se-resnext-imagenet-50-0-symbol.json

{
  "nodes": [
    {
      "op": "null", 
      "name": "data", 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn_data_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "True", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn_data_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "True", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn_data_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "True", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn_data_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "True", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn_data", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "True", 
        "momentum": "0.9"
      }, 
      "inputs": [[0, 0, 0], [1, 0, 0], [2, 0, 0], [3, 0, 1], [4, 0, 1]]
    }, 
    {
      "op": "null", 
      "name": "conv0_weight", 
      "attr": {
        "kernel": "(7, 7)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(3, 3)", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "conv0", 
      "attr": {
        "kernel": "(7, 7)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(3, 3)", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": [[5, 0, 0], [6, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn0_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn0_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn0_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn0_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn0", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[7, 0, 0], [8, 0, 0], [9, 0, 0], [10, 0, 1], [11, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "relu0", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[12, 0, 0]]
    }, 
    {
      "op": "Pooling", 
      "name": "pooling0", 
      "attr": {
        "kernel": "(3, 3)", 
        "pad": "(1, 1)", 
        "pool_type": "max", 
        "stride": "(2, 2)"
      }, 
      "inputs": [[13, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage1_unit1_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[14, 0, 0], [15, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage1_unit1_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[16, 0, 0], [17, 0, 0], [18, 0, 0], [19, 0, 1], [20, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit1_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[21, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage1_unit1_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[22, 0, 0], [23, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage1_unit1_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[24, 0, 0], [25, 0, 0], [26, 0, 0], [27, 0, 1], [28, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit1_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[29, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage1_unit1_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[30, 0, 0], [31, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage1_unit1_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[32, 0, 0], [33, 0, 0], [34, 0, 0], [35, 0, 1], [36, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage1_unit1_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[37, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage1_unit1_flatten", 
      "inputs": [[38, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_excitation1_weight", 
      "attr": {"num_hidden": "16"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_excitation1_bias", 
      "attr": {"num_hidden": "16"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage1_unit1_excitation1", 
      "attr": {"num_hidden": "16"}, 
      "inputs": [[39, 0, 0], [40, 0, 0], [41, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit1_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[42, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_excitation2_weight", 
      "attr": {"num_hidden": "256"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_excitation2_bias", 
      "attr": {"num_hidden": "256"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage1_unit1_excitation2", 
      "attr": {"num_hidden": "256"}, 
      "inputs": [[43, 0, 0], [44, 0, 0], [45, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit1_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[46, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape0", 
      "attr": {"shape": "(-1, 256, 1, 1)"}, 
      "inputs": [[47, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul0", 
      "inputs": [[37, 0, 0], [48, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_sc_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage1_unit1_sc", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[14, 0, 0], [50, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_sc_bn_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_sc_bn_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_sc_bn_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit1_sc_bn_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage1_unit1_sc_bn", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[51, 0, 0], [52, 0, 0], [53, 0, 0], [54, 0, 1], [55, 0, 1]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus0", 
      "inputs": [[49, 0, 0], [56, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[57, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage1_unit2_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[58, 0, 0], [59, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage1_unit2_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[60, 0, 0], [61, 0, 0], [62, 0, 0], [63, 0, 1], [64, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit2_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[65, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage1_unit2_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[66, 0, 0], [67, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage1_unit2_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[68, 0, 0], [69, 0, 0], [70, 0, 0], [71, 0, 1], [72, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit2_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[73, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage1_unit2_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[74, 0, 0], [75, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage1_unit2_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[76, 0, 0], [77, 0, 0], [78, 0, 0], [79, 0, 1], [80, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage1_unit2_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[81, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage1_unit2_flatten", 
      "inputs": [[82, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_excitation1_weight", 
      "attr": {"num_hidden": "16"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_excitation1_bias", 
      "attr": {"num_hidden": "16"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage1_unit2_excitation1", 
      "attr": {"num_hidden": "16"}, 
      "inputs": [[83, 0, 0], [84, 0, 0], [85, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit2_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[86, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_excitation2_weight", 
      "attr": {"num_hidden": "256"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit2_excitation2_bias", 
      "attr": {"num_hidden": "256"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage1_unit2_excitation2", 
      "attr": {"num_hidden": "256"}, 
