hr101-symbol.json

{
  "nodes": [
    {
      "op": "null", 
      "name": "data", 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "conv1_weight", 
      "attr": {
        "kernel": "(7, 7)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(3, 3)", 
        "stride": "(2, 2)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "conv1", 
      "attr": {
        "kernel": "(7, 7)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(3, 3)", 
        "stride": "(2, 2)"
      }, 
      "inputs": [[0, 0, 0], [1, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn_conv1_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn_conv1_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn_conv1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn_conv1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn_conv1", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[2, 0, 0], [3, 0, 0], [4, 0, 0], [5, 0, 1], [6, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "conv1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[7, 0, 0]]
    }, 
    {
      "op": "Pooling", 
      "name": "pool1", 
      "attr": {
        "kernel": "(3, 3)", 
        "pad": "(0, 0)", 
        "pool_type": "max", 
        "pooling_convention": "full", 
        "stride": "(2, 2)"
      }, 
      "inputs": [[8, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res2a_branch1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res2a_branch1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[9, 0, 0], [10, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch1_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch1_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn2a_branch1", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[11, 0, 0], [12, 0, 0], [13, 0, 0], [14, 0, 1], [15, 0, 1]]
    }, 
    {
      "op": "null", 
      "name": "res2a_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res2a_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[9, 0, 0], [17, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn2a_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[18, 0, 0], [19, 0, 0], [20, 0, 0], [21, 0, 1], [22, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res2a_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[23, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res2a_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res2a_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[24, 0, 0], [25, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn2a_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[26, 0, 0], [27, 0, 0], [28, 0, 0], [29, 0, 1], [30, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res2a_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[31, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res2a_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res2a_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[32, 0, 0], [33, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2a_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn2a_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[34, 0, 0], [35, 0, 0], [36, 0, 0], [37, 0, 1], [38, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res2a", 
      "inputs": [[16, 0, 0], [39, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[40, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res2b_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res2b_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[41, 0, 0], [42, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn2b_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[43, 0, 0], [44, 0, 0], [45, 0, 0], [46, 0, 1], [47, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res2b_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[48, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res2b_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res2b_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[49, 0, 0], [50, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn2b_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[51, 0, 0], [52, 0, 0], [53, 0, 0], [54, 0, 1], [55, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res2b_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[56, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res2b_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res2b_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[57, 0, 0], [58, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2b_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn2b_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[59, 0, 0], [60, 0, 0], [61, 0, 0], [62, 0, 1], [63, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res2b", 
      "inputs": [[41, 0, 0], [64, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[65, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res2c_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res2c_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[66, 0, 0], [67, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn2c_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[68, 0, 0], [69, 0, 0], [70, 0, 0], [71, 0, 1], [72, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res2c_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[73, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res2c_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res2c_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "64", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[74, 0, 0], [75, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn2c_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[76, 0, 0], [77, 0, 0], [78, 0, 0], [79, 0, 1], [80, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res2c_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[81, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res2c_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res2c_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[82, 0, 0], [83, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn2c_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn2c_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[84, 0, 0], [85, 0, 0], [86, 0, 0], [87, 0, 1], [88, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res2c", 
      "inputs": [[66, 0, 0], [89, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res2c_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[90, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3a_branch1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(2, 2)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3a_branch1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(2, 2)"
      }, 
      "inputs": [[91, 0, 0], [92, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch1_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch1_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3a_branch1", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[93, 0, 0], [94, 0, 0], [95, 0, 0], [96, 0, 1], [97, 0, 1]]
    }, 
    {
      "op": "null", 
      "name": "res3a_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(2, 2)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3a_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(2, 2)"
      }, 
      "inputs": [[91, 0, 0], [99, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3a_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[100, 0, 0], [101, 0, 0], [102, 0, 0], [103, 0, 1], [104, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res3a_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[105, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3a_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3a_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[106, 0, 0], [107, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3a_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[108, 0, 0], [109, 0, 0], [110, 0, 0], [111, 0, 1], [112, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res3a_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[113, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3a_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3a_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[114, 0, 0], [115, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3a_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3a_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[116, 0, 0], [117, 0, 0], [118, 0, 0], [119, 0, 1], [120, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res3a", 
