2_2_branch2a_bn_b_0_int8" output: "gpu_0/pred_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0276882 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res2_2_branch2b_w_0_int8" input: "gpu_0/res2_2_branch2b_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0303559 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/res2_2_branch2c_w_0_int8" input: "gpu_0/res2_2_branch2c_bn_b_0_int8" output: "gpu_0/softmax_1" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0680869 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res5_2_branch2c_bn_2_int8" output: "gpu_0/pred_1" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0382393 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res3_0_branch1_w_0_int8" input: "gpu_0/res3_0_branch1_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8Conv" arg { name: "stride" i: 2 } arg { name: "order" s: "NHWC" } arg { name: "kernel" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0784701 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res3_0_branch2a_w_0_int8" input: "gpu_0/res3_0_branch2a_bn_b_0_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0279497 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res3_0_branch2b_w_0_int8" input: "gpu_0/res3_0_branch2b_bn_b_0_int8" output: "gpu_0/softmax_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 2 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0334005 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res3_0_branch2c_w_0_int8" input: "gpu_0/res3_0_branch2c_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0742916 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" input: "gpu_0/res5_2_branch2c_bn_1_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0420389 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res3_1_branch2a_w_0_int8" input: "gpu_0/res3_1_branch2a_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0241675 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" input: "gpu_0/res3_1_branch2b_w_0_int8" input: "gpu_0/res3_1_branch2b_bn_b_0_int8" output: "gpu_0/pred_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0299109 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res3_1_branch2c_w_0_int8" input: "gpu_0/res3_1_branch2c_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0880098 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" input: "gpu_0/res5_2_branch2b_bn_1_int8" output: "gpu_0/pred_1_int8" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0416742 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1_int8" input: "gpu_0/res3_2_branch2a_w_0_int8" input: "gpu_0/res3_2_branch2a_bn_b_0_int8" output: "gpu_0/softmax_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0296314 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res3_2_branch2b_w_0_int8" input: "gpu_0/res3_2_branch2b_bn_b_0_int8" output: "gpu_0/pred_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0288495 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res3_2_branch2c_w_0_int8" input: "gpu_0/res3_2_branch2c_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0557769 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/pred_1_int8" output: "gpu_0/softmax_1" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0447852 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res3_3_branch2a_w_0_int8" input: "gpu_0/res3_3_branch2a_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0316577 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" input: "gpu_0/res3_3_branch2b_w_0_int8" input: "gpu_0/res3_3_branch2b_bn_b_0_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0305727 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res3_3_branch2c_w_0_int8" input: "gpu_0/res3_3_branch2c_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0573368 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" input: "gpu_0/softmax_1" output: "gpu_0/pred_1" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0395934 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res4_0_branch1_w_0_int8" input: "gpu_0/res4_0_branch1_bn_b_0_int8" output: "gpu_0/pred_1_int8" name: "" type: "Int8Conv" arg { name: "stride" i: 2 } arg { name: "order" s: "NHWC" } arg { name: "kernel" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0463029 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res4_0_branch2a_w_0_int8" input: "gpu_0/res4_0_branch2a_bn_b_0_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0309035 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res4_0_branch2b_w_0_int8" input: "gpu_0/res4_0_branch2b_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 2 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0318275 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/res4_0_branch2c_w_0_int8" input: "gpu_0/res4_0_branch2c_bn_b_0_int8" output: "gpu_0/pred_1" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0569455 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/pred_1_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0376431 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" input: "gpu_0/res4_1_branch2a_w_0_int8" input: "gpu_0/res4_1_branch2a_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0423619 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/res4_1_branch2b_w_0_int8" input: "gpu_0/res4_1_branch2b_bn_b_0_int8" output: "gpu_0/softmax_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0209274 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res4_1_branch2c_w_0_int8" input: "gpu_0/res4_1_branch2c_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0438538 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/res5_2_branch2c_bn_2_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0354871 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res4_2_branch2a_w_0_int8" input: "gpu_0/res4_2_branch2a_bn_b_0_int8" output: "gpu_0/softmax_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0271025 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res4_2_branch2b_w_0_int8" input: "gpu_0/res4_2_branch2b_bn_b_0_int8" output: "gpu_0/pred_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0219479 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1_int8" input: "gpu_0/res4_2_branch2c_w_0_int8" input: "gpu_0/res4_2_branch2c_bn_b_0_int8" output: "gpu_0/softmax_1" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0482171 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res5_2_branch2b_bn_1_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0348967 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" input: "gpu_0/res4_3_branch2a_w_0_int8" input: "gpu_0/res4_3_branch2a_bn_b_0_int8" output: "gpu_0/pred_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0266634 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res4_3_branch2b_w_0_int8" input: "gpu_0/res4_3_branch2b_bn_b_0_int8" output: "gpu_0/pred_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0231047 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1_int8" input: "gpu_0/res4_3_branch2c_w_0_int8" input: "gpu_0/res4_3_branch2c_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0542256 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/res5_2_branch2c_bn_2_int8" output: "gpu_0/pred_1" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0361572 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res4_4_branch2a_w_0_int8" input: "gpu_0/res4_4_branch2a_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0258205 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/res4_4_branch2b_w_0_int8" input: "gpu_0/res4_4_branch2b_bn_b_0_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0258888 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res4_4_branch2c_w_0_int8" input: "gpu_0/res4_4_branch2c_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0449884 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/pred_1" output: "gpu_0/softmax_1" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0386498 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res4_5_branch2a_w_0_int8" input: "gpu_0/res4_5_branch2a_bn_b_0_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0316596 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res4_5_branch2b_w_0_int8" input: "gpu_0/res4_5_branch2b_bn_b_0_int8" output: "gpu_0/pred_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0400494 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1_int8" input: "gpu_0/res4_5_branch2c_w_0_int8" input: "gpu_0/res4_5_branch2c_bn_b_0_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.0537317 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/softmax_1" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.0370605 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/res5_0_branch1_w_0_int8" input: "gpu_0/res5_0_branch1_bn_b_0_int8" output: "gpu_0/pred_1_int8" name: "" type: "Int8Conv" arg { name: "stride" i: 2 } arg { name: "order" s: "NHWC" } arg { name: "kernel" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.141024 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/res5_0_branch2a_w_0_int8" input: "gpu_0/res5_0_branch2a_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0241763 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" input: "gpu_0/res5_0_branch2b_w_0_int8" input: "gpu_0/res5_0_branch2b_bn_b_0_int8" output: "gpu_0/pred_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 2 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0282145 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res5_0_branch2c_w_0_int8" input: "gpu_0/res5_0_branch2c_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.181634 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/pred_1_int8" output: "gpu_0/softmax_1" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.155178 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/res5_1_branch2a_w_0_int8" input: "gpu_0/res5_1_branch2a_bn_b_0_int8" output: "gpu_0/pred_1" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0277552 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/res5_1_branch2b_w_0_int8" input: "gpu_0/res5_1_branch2b_bn_b_0_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0200459 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res5_1_branch2c_w_0_int8" input: "gpu_0/res5_1_branch2c_bn_b_0_int8" output: "gpu_0/pred_1" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.111846 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1" input: "gpu_0/softmax_1" output: "gpu_0/pred_1_int8" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.173267 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1_int8" input: "gpu_0/res5_2_branch2a_w_0_int8" input: "gpu_0/res5_2_branch2a_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0294285 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" input: "gpu_0/res5_2_branch2b_w_0_int8" input: "gpu_0/res5_2_branch2b_bn_b_0_int8" output: "gpu_0/res5_2_branch2b_bn_1_int8" name: "" type: "Int8ConvRelu" arg { name: "kernel" i: 3 } arg { name: "pad" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 0 } arg { name: "Y_scale" f: 0.0254705 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2b_bn_1_int8" input: "gpu_0/res5_2_branch2c_w_0_int8" input: "gpu_0/res5_2_branch2c_bn_b_0_int8" output: "gpu_0/res5_2_branch2c_bn_1_int8" name: "" type: "Int8Conv" arg { name: "kernel" i: 1 } arg { name: "pad" i: 0 } arg { name: "order" s: "NHWC" } arg { name: "stride" i: 1 } arg { name: "Y_zero_point" i: 128 } arg { name: "Y_scale" f: 0.173424 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_1_int8" input: "gpu_0/pred_1_int8" output: "gpu_0/res5_2_branch2c_bn_2_int8" name: "" type: "Int8SumRelu" arg { name: "Y_scale" f: 0.228526 } arg { name: "Y_zero_point" i: 0 } arg { name: "order" s: "NHWC" } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/res5_2_branch2c_bn_2_int8" output: "gpu_0/softmax_1" name: "" type: "Int8AveragePool" arg { name: "kernel" i: 7 } arg { name: "stride" i: 1 } arg { name: "order" s: "NHWC" } arg { name: "Y_scale" f: 0.0776699 } arg { name: "Y_zero_point" i: 0 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/softmax_1" input: "gpu_0/pred_w_0_int8" input: "gpu_0/pred_b_0_int8" output: "gpu_0/pred_1_int8" name: "" type: "Int8FC" arg { name: "Y_zero_point" i: 128 } arg { name: "order" s: "NHWC" } arg { name: "Y_scale" f: 0.235032 } device_option { } engine: "DNNLOWP" } op { input: "gpu_0/pred_1_int8" output: "gpu_0/pred_1" name: "" type: "Int8Dequantize" engine: "DNNLOWP" } op { input: "gpu_0/pred_1" output: "gpu_0/softmax_1" name: "" type: "Softmax" device_option { } engine: "" } external_input: "gpu_0/data_0" external_input: "gpu_0/conv1_w_0_int8" external_input: "gpu_0/res_conv1_bn_b_0_int8" external_input: "gpu_0/res2_0_branch2a_w_0_int8" external_input: "gpu_0/res2_0_branch2a_bn_b_0_int8" external_input: "gpu_0/res2_0_branch2b_w_0_int8" external_input: "gpu_0/res2_0_branch2b_bn_b_0_int8" external_input: "gpu_0/res2_0_branch2c_w_0_int8" external_input: "gpu_0/res2_0_branch2c_bn_b_0_int8" external_input: "gpu_0/res2_0_branch1_w_0_int8" external_input: "gpu_0/res2_0_branch1_bn_b_0_int8" external_input: "gpu_0/res2_1_branch2a_w_0_int8" external_input: "gpu_0/res2_1_branch2a_bn_b_0_int8" external_input: "gpu_0/res2_1_branch2b_w_0_int8" external_input: "gpu_0/res2_1_branch2b_bn_b_0_int8" external_input: "gpu_0/res2_1_branch2c_w_0_int8" external_input: "gpu_0/res2_1_branch2c_bn_b_0_int8" external_input: "gpu_0/res2_2_branch2a_w_0_int8" external_input: "gpu_0/res2_2_branch2a_bn_b_0_int8" external_input: "gpu_0/res2_2_branch2b_w_0_int8" external_input: "gpu_0/res2_2_branch2b_bn_b_0_int8" external_input: "gpu_0/res2_2_branch2c_w_0_int8" external_input: "gpu_0/res2_2_branch2c_bn_b_0_int8" external_input: "gpu_0/res3_0_branch2a_w_0_int8" external_input: "gpu_0/res3_0_branch2a_bn_b_0_int8" external_input: "gpu_0/res3_0_branch2b_w_0_int8" external_input: "gpu_0/res3_0_branch2b_bn_b_0_int8" external_input: "gpu_0/res3_0_branch2c_w_0_int8" external_input: "gpu_0/res3_0_branch2c_bn_b_0_int8" external_input: "gpu_0/res3_0_branch1_w_0_int8" external_input: "gpu_0/res3_0_branch1_bn_b_0_int8" external_input: "gpu_0/res3_1_branch2a_w_0_int8" external_input: "gpu_0/res3_1_branch2a_bn_b_0_int8" external_input: "gpu_0/res3_1_branch2b_w_0_int8" external_input: "gpu_0/res3_1_branch2b_bn_b_0_int8" external_input: "gpu_0/res3_1_branch2c_w_0_int8" external_input: "gpu_0/res3_1_branch2c_bn_b_0_int8" external_input: "gpu_0/res3_2_branch2a_w_0_int8" external_input: "gpu_0/res3_2_branch2a_bn_b_0_int8" external_input: "gpu_0/res3_2_branch2b_w_0_int8" external_input: "gpu_0/res3_2_branch2b_bn_b_0_int8" external_input: "gpu_0/res3_2_branch2c_w_0_int8" external_input: "gpu_0/res3_2_branch2c_bn_b_0_int8" external_input: "gpu_0/res3_3_branch2a_w_0_int8" external_input: "gpu_0/res3_3_branch2a_bn_b_0_int8" external_input: "gpu_0/res3_3_branch2b_w_0_int8" external_input: "gpu_0/res3_3_branch2b_bn_b_0_int8" external_input: "gpu_0/res3_3_branch2c_w_0_int8" external_input: "gpu_0/res3_3_branch2c_bn_b_0_int8" external_input: "gpu_0/res4_0_branch2a_w_0_int8" external_input: "gpu_0/res4_0_branch2a_bn_b_0_int8" external_input: "gpu_0/res4_0_branch2b_w_0_int8" external_input: "gpu_0/res4_0_branch2b_bn_b_0_int8" external_input: "gpu_0/res4_0_branch2c_w_0_int8" external_input: "gpu_0/res4_0_branch2c_bn_b_0_int8" external_input: "gpu_0/res4_0_branch1_w_0_int8" external_input: "gpu_0/res4_0_branch1_bn_b_0_int8" external_input: "gpu_0/res4_1_branch2a_w_0_int8" external_input: "gpu_0/res4_1_branch2a_bn_b_0_int8" external_input: "gpu_0/res4_1_branch2b_w_0_int8" external_input: "gpu_0/res4_1_branch2b_bn_b_0_int8" external_input: "gpu_0/res4_1_branch2c_w_0_int8" external_input: "gpu_0/res4_1_branch2c_bn_b_0_int8" external_input: "gpu_0/res4_2_branch2a_w_0_int8" external_input: "gpu_0/res4_2_branch2a_bn_b_0_int8" external_input: "gpu_0/res4_2_branch2b_w_0_int8" external_input: "gpu_0/res4_2_branch2b_bn_b_0_int8" external_input: "gpu_0/res4_2_branch2c_w_0_int8" external_input: "gpu_0/res4_2_branch2c_bn_b_0_int8" external_input: "gpu_0/res4_3_branch2a_w_0_int8" external_input: "gpu_0/res4_3_branch2a_bn_b_0_int8" external_input: "gpu_0/res4_3_branch2b_w_0_int8" external_input: "gpu_0/res4_3_branch2b_bn_b_0_int8" external_input: "gpu_0/res4_3_branch2c_w_0_int8" external_input: "gpu_0/res4_3_branch2c_bn_b_0_int8" external_input: "gpu_0/res4_4_branch2a_w_0_int8" external_input: "gpu_0/res4_4_branch2a_bn_b_0_int8" external_input: "gpu_0/res4_4_branch2b_w_0_int8" external_input: "gpu_0/res4_4_branch2b_bn_b_0_int8" external_input: "gpu_0/res4_4_branch2c_w_0_int8" external_input: "gpu_0/res4_4_branch2c_bn_b_0_int8" external_input: "gpu_0/res4_5_branch2a_w_0_int8" external_input: "gpu_0/res4_5_branch2a_bn_b_0_int8" external_input: "gpu_0/res4_5_branch2b_w_0_int8" external_input: "gpu_0/res4_5_branch2b_bn_b_0_int8" external_input: "gpu_0/res4_5_branch2c_w_0_int8" external_input: "gpu_0/res4_5_branch2c_bn_b_0_int8" external_input: "gpu_0/res5_0_branch2a_w_0_int8" external_input: "gpu_0/res5_0_branch2a_bn_b_0_int8" external_input: "gpu_0/res5_0_branch2b_w_0_int8" external_input: "gpu_0/res5_0_branch2b_bn_b_0_int8" external_input: "gpu_0/res5_0_branch2c_w_0_int8" external_input: "gpu_0/res5_0_branch2c_bn_b_0_int8" external_input: "gpu_0/res5_0_branch1_w_0_int8" external_input: "gpu_0/res5_0_branch1_bn_b_0_int8" external_input: "gpu_0/res5_1_branch2a_w_0_int8" external_input: "gpu_0/res5_1_branch2a_bn_b_0_int8" external_input: "gpu_0/res5_1_branch2b_w_0_int8" external_input: "gpu_0/res5_1_branch2b_bn_b_0_int8" external_input: "gpu_0/res5_1_branch2c_w_0_int8" external_input: "gpu_0/res5_1_branch2c_bn_b_0_int8" external_input: "gpu_0/res5_2_branch2a_w_0_int8" external_input: "gpu_0/res5_2_branch2a_bn_b_0_int8" external_input: "gpu_0/res5_2_branch2b_w_0_int8" external_input: "gpu_0/res5_2_branch2b_bn_b_0_int8" external_input: "gpu_0/res5_2_branch2c_w_0_int8" external_input: "gpu_0/res5_2_branch2c_bn_b_0_int8" external_input: "gpu_0/pred_w_0_int8" external_input: "gpu_0/pred_b_0_int8" external_input: "gpu_0/imagenet1k_blobs_queue_f22e83c9-22cd-4a8b-a66d-113af6b832b4_0" external_output: "gpu_0/softmax_1"