      "inputs": [[87, 0, 0], [88, 0, 0], [89, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit2_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[90, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape1", 
      "attr": {"shape": "(-1, 256, 1, 1)"}, 
      "inputs": [[91, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul1", 
      "inputs": [[81, 0, 0], [92, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus1", 
      "inputs": [[93, 0, 0], [58, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit2_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[94, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage1_unit3_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[95, 0, 0], [96, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage1_unit3_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[97, 0, 0], [98, 0, 0], [99, 0, 0], [100, 0, 1], [101, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit3_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[102, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage1_unit3_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[103, 0, 0], [104, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage1_unit3_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[105, 0, 0], [106, 0, 0], [107, 0, 0], [108, 0, 1], [109, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit3_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[110, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage1_unit3_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[111, 0, 0], [112, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage1_unit3_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[113, 0, 0], [114, 0, 0], [115, 0, 0], [116, 0, 1], [117, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage1_unit3_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[118, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage1_unit3_flatten", 
      "inputs": [[119, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_excitation1_weight", 
      "attr": {"num_hidden": "16"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_excitation1_bias", 
      "attr": {"num_hidden": "16"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage1_unit3_excitation1", 
      "attr": {"num_hidden": "16"}, 
      "inputs": [[120, 0, 0], [121, 0, 0], [122, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit3_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[123, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_excitation2_weight", 
      "attr": {"num_hidden": "256"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage1_unit3_excitation2_bias", 
      "attr": {"num_hidden": "256"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage1_unit3_excitation2", 
      "attr": {"num_hidden": "256"}, 
      "inputs": [[124, 0, 0], [125, 0, 0], [126, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit3_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[127, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape2", 
      "attr": {"shape": "(-1, 256, 1, 1)"}, 
      "inputs": [[128, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul2", 
      "inputs": [[118, 0, 0], [129, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus2", 
      "inputs": [[130, 0, 0], [95, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage1_unit3_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[131, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit1_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[132, 0, 0], [133, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit1_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[134, 0, 0], [135, 0, 0], [136, 0, 0], [137, 0, 1], [138, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit1_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[139, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit1_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": [[140, 0, 0], [141, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit1_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[142, 0, 0], [143, 0, 0], [144, 0, 0], [145, 0, 1], [146, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit1_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[147, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit1_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[148, 0, 0], [149, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit1_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[150, 0, 0], [151, 0, 0], [152, 0, 0], [153, 0, 1], [154, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage2_unit1_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[155, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage2_unit1_flatten", 
      "inputs": [[156, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_excitation1_weight", 
      "attr": {"num_hidden": "32"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_excitation1_bias", 
      "attr": {"num_hidden": "32"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage2_unit1_excitation1", 
      "attr": {"num_hidden": "32"}, 
      "inputs": [[157, 0, 0], [158, 0, 0], [159, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit1_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[160, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_excitation2_weight", 
      "attr": {"num_hidden": "512"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_excitation2_bias", 
      "attr": {"num_hidden": "512"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage2_unit1_excitation2", 
      "attr": {"num_hidden": "512"}, 
      "inputs": [[161, 0, 0], [162, 0, 0], [163, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit1_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[164, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape3", 
      "attr": {"shape": "(-1, 512, 1, 1)"}, 
      "inputs": [[165, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul3", 
      "inputs": [[155, 0, 0], [166, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_sc_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit1_sc", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": [[132, 0, 0], [168, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_sc_bn_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_sc_bn_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_sc_bn_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit1_sc_bn_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit1_sc_bn", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[169, 0, 0], [170, 0, 0], [171, 0, 0], [172, 0, 1], [173, 0, 1]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus3", 
      "inputs": [[167, 0, 0], [174, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[175, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit2_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[176, 0, 0], [177, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit2_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[178, 0, 0], [179, 0, 0], [180, 0, 0], [181, 0, 1], [182, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit2_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[183, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit2_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[184, 0, 0], [185, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit2_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[186, 0, 0], [187, 0, 0], [188, 0, 0], [189, 0, 1], [190, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit2_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[191, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit2_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[192, 0, 0], [193, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit2_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[194, 0, 0], [195, 0, 0], [196, 0, 0], [197, 0, 1], [198, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage2_unit2_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[199, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage2_unit2_flatten", 