      "inputs": [[98, 0, 0], [121, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res3a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[122, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3b1_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3b1_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[123, 0, 0], [124, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3b1_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[125, 0, 0], [126, 0, 0], [127, 0, 0], [128, 0, 1], [129, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res3b1_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[130, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3b1_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3b1_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[131, 0, 0], [132, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3b1_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[133, 0, 0], [134, 0, 0], [135, 0, 0], [136, 0, 1], [137, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res3b1_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[138, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3b1_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3b1_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[139, 0, 0], [140, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b1_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3b1_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[141, 0, 0], [142, 0, 0], [143, 0, 0], [144, 0, 1], [145, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res3b1", 
      "inputs": [[123, 0, 0], [146, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res3b1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[147, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3b2_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3b2_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[148, 0, 0], [149, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3b2_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[150, 0, 0], [151, 0, 0], [152, 0, 0], [153, 0, 1], [154, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res3b2_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[155, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3b2_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3b2_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[156, 0, 0], [157, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3b2_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[158, 0, 0], [159, 0, 0], [160, 0, 0], [161, 0, 1], [162, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res3b2_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[163, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3b2_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3b2_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[164, 0, 0], [165, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b2_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3b2_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[166, 0, 0], [167, 0, 0], [168, 0, 0], [169, 0, 1], [170, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res3b2", 
      "inputs": [[148, 0, 0], [171, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res3b2_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[172, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3b3_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3b3_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[173, 0, 0], [174, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3b3_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[175, 0, 0], [176, 0, 0], [177, 0, 0], [178, 0, 1], [179, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res3b3_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[180, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3b3_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3b3_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "128", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[181, 0, 0], [182, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3b3_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[183, 0, 0], [184, 0, 0], [185, 0, 0], [186, 0, 1], [187, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res3b3_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[188, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res3b3_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res3b3_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "512", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[189, 0, 0], [190, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn3b3_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn3b3_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[191, 0, 0], [192, 0, 0], [193, 0, 0], [194, 0, 1], [195, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res3b3", 
      "inputs": [[173, 0, 0], [196, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res3b3_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[197, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4a_branch1_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(2, 2)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4a_branch1", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(2, 2)"
      }, 
      "inputs": [[198, 0, 0], [199, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch1_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch1_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch1_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch1_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4a_branch1", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[200, 0, 0], [201, 0, 0], [202, 0, 0], [203, 0, 1], [204, 0, 1]]
    }, 
    {
      "op": "null", 
      "name": "res4a_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(2, 2)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4a_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(2, 2)"
      }, 
      "inputs": [[198, 0, 0], [206, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4a_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[207, 0, 0], [208, 0, 0], [209, 0, 0], [210, 0, 1], [211, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4a_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[212, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4a_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4a_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[213, 0, 0], [214, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4a_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[215, 0, 0], [216, 0, 0], [217, 0, 0], [218, 0, 1], [219, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4a_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[220, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4a_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4a_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[221, 0, 0], [222, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4a_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4a_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[223, 0, 0], [224, 0, 0], [225, 0, 0], [226, 0, 1], [227, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4a", 
      "inputs": [[205, 0, 0], [228, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[229, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b1_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b1_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[230, 0, 0], [231, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b1_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[232, 0, 0], [233, 0, 0], [234, 0, 0], [235, 0, 1], [236, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b1_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[237, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b1_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b1_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[238, 0, 0], [239, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b1_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[240, 0, 0], [241, 0, 0], [242, 0, 0], [243, 0, 1], [244, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b1_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[245, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b1_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b1_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[246, 0, 0], [247, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b1_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b1_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[248, 0, 0], [249, 0, 0], [250, 0, 0], [251, 0, 1], [252, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b1", 