      "inputs": [[200, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_excitation1_weight", 
      "attr": {"num_hidden": "32"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_excitation1_bias", 
      "attr": {"num_hidden": "32"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage2_unit2_excitation1", 
      "attr": {"num_hidden": "32"}, 
      "inputs": [[201, 0, 0], [202, 0, 0], [203, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit2_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[204, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_excitation2_weight", 
      "attr": {"num_hidden": "512"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit2_excitation2_bias", 
      "attr": {"num_hidden": "512"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage2_unit2_excitation2", 
      "attr": {"num_hidden": "512"}, 
      "inputs": [[205, 0, 0], [206, 0, 0], [207, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit2_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[208, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape4", 
      "attr": {"shape": "(-1, 512, 1, 1)"}, 
      "inputs": [[209, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul4", 
      "inputs": [[199, 0, 0], [210, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus4", 
      "inputs": [[211, 0, 0], [176, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit2_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[212, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit3_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[213, 0, 0], [214, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit3_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[215, 0, 0], [216, 0, 0], [217, 0, 0], [218, 0, 1], [219, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit3_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[220, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit3_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[221, 0, 0], [222, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit3_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[223, 0, 0], [224, 0, 0], [225, 0, 0], [226, 0, 1], [227, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit3_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[228, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit3_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[229, 0, 0], [230, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit3_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[231, 0, 0], [232, 0, 0], [233, 0, 0], [234, 0, 1], [235, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage2_unit3_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[236, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage2_unit3_flatten", 
      "inputs": [[237, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_excitation1_weight", 
      "attr": {"num_hidden": "32"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_excitation1_bias", 
      "attr": {"num_hidden": "32"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage2_unit3_excitation1", 
      "attr": {"num_hidden": "32"}, 
      "inputs": [[238, 0, 0], [239, 0, 0], [240, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit3_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[241, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_excitation2_weight", 
      "attr": {"num_hidden": "512"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit3_excitation2_bias", 
      "attr": {"num_hidden": "512"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage2_unit3_excitation2", 
      "attr": {"num_hidden": "512"}, 
      "inputs": [[242, 0, 0], [243, 0, 0], [244, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit3_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[245, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape5", 
      "attr": {"shape": "(-1, 512, 1, 1)"}, 
      "inputs": [[246, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul5", 
      "inputs": [[236, 0, 0], [247, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus5", 
      "inputs": [[248, 0, 0], [213, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit3_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[249, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit4_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[250, 0, 0], [251, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit4_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[252, 0, 0], [253, 0, 0], [254, 0, 0], [255, 0, 1], [256, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit4_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[257, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit4_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[258, 0, 0], [259, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit4_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[260, 0, 0], [261, 0, 0], [262, 0, 0], [263, 0, 1], [264, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit4_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[265, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage2_unit4_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[266, 0, 0], [267, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage2_unit4_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[268, 0, 0], [269, 0, 0], [270, 0, 0], [271, 0, 1], [272, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage2_unit4_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[273, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage2_unit4_flatten", 
      "inputs": [[274, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_excitation1_weight", 
      "attr": {"num_hidden": "32"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_excitation1_bias", 
      "attr": {"num_hidden": "32"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage2_unit4_excitation1", 
      "attr": {"num_hidden": "32"}, 
      "inputs": [[275, 0, 0], [276, 0, 0], [277, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit4_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[278, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_excitation2_weight", 
      "attr": {"num_hidden": "512"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage2_unit4_excitation2_bias", 
      "attr": {"num_hidden": "512"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage2_unit4_excitation2", 
      "attr": {"num_hidden": "512"}, 
      "inputs": [[279, 0, 0], [280, 0, 0], [281, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit4_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[282, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape6", 
      "attr": {"shape": "(-1, 512, 1, 1)"}, 
      "inputs": [[283, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul6", 
      "inputs": [[273, 0, 0], [284, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus6", 