      "inputs": [[230, 0, 0], [253, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b1_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[254, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b2_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b2_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[255, 0, 0], [256, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b2_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[257, 0, 0], [258, 0, 0], [259, 0, 0], [260, 0, 1], [261, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b2_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[262, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b2_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b2_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[263, 0, 0], [264, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b2_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[265, 0, 0], [266, 0, 0], [267, 0, 0], [268, 0, 1], [269, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b2_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[270, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b2_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b2_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[271, 0, 0], [272, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b2_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b2_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[273, 0, 0], [274, 0, 0], [275, 0, 0], [276, 0, 1], [277, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b2", 
      "inputs": [[255, 0, 0], [278, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b2_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[279, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b3_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b3_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[280, 0, 0], [281, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b3_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[282, 0, 0], [283, 0, 0], [284, 0, 0], [285, 0, 1], [286, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b3_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[287, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b3_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b3_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[288, 0, 0], [289, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b3_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[290, 0, 0], [291, 0, 0], [292, 0, 0], [293, 0, 1], [294, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b3_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[295, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b3_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b3_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[296, 0, 0], [297, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b3_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b3_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[298, 0, 0], [299, 0, 0], [300, 0, 0], [301, 0, 1], [302, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b3", 
      "inputs": [[280, 0, 0], [303, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b3_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[304, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b4_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b4_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[305, 0, 0], [306, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b4_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[307, 0, 0], [308, 0, 0], [309, 0, 0], [310, 0, 1], [311, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b4_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[312, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b4_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b4_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[313, 0, 0], [314, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b4_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[315, 0, 0], [316, 0, 0], [317, 0, 0], [318, 0, 1], [319, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b4_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[320, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b4_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b4_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[321, 0, 0], [322, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b4_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b4_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[323, 0, 0], [324, 0, 0], [325, 0, 0], [326, 0, 1], [327, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b4", 
      "inputs": [[305, 0, 0], [328, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b4_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[329, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b5_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b5_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[330, 0, 0], [331, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b5_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[332, 0, 0], [333, 0, 0], [334, 0, 0], [335, 0, 1], [336, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b5_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[337, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b5_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b5_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[338, 0, 0], [339, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b5_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[340, 0, 0], [341, 0, 0], [342, 0, 0], [343, 0, 1], [344, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b5_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[345, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b5_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b5_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[346, 0, 0], [347, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b5_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b5_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[348, 0, 0], [349, 0, 0], [350, 0, 0], [351, 0, 1], [352, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b5", 
      "inputs": [[330, 0, 0], [353, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b5_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[354, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b6_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b6_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[355, 0, 0], [356, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b6_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[357, 0, 0], [358, 0, 0], [359, 0, 0], [360, 0, 1], [361, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b6_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[362, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b6_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b6_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[363, 0, 0], [364, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b6_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[365, 0, 0], [366, 0, 0], [367, 0, 0], [368, 0, 1], [369, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b6_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[370, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b6_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b6_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[371, 0, 0], [372, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b6_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b6_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[373, 0, 0], [374, 0, 0], [375, 0, 0], [376, 0, 1], [377, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b6", 