      "inputs": [[285, 0, 0], [250, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage2_unit4_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[286, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit1_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[287, 0, 0], [288, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit1_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[289, 0, 0], [290, 0, 0], [291, 0, 0], [292, 0, 1], [293, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit1_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[294, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit1_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": [[295, 0, 0], [296, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit1_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[297, 0, 0], [298, 0, 0], [299, 0, 0], [300, 0, 1], [301, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit1_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[302, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit1_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[303, 0, 0], [304, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit1_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[305, 0, 0], [306, 0, 0], [307, 0, 0], [308, 0, 1], [309, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage3_unit1_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[310, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage3_unit1_flatten", 
      "inputs": [[311, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_excitation1_weight", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_excitation1_bias", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit1_excitation1", 
      "attr": {"num_hidden": "64"}, 
      "inputs": [[312, 0, 0], [313, 0, 0], [314, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit1_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[315, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_excitation2_weight", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_excitation2_bias", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit1_excitation2", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": [[316, 0, 0], [317, 0, 0], [318, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit1_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[319, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape7", 
      "attr": {"shape": "(-1, 1024, 1, 1)"}, 
      "inputs": [[320, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul7", 
      "inputs": [[310, 0, 0], [321, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_sc_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit1_sc", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": [[287, 0, 0], [323, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_sc_bn_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_sc_bn_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_sc_bn_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit1_sc_bn_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit1_sc_bn", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[324, 0, 0], [325, 0, 0], [326, 0, 0], [327, 0, 1], [328, 0, 1]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus7", 
      "inputs": [[322, 0, 0], [329, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[330, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit2_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[331, 0, 0], [332, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit2_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[333, 0, 0], [334, 0, 0], [335, 0, 0], [336, 0, 1], [337, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit2_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[338, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit2_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[339, 0, 0], [340, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit2_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[341, 0, 0], [342, 0, 0], [343, 0, 0], [344, 0, 1], [345, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit2_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[346, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit2_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[347, 0, 0], [348, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit2_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[349, 0, 0], [350, 0, 0], [351, 0, 0], [352, 0, 1], [353, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage3_unit2_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[354, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage3_unit2_flatten", 
      "inputs": [[355, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_excitation1_weight", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_excitation1_bias", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit2_excitation1", 
      "attr": {"num_hidden": "64"}, 
      "inputs": [[356, 0, 0], [357, 0, 0], [358, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit2_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[359, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_excitation2_weight", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit2_excitation2_bias", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit2_excitation2", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": [[360, 0, 0], [361, 0, 0], [362, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit2_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[363, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape8", 
      "attr": {"shape": "(-1, 1024, 1, 1)"}, 
      "inputs": [[364, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul8", 
      "inputs": [[354, 0, 0], [365, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus8", 
      "inputs": [[366, 0, 0], [331, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit2_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[367, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit3_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[368, 0, 0], [369, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit3_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[370, 0, 0], [371, 0, 0], [372, 0, 0], [373, 0, 1], [374, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit3_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[375, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit3_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[376, 0, 0], [377, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit3_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[378, 0, 0], [379, 0, 0], [380, 0, 0], [381, 0, 1], [382, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit3_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[383, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit3_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[384, 0, 0], [385, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit3_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[386, 0, 0], [387, 0, 0], [388, 0, 0], [389, 0, 1], [390, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage3_unit3_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[391, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage3_unit3_flatten", 
      "inputs": [[392, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_excitation1_weight", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_excitation1_bias", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit3_excitation1", 
      "attr": {"num_hidden": "64"}, 