      "inputs": [[355, 0, 0], [378, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b6_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[379, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b7_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b7_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[380, 0, 0], [381, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b7_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[382, 0, 0], [383, 0, 0], [384, 0, 0], [385, 0, 1], [386, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b7_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[387, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b7_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b7_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[388, 0, 0], [389, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b7_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[390, 0, 0], [391, 0, 0], [392, 0, 0], [393, 0, 1], [394, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b7_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[395, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b7_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b7_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[396, 0, 0], [397, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b7_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b7_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[398, 0, 0], [399, 0, 0], [400, 0, 0], [401, 0, 1], [402, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b7", 
      "inputs": [[380, 0, 0], [403, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b7_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[404, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b8_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b8_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[405, 0, 0], [406, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b8_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[407, 0, 0], [408, 0, 0], [409, 0, 0], [410, 0, 1], [411, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b8_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[412, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b8_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b8_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[413, 0, 0], [414, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b8_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[415, 0, 0], [416, 0, 0], [417, 0, 0], [418, 0, 1], [419, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b8_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[420, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b8_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b8_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[421, 0, 0], [422, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b8_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b8_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[423, 0, 0], [424, 0, 0], [425, 0, 0], [426, 0, 1], [427, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b8", 
      "inputs": [[405, 0, 0], [428, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b8_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[429, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b9_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b9_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[430, 0, 0], [431, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b9_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[432, 0, 0], [433, 0, 0], [434, 0, 0], [435, 0, 1], [436, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b9_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[437, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b9_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b9_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[438, 0, 0], [439, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b9_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[440, 0, 0], [441, 0, 0], [442, 0, 0], [443, 0, 1], [444, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b9_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[445, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b9_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b9_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[446, 0, 0], [447, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b9_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b9_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[448, 0, 0], [449, 0, 0], [450, 0, 0], [451, 0, 1], [452, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b9", 
      "inputs": [[430, 0, 0], [453, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b9_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[454, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b10_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b10_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[455, 0, 0], [456, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b10_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[457, 0, 0], [458, 0, 0], [459, 0, 0], [460, 0, 1], [461, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b10_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[462, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b10_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b10_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[463, 0, 0], [464, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b10_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[465, 0, 0], [466, 0, 0], [467, 0, 0], [468, 0, 1], [469, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b10_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[470, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b10_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b10_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[471, 0, 0], [472, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b10_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b10_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[473, 0, 0], [474, 0, 0], [475, 0, 0], [476, 0, 1], [477, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b10", 
      "inputs": [[455, 0, 0], [478, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b10_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[479, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b11_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b11_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[480, 0, 0], [481, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b11_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[482, 0, 0], [483, 0, 0], [484, 0, 0], [485, 0, 1], [486, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b11_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[487, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b11_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b11_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[488, 0, 0], [489, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b11_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[490, 0, 0], [491, 0, 0], [492, 0, 0], [493, 0, 1], [494, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b11_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[495, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b11_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b11_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[496, 0, 0], [497, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b11_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b11_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[498, 0, 0], [499, 0, 0], [500, 0, 0], [501, 0, 1], [502, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b11", 