      "inputs": [[393, 0, 0], [394, 0, 0], [395, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit3_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[396, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_excitation2_weight", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit3_excitation2_bias", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit3_excitation2", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": [[397, 0, 0], [398, 0, 0], [399, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit3_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[400, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape9", 
      "attr": {"shape": "(-1, 1024, 1, 1)"}, 
      "inputs": [[401, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul9", 
      "inputs": [[391, 0, 0], [402, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus9", 
      "inputs": [[403, 0, 0], [368, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit3_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[404, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit4_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[405, 0, 0], [406, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit4_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[407, 0, 0], [408, 0, 0], [409, 0, 0], [410, 0, 1], [411, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit4_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[412, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit4_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[413, 0, 0], [414, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit4_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[415, 0, 0], [416, 0, 0], [417, 0, 0], [418, 0, 1], [419, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit4_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[420, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit4_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[421, 0, 0], [422, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit4_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[423, 0, 0], [424, 0, 0], [425, 0, 0], [426, 0, 1], [427, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage3_unit4_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[428, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage3_unit4_flatten", 
      "inputs": [[429, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_excitation1_weight", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_excitation1_bias", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit4_excitation1", 
      "attr": {"num_hidden": "64"}, 
      "inputs": [[430, 0, 0], [431, 0, 0], [432, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit4_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[433, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_excitation2_weight", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit4_excitation2_bias", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit4_excitation2", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": [[434, 0, 0], [435, 0, 0], [436, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit4_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[437, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape10", 
      "attr": {"shape": "(-1, 1024, 1, 1)"}, 
      "inputs": [[438, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul10", 
      "inputs": [[428, 0, 0], [439, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus10", 
      "inputs": [[440, 0, 0], [405, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit4_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[441, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit5_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[442, 0, 0], [443, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit5_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[444, 0, 0], [445, 0, 0], [446, 0, 0], [447, 0, 1], [448, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit5_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[449, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit5_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[450, 0, 0], [451, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit5_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[452, 0, 0], [453, 0, 0], [454, 0, 0], [455, 0, 1], [456, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit5_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[457, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit5_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[458, 0, 0], [459, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit5_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[460, 0, 0], [461, 0, 0], [462, 0, 0], [463, 0, 1], [464, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage3_unit5_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[465, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage3_unit5_flatten", 
      "inputs": [[466, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_excitation1_weight", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_excitation1_bias", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit5_excitation1", 
      "attr": {"num_hidden": "64"}, 
      "inputs": [[467, 0, 0], [468, 0, 0], [469, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit5_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[470, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_excitation2_weight", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit5_excitation2_bias", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit5_excitation2", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": [[471, 0, 0], [472, 0, 0], [473, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit5_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[474, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape11", 
      "attr": {"shape": "(-1, 1024, 1, 1)"}, 
      "inputs": [[475, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul11", 
      "inputs": [[465, 0, 0], [476, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus11", 
      "inputs": [[477, 0, 0], [442, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit5_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[478, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit6_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[479, 0, 0], [480, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit6_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[481, 0, 0], [482, 0, 0], [483, 0, 0], [484, 0, 1], [485, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit6_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[486, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit6_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[487, 0, 0], [488, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit6_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[489, 0, 0], [490, 0, 0], [491, 0, 0], [492, 0, 1], [493, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit6_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[494, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage3_unit6_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[495, 0, 0], [496, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage3_unit6_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[497, 0, 0], [498, 0, 0], [499, 0, 0], [500, 0, 1], [501, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage3_unit6_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[502, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage3_unit6_flatten", 
      "inputs": [[503, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_excitation1_weight", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_excitation1_bias", 
      "attr": {"num_hidden": "64"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit6_excitation1", 