      "inputs": [[480, 0, 0], [503, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b11_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[504, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b12_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b12_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[505, 0, 0], [506, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b12_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[507, 0, 0], [508, 0, 0], [509, 0, 0], [510, 0, 1], [511, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b12_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[512, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b12_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b12_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[513, 0, 0], [514, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b12_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[515, 0, 0], [516, 0, 0], [517, 0, 0], [518, 0, 1], [519, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b12_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[520, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b12_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b12_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[521, 0, 0], [522, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b12_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b12_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[523, 0, 0], [524, 0, 0], [525, 0, 0], [526, 0, 1], [527, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b12", 
      "inputs": [[505, 0, 0], [528, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b12_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[529, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b13_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b13_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[530, 0, 0], [531, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b13_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[532, 0, 0], [533, 0, 0], [534, 0, 0], [535, 0, 1], [536, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b13_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[537, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b13_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b13_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[538, 0, 0], [539, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b13_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[540, 0, 0], [541, 0, 0], [542, 0, 0], [543, 0, 1], [544, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b13_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[545, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b13_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b13_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[546, 0, 0], [547, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b13_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b13_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[548, 0, 0], [549, 0, 0], [550, 0, 0], [551, 0, 1], [552, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b13", 
      "inputs": [[530, 0, 0], [553, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b13_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[554, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b14_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b14_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[555, 0, 0], [556, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b14_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[557, 0, 0], [558, 0, 0], [559, 0, 0], [560, 0, 1], [561, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b14_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[562, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b14_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b14_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[563, 0, 0], [564, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b14_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[565, 0, 0], [566, 0, 0], [567, 0, 0], [568, 0, 1], [569, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b14_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[570, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b14_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b14_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[571, 0, 0], [572, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b14_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b14_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[573, 0, 0], [574, 0, 0], [575, 0, 0], [576, 0, 1], [577, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b14", 
      "inputs": [[555, 0, 0], [578, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b14_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[579, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b15_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b15_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[580, 0, 0], [581, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b15_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[582, 0, 0], [583, 0, 0], [584, 0, 0], [585, 0, 1], [586, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b15_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[587, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b15_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b15_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[588, 0, 0], [589, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b15_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[590, 0, 0], [591, 0, 0], [592, 0, 0], [593, 0, 1], [594, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b15_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[595, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b15_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b15_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[596, 0, 0], [597, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b15_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b15_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[598, 0, 0], [599, 0, 0], [600, 0, 0], [601, 0, 1], [602, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b15", 
      "inputs": [[580, 0, 0], [603, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b15_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[604, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b16_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b16_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[605, 0, 0], [606, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b16_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[607, 0, 0], [608, 0, 0], [609, 0, 0], [610, 0, 1], [611, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b16_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[612, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b16_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b16_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[613, 0, 0], [614, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b16_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[615, 0, 0], [616, 0, 0], [617, 0, 0], [618, 0, 1], [619, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b16_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[620, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b16_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b16_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[621, 0, 0], [622, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b16_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b16_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[623, 0, 0], [624, 0, 0], [625, 0, 0], [626, 0, 1], [627, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b16", 
      "inputs": [[605, 0, 0], [628, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b16_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[629, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b17_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b17_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[630, 0, 0], [631, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b17_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[632, 0, 0], [633, 0, 0], [634, 0, 0], [635, 0, 1], [636, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b17_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[637, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b17_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b17_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[638, 0, 0], [639, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b17_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[640, 0, 0], [641, 0, 0], [642, 0, 0], [643, 0, 1], [644, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b17_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[645, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b17_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b17_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[646, 0, 0], [647, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b17_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b17_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[648, 0, 0], [649, 0, 0], [650, 0, 0], [651, 0, 1], [652, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b17", 