      "attr": {"num_hidden": "64"}, 
      "inputs": [[504, 0, 0], [505, 0, 0], [506, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit6_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[507, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_excitation2_weight", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage3_unit6_excitation2_bias", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage3_unit6_excitation2", 
      "attr": {"num_hidden": "1024"}, 
      "inputs": [[508, 0, 0], [509, 0, 0], [510, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit6_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[511, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape12", 
      "attr": {"shape": "(-1, 1024, 1, 1)"}, 
      "inputs": [[512, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul12", 
      "inputs": [[502, 0, 0], [513, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus12", 
      "inputs": [[514, 0, 0], [479, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage3_unit6_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[515, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage4_unit1_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[516, 0, 0], [517, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage4_unit1_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[518, 0, 0], [519, 0, 0], [520, 0, 0], [521, 0, 1], [522, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit1_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[523, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage4_unit1_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": [[524, 0, 0], [525, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage4_unit1_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[526, 0, 0], [527, 0, 0], [528, 0, 0], [529, 0, 1], [530, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit1_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[531, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "2048", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage4_unit1_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "2048", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[532, 0, 0], [533, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage4_unit1_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[534, 0, 0], [535, 0, 0], [536, 0, 0], [537, 0, 1], [538, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage4_unit1_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[539, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage4_unit1_flatten", 
      "inputs": [[540, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_excitation1_weight", 
      "attr": {"num_hidden": "128"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_excitation1_bias", 
      "attr": {"num_hidden": "128"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage4_unit1_excitation1", 
      "attr": {"num_hidden": "128"}, 
      "inputs": [[541, 0, 0], [542, 0, 0], [543, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit1_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[544, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_excitation2_weight", 
      "attr": {"num_hidden": "2048"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_excitation2_bias", 
      "attr": {"num_hidden": "2048"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage4_unit1_excitation2", 
      "attr": {"num_hidden": "2048"}, 
      "inputs": [[545, 0, 0], [546, 0, 0], [547, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit1_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[548, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape13", 
      "attr": {"shape": "(-1, 2048, 1, 1)"}, 
      "inputs": [[549, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul13", 
      "inputs": [[539, 0, 0], [550, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_sc_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "2048", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage4_unit1_sc", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "2048", 
        "stride": "(2, 2)", 
        "workspace": "512"
      }, 
      "inputs": [[516, 0, 0], [552, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_sc_bn_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_sc_bn_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_sc_bn_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit1_sc_bn_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage4_unit1_sc_bn", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[553, 0, 0], [554, 0, 0], [555, 0, 0], [556, 0, 1], [557, 0, 1]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus13", 
      "inputs": [[551, 0, 0], [558, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[559, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage4_unit2_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[560, 0, 0], [561, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage4_unit2_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[562, 0, 0], [563, 0, 0], [564, 0, 0], [565, 0, 1], [566, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit2_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[567, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage4_unit2_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[568, 0, 0], [569, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage4_unit2_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[570, 0, 0], [571, 0, 0], [572, 0, 0], [573, 0, 1], [574, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit2_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[575, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "2048", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage4_unit2_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "2048", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[576, 0, 0], [577, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage4_unit2_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[578, 0, 0], [579, 0, 0], [580, 0, 0], [581, 0, 1], [582, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage4_unit2_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[583, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage4_unit2_flatten", 
      "inputs": [[584, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_excitation1_weight", 
      "attr": {"num_hidden": "128"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_excitation1_bias", 
      "attr": {"num_hidden": "128"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage4_unit2_excitation1", 
      "attr": {"num_hidden": "128"}, 
      "inputs": [[585, 0, 0], [586, 0, 0], [587, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit2_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[588, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_excitation2_weight", 
      "attr": {"num_hidden": "2048"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit2_excitation2_bias", 
      "attr": {"num_hidden": "2048"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage4_unit2_excitation2", 
      "attr": {"num_hidden": "2048"}, 
      "inputs": [[589, 0, 0], [590, 0, 0], [591, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit2_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[592, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape14", 
      "attr": {"shape": "(-1, 2048, 1, 1)"}, 
      "inputs": [[593, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul14", 
      "inputs": [[583, 0, 0], [594, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus14", 
      "inputs": [[595, 0, 0], [560, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit2_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[596, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_conv1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage4_unit3_conv1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[597, 0, 0], [598, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn1_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn1_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage4_unit3_bn1", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[599, 0, 0], [600, 0, 0], [601, 0, 0], [602, 0, 1], [603, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit3_relu1", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[604, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_conv2_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage4_unit3_conv2", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "num_group": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[605, 0, 0], [606, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn2_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn2_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn2_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn2_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage4_unit3_bn2", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[607, 0, 0], [608, 0, 0], [609, 0, 0], [610, 0, 1], [611, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit3_relu2", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[612, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_conv3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "2048", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "stage4_unit3_conv3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "2048", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)", 
        "workspace": "512"
      }, 
      "inputs": [[613, 0, 0], [614, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn3_gamma", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn3_beta", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn3_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_bn3_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "stage4_unit3_bn3", 
      "attr": {
        "eps": "2e-05", 
        "fix_gamma": "False", 
        "momentum": "0.9"
      }, 
      "inputs": [[615, 0, 0], [616, 0, 0], [617, 0, 0], [618, 0, 1], [619, 0, 1]]
    }, 
    {
      "op": "Pooling", 
      "name": "stage4_unit3_squeeze", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[620, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "stage4_unit3_flatten", 
      "inputs": [[621, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_excitation1_weight", 
      "attr": {"num_hidden": "128"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_excitation1_bias", 
      "attr": {"num_hidden": "128"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage4_unit3_excitation1", 
      "attr": {"num_hidden": "128"}, 
      "inputs": [[622, 0, 0], [623, 0, 0], [624, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit3_excitation1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[625, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_excitation2_weight", 
      "attr": {"num_hidden": "2048"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "stage4_unit3_excitation2_bias", 
      "attr": {"num_hidden": "2048"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "stage4_unit3_excitation2", 
      "attr": {"num_hidden": "2048"}, 
      "inputs": [[626, 0, 0], [627, 0, 0], [628, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit3_excitation2_sigmoid", 
      "attr": {"act_type": "sigmoid"}, 
      "inputs": [[629, 0, 0]]
    }, 
    {
      "op": "Reshape", 
      "name": "reshape15", 
      "attr": {"shape": "(-1, 2048, 1, 1)"}, 
      "inputs": [[630, 0, 0]]
    }, 
    {
      "op": "broadcast_mul", 
      "name": "broadcast_mul15", 
      "inputs": [[620, 0, 0], [631, 0, 0]]
    }, 
    {
      "op": "elemwise_add", 
      "name": "_plus15", 
      "inputs": [[632, 0, 0], [597, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "stage4_unit3_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[633, 0, 0]]
    }, 
    {
      "op": "Pooling", 
      "name": "pool1", 
      "attr": {
        "global_pool": "True", 
        "kernel": "(7, 7)", 
        "pool_type": "avg"
      }, 
      "inputs": [[634, 0, 0]]
    }, 
    {
      "op": "Flatten", 
      "name": "flatten0", 
      "inputs": [[635, 0, 0]]
    }, 
    {
      "op": "Dropout", 
      "name": "dp1", 
      "attr": {"p": "0.0"}, 
      "inputs": [[636, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "fc1_weight", 
      "attr": {"num_hidden": "1000"}, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "fc1_bias", 
      "attr": {"num_hidden": "1000"}, 
      "inputs": []
    }, 
    {
      "op": "FullyConnected", 
      "name": "fc1", 
      "attr": {"num_hidden": "1000"}, 
      "inputs": [[637, 0, 0], [638, 0, 0], [639, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "softmax_label", 
      "inputs": []
    }, 
    {
      "op": "SoftmaxOutput", 
      "name": "softmax", 
      "inputs": [[640, 0, 0], [641, 0, 0]]
    }
  ], 
  "arg_nodes": [
    0, 
    1, 
    2, 
    3, 
    4, 
    6, 
    8, 
    9, 
    10, 
    11, 
    15, 
    17, 
    18, 
    19, 
    20, 
    23, 
    25, 
    26, 
    27, 
    28, 
    31, 
    33, 
    34, 
    35, 
    36, 
    40, 
    41, 
    44, 
    45, 
    50, 
    52, 
    53, 
    54, 
    55, 
    59, 
    61, 
    62, 
    63, 
    64, 
    67, 
    69, 
    70, 
    71, 
    72, 
    75, 
    77, 
    78, 
    79, 
    80, 
    84, 
    85, 
    88, 
    89, 
    96, 
    98, 
    99, 
    100, 
    101, 
    104, 
    106, 
    107, 
    108, 
    109, 
    112, 
    114, 
    115, 
    116, 
    117, 
    121, 
    122, 
    125, 
    126, 
    133, 
    135, 
    136, 
    137, 
    138, 
    141, 
    143, 
    144, 
    145, 
    146, 
    149, 
    151, 
    152, 
    153, 
    154, 
    158, 
    159, 
    162, 
    163, 
    168, 
    170, 
    171, 
    172, 
    173, 
    177, 
    179, 
    180, 
    181, 
    182, 
    185, 
    187, 
    188, 
    189, 
    190, 
    193, 
    195, 
    196, 
    197, 
    198, 
    202, 
    203, 
    206, 
    207, 
    214, 
    216, 
    217, 
    218, 
    219, 
    222, 
    224, 
    225, 
    226, 
    227, 
    230, 
    232, 
    233, 
    234, 
    235, 
    239, 
    240, 
    243, 
    244, 
    251, 
    253, 
    254, 
    255, 
    256, 
    259, 
    261, 
    262, 
    263, 
    264, 
    267, 
    269, 
    270, 
    271, 
    272, 
    276, 
    277, 
    280, 
    281, 
    288, 
    290, 
    291, 
    292, 
    293, 
    296, 
    298, 
    299, 
    300, 
    301, 
    304, 
    306, 
    307, 
    308, 
    309, 
    313, 
    314, 
    317, 
    318, 
    323, 
    325, 
    326, 
    327, 
    328, 
    332, 
    334, 
    335, 
    336, 
    337, 
    340, 
    342, 
    343, 
    344, 
    345, 
    348, 
    350, 
    351, 
    352, 
    353, 
    357, 
    358, 
    361, 
    362, 
    369, 
    371, 
    372, 
    373, 
    374, 
    377, 
    379, 
    380, 
    381, 
    382, 
    385, 
    387, 
    388, 
    389, 
    390, 
    394, 
    395, 
    398, 
    399, 
    406, 
    408, 
    409, 
    410, 
    411, 
    414, 
    416, 
    417, 
    418, 
    419, 
    422, 
    424, 
    425, 
    426, 