      "inputs": [[630, 0, 0], [653, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b17_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[654, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b18_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b18_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[655, 0, 0], [656, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b18_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[657, 0, 0], [658, 0, 0], [659, 0, 0], [660, 0, 1], [661, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b18_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[662, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b18_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b18_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[663, 0, 0], [664, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b18_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[665, 0, 0], [666, 0, 0], [667, 0, 0], [668, 0, 1], [669, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b18_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[670, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b18_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b18_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[671, 0, 0], [672, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b18_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b18_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[673, 0, 0], [674, 0, 0], [675, 0, 0], [676, 0, 1], [677, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b18", 
      "inputs": [[655, 0, 0], [678, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b18_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[679, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b19_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b19_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[680, 0, 0], [681, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b19_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[682, 0, 0], [683, 0, 0], [684, 0, 0], [685, 0, 1], [686, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b19_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[687, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b19_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b19_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[688, 0, 0], [689, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b19_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[690, 0, 0], [691, 0, 0], [692, 0, 0], [693, 0, 1], [694, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b19_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[695, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b19_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b19_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[696, 0, 0], [697, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b19_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b19_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[698, 0, 0], [699, 0, 0], [700, 0, 0], [701, 0, 1], [702, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b19", 
      "inputs": [[680, 0, 0], [703, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b19_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[704, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b20_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b20_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[705, 0, 0], [706, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b20_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[707, 0, 0], [708, 0, 0], [709, 0, 0], [710, 0, 1], [711, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b20_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[712, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b20_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b20_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[713, 0, 0], [714, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b20_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[715, 0, 0], [716, 0, 0], [717, 0, 0], [718, 0, 1], [719, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b20_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[720, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b20_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b20_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[721, 0, 0], [722, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b20_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b20_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[723, 0, 0], [724, 0, 0], [725, 0, 0], [726, 0, 1], [727, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b20", 
      "inputs": [[705, 0, 0], [728, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b20_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[729, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b21_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b21_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[730, 0, 0], [731, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b21_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[732, 0, 0], [733, 0, 0], [734, 0, 0], [735, 0, 1], [736, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b21_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[737, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b21_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b21_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[738, 0, 0], [739, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b21_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[740, 0, 0], [741, 0, 0], [742, 0, 0], [743, 0, 1], [744, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b21_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[745, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b21_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b21_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[746, 0, 0], [747, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b21_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b21_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[748, 0, 0], [749, 0, 0], [750, 0, 0], [751, 0, 1], [752, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b21", 
      "inputs": [[730, 0, 0], [753, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b21_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[754, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b22_branch2a_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b22_branch2a", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[755, 0, 0], [756, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2a_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2a_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2a_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2a_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b22_branch2a", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[757, 0, 0], [758, 0, 0], [759, 0, 0], [760, 0, 1], [761, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b22_branch2a_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[762, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b22_branch2b_weight", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b22_branch2b", 
      "attr": {
        "kernel": "(3, 3)", 
        "no_bias": "True", 
        "num_filter": "256", 
        "pad": "(1, 1)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[763, 0, 0], [764, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2b_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2b_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2b_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2b_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b22_branch2b", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[765, 0, 0], [766, 0, 0], [767, 0, 0], [768, 0, 1], [769, 0, 1]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b22_branch2b_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[770, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "res4b22_branch2c_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "res4b22_branch2c", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "True", 
        "num_filter": "1024", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[771, 0, 0], [772, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2c_gamma", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2c_beta", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2c_moving_mean", 
      "attr": {
        "__init__": "[\"zero\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "bn4b22_branch2c_moving_var", 
      "attr": {
        "__init__": "[\"one\", {}]", 
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": []
    }, 
    {
      "op": "BatchNorm", 
      "name": "bn4b22_branch2c", 
      "attr": {
        "cudnn_off": "True", 
        "eps": "1e-05", 
        "fix_gamma": "False", 
        "use_global_stats": "True"
      }, 
      "inputs": [[773, 0, 0], [774, 0, 0], [775, 0, 0], [776, 0, 1], [777, 0, 1]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "res4b22", 
      "inputs": [[755, 0, 0], [778, 0, 0]]
    }, 
    {
      "op": "Activation", 
      "name": "res4b22_relu", 
      "attr": {"act_type": "relu"}, 
      "inputs": [[779, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "score_res4_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "False", 
        "num_filter": "125", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "score_res4_bias", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "False", 
        "num_filter": "125", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "score_res4", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "False", 
        "num_filter": "125", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[780, 0, 0], [781, 0, 0], [782, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "score4_weight", 
      "attr": {
        "kernel": "(4, 4)", 
        "no_bias": "True", 
        "num_filter": "125", 
        "pad": "(0, 0)", 
        "stride": "(2, 2)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Deconvolution", 
      "name": "score4", 
      "attr": {
        "kernel": "(4, 4)", 
        "no_bias": "True", 
        "num_filter": "125", 
        "pad": "(0, 0)", 
        "stride": "(2, 2)"
      }, 
      "inputs": [[783, 0, 0], [784, 0, 0]]
    }, 
    {
      "op": "slice", 
      "name": "score4_sliced", 
      "attr": {
        "begin": "(0, 0, 1, 1)", 
        "end": "(1, 125, -2, -2)"
      }, 
      "inputs": [[785, 0, 0]]
    }, 
    {
      "op": "null", 
      "name": "score_res3_weight", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "False", 
        "num_filter": "125", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "null", 
      "name": "score_res3_bias", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "False", 
        "num_filter": "125", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": []
    }, 
    {
      "op": "Convolution", 
      "name": "score_res3", 
      "attr": {
        "kernel": "(1, 1)", 
        "no_bias": "False", 
        "num_filter": "125", 
        "pad": "(0, 0)", 
        "stride": "(1, 1)"
      }, 
      "inputs": [[198, 0, 0], [787, 0, 0], [788, 0, 0]]
    }, 
    {
      "op": "Crop", 
      "name": "crop", 
      "attr": {
        "center_crop": "True", 
        "num_args": "2"
      }, 
      "inputs": [[789, 0, 0], [786, 0, 0]]
    }, 
    {
      "op": "broadcast_add", 
      "name": "fusex", 
      "inputs": [[786, 0, 0], [790, 0, 0]]
    }
  ], 
  "arg_nodes": [
    0, 
    1, 
    3, 
    4, 
    5, 
    6, 
    10, 
    12, 
    13, 
    14, 
    15, 
    17, 
    19, 
    20, 
    21, 
    22, 
    25, 
    27, 
    28, 
    29, 
    30, 
    33, 
    35, 
    36, 
    37, 
    38, 
    42, 
    44, 
    45, 
    46, 
    47, 
    50, 
    52, 
    53, 
    54, 
    55, 
    58, 
    60, 
    61, 
    62, 
    63, 
    67, 
    69, 
    70, 
    71, 
    72, 
    75, 
    77, 
    78, 
    79, 
    80, 
    83, 
    85, 
    86, 
    87, 
    88, 
    92, 
    94, 
    95, 
    96, 
    97, 
    99, 
    101, 
    102, 
    103, 
    104, 
    107, 
    109, 
    110, 
    111, 
    112, 
    115, 
    117, 
    118, 
    119, 
    120, 
    124, 
    126, 
    127, 
    128, 
    129, 
    132, 
    134, 
    135, 
    136, 
    137, 
    140, 
    142, 
    143, 
    144, 
    145, 
    149, 
    151, 
    152, 
    153, 
    154, 
    157, 
    159, 
    160, 
    161, 
    162, 
    165, 
    167, 
    168, 
    169, 
    170, 
    174, 
    176, 
    177, 
    178, 
    179, 
    182, 
    184, 
    185, 
    186, 
    187, 
    190, 
    192, 
    193, 
    194, 
    195, 
    199, 
    201, 
    202, 
    203, 
    204, 
    206, 
    208, 
    209, 
    210, 
    211, 
    214, 
    216, 
    217, 
    218, 
    219, 
    222, 
    224, 
    225, 
    226, 
    227, 
    231, 
    233, 
    234, 
    235, 
    236, 
    239, 
    241, 
    242, 
    243, 
    244, 
    247, 
    249, 
    250, 
    251, 
    252, 
    256, 
    258, 
    259, 
    260, 
    261, 
    264, 
    266, 
    267, 
    268, 
    269, 
    272, 
    274, 
    275, 
    276, 
    277, 
    281, 
    283, 
    284, 
    285, 
    286, 
    289, 
    291, 
    292, 
    293, 
    294, 
    297, 
    299, 
    300, 
    301, 
    302, 
    306, 
    308, 
    309, 
    310, 
    311, 
    314, 
    316, 
    317, 
    318, 
    319, 
    322, 
    324, 
    325, 
    326, 
    327, 
    331, 
    333, 
    334, 
    335, 
    336, 
    339, 
    341, 
    342, 
    343, 
    344, 
    347, 
    349, 
    350, 
    351, 
    352, 
    356, 
    358, 
    359, 
    360, 
    361, 
    364, 
    366, 
    367, 
    368, 
    369, 
    372, 
    374, 
    375, 
    376, 
    377, 
    381, 
    383, 
    384, 
    385, 
    386, 
    389, 
    391, 
    392, 
    393, 
    394, 
    397, 
    399, 
    400, 
    401, 
    402, 
    406, 
    408, 
    409, 
    410, 
    411, 
    414, 
    416, 
    417, 
    418, 
    419, 
    422, 
    424, 
    425, 
    426, 
    427, 
    431, 
    433, 
    434, 
    435, 
    436, 
    439, 
    441, 
    442, 
    443, 
    444, 
    447, 
    449, 
    450, 
    451, 
    452, 
    456, 
    458, 
    459, 
    460, 
    461, 
    464, 
    466, 
    467, 
    468, 
    469, 
    472, 
    474, 
    475, 
    476, 
    477, 
    481, 
    483, 
    484, 
    485, 
    486, 
    489, 
    491, 
    492, 
    493, 
    494, 
    497, 
    499, 
    500, 
    501, 
    502, 
    506, 
    508, 
    509, 
    510, 
    511, 
    514, 
    516, 
    517, 
    518, 
    519, 
    522, 
    524, 
    525, 
    526, 
    527, 
    531, 
    533, 
    534, 
    535, 
    536, 
    539, 
    541, 
    542, 
    543, 
    544, 
    547, 
    549, 
    550, 
    551, 
    552, 
    556, 
    558, 
    559, 
    560, 
    561, 
    564, 
    566, 
    567, 
    568, 
    569, 
    572, 
    574, 
    575, 
    576, 
    577, 
    581, 
    583, 
    584, 
    585, 
    586, 
    589, 
    591, 
    592, 
    593, 
    594, 
    597, 
    599, 
    600, 
    601, 
    602, 
    606, 
    608, 
    609, 
    610, 
    611, 
    614, 
    616, 
    617, 
    618, 
    619, 
    622, 
    624, 
    625, 
    626, 
    627, 
    631, 
    633, 
    634, 
    635, 
    636, 
    639, 
    641, 
    642, 
    643, 
    644, 
    647, 
    649, 
    650, 
    651, 
    652, 
    656, 
    658, 
    659, 
    660, 
    661, 
    664, 
    666, 
    667, 
    668, 
    669, 
    672, 
    674, 
    675, 
    676, 
    677, 
    681, 
    683, 
    684, 
    685, 
    686, 
    689, 
    691, 
    692, 
    693, 
    694, 
    697, 
    699, 
    700, 
    701, 
    702, 
    706, 
    708, 
    709, 
    710, 
    711, 
    714, 
    716, 
    717, 
    718, 
    719, 
    722, 
    724, 
    725, 
    726, 
    727, 
    731, 
    733, 
    734, 
    735, 