    427, 
    431, 
    432, 
    435, 
    436, 
    443, 
    445, 
    446, 
    447, 
    448, 
    451, 
    453, 
    454, 
    455, 
    456, 
    459, 
    461, 
    462, 
    463, 
    464, 
    468, 
    469, 
    472, 
    473, 
    480, 
    482, 
    483, 
    484, 
    485, 
    488, 
    490, 
    491, 
    492, 
    493, 
    496, 
    498, 
    499, 
    500, 
    501, 
    505, 
    506, 
    509, 
    510, 
    517, 
    519, 
    520, 
    521, 
    522, 
    525, 
    527, 
    528, 
    529, 
    530, 
    533, 
    535, 
    536, 
    537, 
    538, 
    542, 
    543, 
    546, 
    547, 
    552, 
    554, 
    555, 
    556, 
    557, 
    561, 
    563, 
    564, 
    565, 
    566, 
    569, 
    571, 
    572, 
    573, 
    574, 
    577, 
    579, 
    580, 
    581, 
    582, 
    586, 
    587, 
    590, 
    591, 
    598, 
    600, 
    601, 
    602, 
    603, 
    606, 
    608, 
    609, 
    610, 
    611, 
    614, 
    616, 
    617, 
    618, 
    619, 
    623, 
    624, 
    627, 
    628, 
    638, 
    639, 
    641
  ], 
  "node_row_ptr": [
    0, 
    1, 
    2, 
    3, 
    4, 
    5, 
    8, 
    9, 
    10, 
    11, 
    12, 
    13, 
    14, 
    17, 
    18, 
    19, 
    20, 
    21, 
    22, 
    23, 
    24, 
    25, 
    28, 
    29, 
    30, 
    31, 
    32, 
    33, 
    34, 
    35, 
    38, 
    39, 
    40, 
    41, 
    42, 
    43, 
    44, 
    45, 
    48, 
    49, 
    50, 
    51, 
    52, 
    53, 
    54, 
    55, 
    56, 
    57, 
    58, 
    59, 
    60, 
    61, 
    62, 
    63, 
    64, 
    65, 
    66, 
    69, 
    70, 
    71, 
    72, 
    73, 
    74, 
    75, 
    76, 
    77, 
    80, 
    81, 
    82, 
    83, 
    84, 
    85, 
    86, 
    87, 
    90, 
    91, 
    92, 
    93, 
    94, 
    95, 
    96, 
    97, 
    100, 
    101, 
    102, 
    103, 
    104, 
    105, 
    106, 
    107, 
    108, 
    109, 
    110, 
    111, 
    112, 
    113, 
    114, 
    115, 
    116, 
    117, 
    118, 
    119, 
    120, 
    123, 
    124, 
    125, 
    126, 
    127, 
    128, 
    129, 
    130, 
    133, 
    134, 
    135, 
    136, 
    137, 
    138, 
    139, 
    140, 
    143, 
    144, 
    145, 
    146, 
    147, 
    148, 
    149, 
    150, 
    151, 
    152, 
    153, 
    154, 
    155, 
    156, 
    157, 
    158, 
    159, 
    160, 
    161, 
    162, 
    163, 
    166, 
    167, 
    168, 
    169, 
    170, 
    171, 
    172, 
    173, 
    176, 
    177, 
    178, 
    179, 
    180, 
    181, 
    182, 
    183, 
    186, 
    187, 
    188, 
    189, 
    190, 
    191, 
    192, 
    193, 
    194, 
    195, 
    196, 
    197, 
    198, 
    199, 
    200, 
    201, 
    202, 
    203, 
    204, 
    207, 
    208, 
    209, 
    210, 
    211, 
    212, 
    213, 
    214, 
    215, 
    218, 
    219, 
    220, 
    221, 
    222, 
    223, 
    224, 
    225, 
    228, 
    229, 
    230, 
    231, 
    232, 
    233, 
    234, 
    235, 
    238, 
    239, 
    240, 
    241, 
    242, 
    243, 
    244, 
    245, 
    246, 
    247, 
    248, 
    249, 
    250, 
    251, 
    252, 
    253, 
    254, 
    255, 
    256, 
    257, 
    258, 
    261, 
    262, 
    263, 
    264, 
    265, 
    266, 
    267, 
    268, 
    271, 
    272, 
    273, 
    274, 
    275, 
    276, 
    277, 
    278, 
    281, 
    282, 
    283, 
    284, 
    285, 
    286, 
    287, 
    288, 
    289, 
    290, 
    291, 
    292, 
    293, 
    294, 
    295, 
    296, 
    297, 
    298, 
    299, 
    300, 
    301, 
    304, 
    305, 
    306, 
    307, 
    308, 
    309, 
    310, 
    311, 
    314, 
    315, 
    316, 
    317, 
    318, 
    319, 
    320, 
    321, 
    324, 
    325, 
    326, 
    327, 
    328, 
    329, 
    330, 
    331, 
    332, 
    333, 
    334, 
    335, 
    336, 
    337, 
    338, 
    339, 
    340, 
    341, 
    342, 
    343, 
    344, 
    347, 
    348, 
    349, 
    350, 
    351, 
    352, 
    353, 
    354, 
    357, 
    358, 
    359, 
    360, 
    361, 
    362, 
    363, 
    364, 
    367, 
    368, 
    369, 
    370, 
    371, 
    372, 
    373, 
    374, 
    375, 
    376, 
    377, 
    378, 
    379, 
    380, 
    381, 
    382, 
    383, 
    384, 
    385, 
    388, 
    389, 
    390, 
    391, 
    392, 
    393, 
    394, 
    395, 
    396, 
    399, 
    400, 
    401, 
    402, 
    403, 
    404, 
    405, 
    406, 
    409, 
    410, 
    411, 
    412, 
    413, 
    414, 
    415, 
    416, 
    419, 
    420, 
    421, 
    422, 
    423, 
    424, 
    425, 
    426, 
    427, 
    428, 
    429, 
    430, 
    431, 
    432, 
    433, 
    434, 
    435, 
    436, 
    437, 
    438, 
    439, 
    442, 
    443, 
    444, 
    445, 
    446, 
    447, 
    448, 
    449, 
    452, 
    453, 
    454, 
    455, 
    456, 
    457, 
    458, 
    459, 
    462, 
    463, 
    464, 
    465, 
    466, 
    467, 
    468, 
    469, 
    470, 
    471, 
    472, 
    473, 
    474, 
    475, 
    476, 
    477, 
    478, 
    479, 
    480, 
    481, 
    482, 
    485, 
    486, 
    487, 
    488, 
    489, 
    490, 
    491, 
    492, 
    495, 
    496, 
    497, 
    498, 
    499, 
    500, 
    501, 
    502, 
    505, 
    506, 
    507, 
    508, 
    509, 
    510, 
    511, 
    512, 
    513, 
    514, 
    515, 
    516, 
    517, 
    518, 
    519, 
    520, 
    521, 
    522, 
    523, 
    524, 
    525, 
    528, 
    529, 
    530, 
    531, 
    532, 
    533, 
    534, 
    535, 
    538, 
    539, 
    540, 
    541, 
    542, 
    543, 
    544, 
    545, 
    548, 
    549, 
    550, 
    551, 
    552, 
    553, 
    554, 
    555, 
    556, 
    557, 
    558, 
    559, 
    560, 
    561, 
    562, 
    563, 
    564, 
    565, 
    566, 
    567, 
    568, 
    571, 
    572, 
    573, 
    574, 
    575, 
    576, 
    577, 
    578, 
    581, 
    582, 
    583, 
    584, 
    585, 
    586, 
    587, 
    588, 
    591, 
    592, 
    593, 
    594, 
    595, 
    596, 
    597, 
    598, 
    599, 
    600, 
    601, 
    602, 
    603, 
    604, 
    605, 
    606, 
    607, 
    608, 
    609, 
    610, 
    611, 
    614, 
    615, 
    616, 
    617, 
    618, 
    619, 
    620, 
    621, 
    624, 
    625, 
    626, 
    627, 
    628, 
    629, 
    630, 
    631, 
    634, 
    635, 
    636, 
    637, 
    638, 
    639, 
    640, 
    641, 
    642, 
    643, 
    644, 
    645, 
    646, 
    647, 
    648, 
    649, 
    650, 
    651, 
    652, 
    655, 
    656, 
    657, 
    658, 
    659, 
    660, 
    661, 
    662, 
    663, 
    666, 
    667, 
    668, 
    669, 
    670, 
    671, 
    672, 
    673, 
    676, 
    677, 
    678, 
    679, 
    680, 
    681, 
    682, 
    683, 
    686, 
    687, 
    688, 
    689, 
    690, 
    691, 
    692, 
    693, 
    694, 
    695, 
    696, 
    697, 
    698, 
    699, 
    700, 
    701, 
    702, 
    703, 
    704, 
    705, 
    706, 
    709, 
    710, 
    711, 
    712, 
    713, 
    714, 
    715, 
    716, 
    719, 
    720, 
    721, 
    722, 
    723, 
    724, 
    725, 
    726, 
    729, 
    730, 
    731, 
    732, 
    733, 
    734, 
    735, 
    736, 
    737, 
    738, 
    739, 
    740, 
    741, 
    742, 
    743, 
    744, 
    745, 
    747, 
    748, 
    749, 
    750, 
    751, 
    752
  ], 
  "heads": [[642, 0, 0]], 
  "attrs": {"mxnet_version": ["int", 1100]}
}