    736, 
    739, 
    741, 
    742, 
    743, 
    744, 
    747, 
    749, 
    750, 
    751, 
    752, 
    756, 
    758, 
    759, 
    760, 
    761, 
    764, 
    766, 
    767, 
    768, 
    769, 
    772, 
    774, 
    775, 
    776, 
    777, 
    781, 
    782, 
    784, 
    787, 
    788
  ], 
  "node_row_ptr": [
    0, 
    1, 
    2, 
    3, 
    4, 
    5, 
    6, 
    7, 
    10, 
    11, 
    12, 
    13, 
    14, 
    15, 
    16, 
    17, 
    18, 
    21, 
    22, 
    23, 
    24, 
    25, 
    26, 
    27, 
    30, 
    31, 
    32, 
    33, 
    34, 
    35, 
    36, 
    37, 
    40, 
    41, 
    42, 
    43, 
    44, 
    45, 
    46, 
    47, 
    50, 
    51, 
    52, 
    53, 
    54, 
    55, 
    56, 
    57, 
    58, 
    61, 
    62, 
    63, 
    64, 
    65, 
    66, 
    67, 
    68, 
    71, 
    72, 
    73, 
    74, 
    75, 
    76, 
    77, 
    78, 
    81, 
    82, 
    83, 
    84, 
    85, 
    86, 
    87, 
    88, 
    89, 
    92, 
    93, 
    94, 
    95, 
    96, 
    97, 
    98, 
    99, 
    102, 
    103, 
    104, 
    105, 
    106, 
    107, 
    108, 
    109, 
    112, 
    113, 
    114, 
    115, 
    116, 
    117, 
    118, 
    119, 
    120, 
    123, 
    124, 
    125, 
    126, 
    127, 
    128, 
    129, 
    132, 
    133, 
    134, 
    135, 
    136, 
    137, 
    138, 
    139, 
    142, 
    143, 
    144, 
    145, 
    146, 
    147, 
    148, 
    149, 
    152, 
    153, 
    154, 
    155, 
    156, 
    157, 
    158, 
    159, 
    160, 
    163, 
    164, 
    165, 
    166, 
    167, 
    168, 
    169, 
    170, 
    173, 
    174, 
    175, 
    176, 
    177, 
    178, 
    179, 
    180, 
    183, 
    184, 
    185, 
    186, 
    187, 
    188, 
    189, 
    190, 
    191, 
    194, 
    195, 
    196, 
    197, 
    198, 
    199, 
    200, 
    201, 
    204, 
    205, 
    206, 
    207, 
    208, 
    209, 
    210, 
    211, 
    214, 
    215, 
    216, 
    217, 
    218, 
    219, 
    220, 
    221, 
    222, 
    225, 
    226, 
    227, 
    228, 
    229, 
    230, 
    231, 
    232, 
    235, 
    236, 
    237, 
    238, 
    239, 
    240, 
    241, 
    242, 
    245, 
    246, 
    247, 
    248, 
    249, 
    250, 
    251, 
    252, 
    253, 
    256, 
    257, 
    258, 
    259, 
    260, 
    261, 
    262, 
    265, 
    266, 
    267, 
    268, 
    269, 
    270, 
    271, 
    272, 
    275, 
    276, 
    277, 
    278, 
    279, 
    280, 
    281, 
    282, 
    285, 
    286, 
    287, 
    288, 
    289, 
    290, 
    291, 
    292, 
    293, 
    296, 
    297, 
    298, 
    299, 
    300, 
    301, 
    302, 
    303, 
    306, 
    307, 
    308, 
    309, 
    310, 
    311, 
    312, 
    313, 
    316, 
    317, 
    318, 
    319, 
    320, 
    321, 
    322, 
    323, 
    324, 
    327, 
    328, 
    329, 
    330, 
    331, 
    332, 
    333, 
    334, 
    337, 
    338, 
    339, 
    340, 
    341, 
    342, 
    343, 
    344, 
    347, 
    348, 
    349, 
    350, 
    351, 
    352, 
    353, 
    354, 
    355, 
    358, 
    359, 
    360, 
    361, 
    362, 
    363, 
    364, 
    365, 
    368, 
    369, 
    370, 
    371, 
    372, 
    373, 
    374, 
    375, 
    378, 
    379, 
    380, 
    381, 
    382, 
    383, 
    384, 
    385, 
    386, 
    389, 
    390, 
    391, 
    392, 
    393, 
    394, 
    395, 
    396, 
    399, 
    400, 
    401, 
    402, 
    403, 
    404, 
    405, 
    406, 
    409, 
    410, 
    411, 
    412, 
    413, 
    414, 
    415, 
    416, 
    417, 
    420, 
    421, 
    422, 
    423, 
    424, 
    425, 
    426, 
    427, 
    430, 
    431, 
    432, 
    433, 
    434, 
    435, 
    436, 
    437, 
    440, 
    441, 
    442, 
    443, 
    444, 
    445, 
    446, 
    447, 
    448, 
    451, 
    452, 
    453, 
    454, 
    455, 
    456, 
    457, 
    458, 
    461, 
    462, 
    463, 
    464, 
    465, 
    466, 
    467, 
    468, 
    471, 
    472, 
    473, 
    474, 
    475, 
    476, 
    477, 
    478, 
    479, 
    482, 
    483, 
    484, 
    485, 
    486, 
    487, 
    488, 
    489, 
    492, 
    493, 
    494, 
    495, 
    496, 
    497, 
    498, 
    499, 
    502, 
    503, 
    504, 
    505, 
    506, 
    507, 
    508, 
    509, 
    510, 
    513, 
    514, 
    515, 
    516, 
    517, 
    518, 
    519, 
    520, 
    523, 
    524, 
    525, 
    526, 
    527, 
    528, 
    529, 
    530, 
    533, 
    534, 
    535, 
    536, 
    537, 
    538, 
    539, 
    540, 
    541, 
    544, 
    545, 
    546, 
    547, 
    548, 
    549, 
    550, 
    551, 
    554, 
    555, 
    556, 
    557, 
    558, 
    559, 
    560, 
    561, 
    564, 
    565, 
    566, 
    567, 
    568, 
    569, 
    570, 
    571, 
    572, 
    575, 
    576, 
    577, 
    578, 
    579, 
    580, 
    581, 
    582, 
    585, 
    586, 
    587, 
    588, 
    589, 
    590, 
    591, 
    592, 
    595, 
    596, 
    597, 
    598, 
    599, 
    600, 
    601, 
    602, 
    603, 
    606, 
    607, 
    608, 
    609, 
    610, 
    611, 
    612, 
    613, 
    616, 
    617, 
    618, 
    619, 
    620, 
    621, 
    622, 
    623, 
    626, 
    627, 
    628, 
    629, 
    630, 
    631, 
    632, 
    633, 
    634, 
    637, 
    638, 
    639, 
    640, 
    641, 
    642, 
    643, 
    644, 
    647, 
    648, 
    649, 
    650, 
    651, 
    652, 
    653, 
    654, 
    657, 
    658, 
    659, 
    660, 
    661, 
    662, 
    663, 
    664, 
    665, 
    668, 
    669, 
    670, 
    671, 
    672, 
    673, 
    674, 
    675, 
    678, 
    679, 
    680, 
    681, 
    682, 
    683, 
    684, 
    685, 
    688, 
    689, 
    690, 
    691, 
    692, 
    693, 
    694, 
    695, 
    696, 
    699, 
    700, 
    701, 
    702, 
    703, 
    704, 
    705, 
    706, 
    709, 
    710, 
    711, 
    712, 
    713, 
    714, 
    715, 
    716, 
    719, 
    720, 
    721, 
    722, 
    723, 
    724, 
    725, 
    726, 
    727, 
    730, 
    731, 
    732, 
    733, 
    734, 
    735, 
    736, 
    737, 
    740, 
    741, 
    742, 
    743, 
    744, 
    745, 
    746, 
    747, 
    750, 
    751, 
    752, 
    753, 
    754, 
    755, 
    756, 
    757, 
    758, 
    761, 
    762, 
    763, 
    764, 
    765, 
    766, 
    767, 
    768, 
    771, 
    772, 
    773, 
    774, 
    775, 
    776, 
    777, 
    778, 
    781, 
    782, 
    783, 
    784, 
    785, 
    786, 
    787, 
    788, 
    789, 
    792, 
    793, 
    794, 
    795, 
    796, 
    797, 
    798, 
    799, 
    802, 
    803, 
    804, 
    805, 
    806, 
    807, 
    808, 
    809, 
    812, 
    813, 
    814, 
    815, 
    816, 
    817, 
    818, 
    819, 
    820, 
    823, 
    824, 
    825, 
    826, 
    827, 
    828, 
    829, 
    830, 
    833, 
    834, 
    835, 
    836, 
    837, 
    838, 
    839, 
    840, 
    843, 
    844, 
    845, 
    846, 
    847, 
    848, 
    849, 
    850, 
    851, 
    854, 
    855, 
    856, 
    857, 
    858, 
    859, 
    860, 
    861, 
    864, 
    865, 
    866, 
    867, 
    868, 
    869, 
    870, 
    871, 
    874, 
    875, 
    876, 
    877, 
    878, 
    879, 
    880, 
    881, 
    882, 
    885, 
    886, 
    887, 
    888, 
    889, 
    890, 
    891, 
    892, 
    895, 
    896, 
    897, 
    898, 
    899, 
    900, 
    901, 
    902, 
    905, 
    906, 
    907, 
    908, 
    909, 
    910, 
    911, 
    912, 
    913, 
    916, 
    917, 
    918, 
    919, 
    920, 
    921, 
    922, 
    923, 
    926, 
    927, 
    928, 
    929, 
    930, 
    931, 
    932, 
    933, 
    936, 
    937, 
    938, 
    939, 
    940, 
    941, 
    942, 
    943, 
    944, 
    947, 
    948, 
    949, 
    950, 
    951, 
    952, 
    953, 
    954, 
    957, 
    958, 
    959, 
    960, 
    961, 
    962, 
    963, 
    964, 
    967, 
    968, 
    969, 
    970, 
    971, 
    972, 
    973, 
    974, 
    975, 
    976, 
    977, 
    978, 
    979, 
    980
  ], 
  "heads": [[791, 0, 0]], 
  "attrs": {"mxnet_version": ["int", 1001]}
}