Execution Strategy

Execution Strategy

When evaluating a model you can either evaluate the results in parallel (executing as if you are able to achieve intra-model parallelism) or serially. This is controlled by the --strategy={parallel|serial} option. For example, to find the execution flow for parallel execution you would use.

benanza benchinfo --model_path //BVLC_GoogleNet --benchmark_database db.json --short=false --batch_size=1 --human=true --strategy=parallel --show --highlight_fast_path

This would output a graphics along with information, with the red path being the path of minimal cost (i.e. critical path).

strict digraph {
  graph [
    rankdir="TB"
    overlap=prism
    overlap_shrink=true
    splines=curved
  ];
  node [
    shape=Mrecord
  ];
  edge [
    penwidth=3
  ];

  // Node definitions.
  "conv1/7x7_s2_1" [
    id=3
    name="conv1/7x7_s2_1"
    type=Conv
    label="{ {conv_1  | CONV} | [1,64,112,112] }"
    inputs="data_0;conv1/7x7_s2_w_0;conv1/7x7_s2_b_0"
    outputs="conv1/7x7_s2_1"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "conv1/7x7_s2_2" [
    id=4
    name="conv1/7x7_s2_2"
    type=Relu
    label="{ {relu_1  | RELU} | 11.905µs }"
    inputs="conv1/7x7_s2_1"
    outputs="conv1/7x7_s2_2"
    runtime="11.905µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "pool1/3x3_s2_1" [
    id=5
    name="pool1/3x3_s2_1"
    type=MaxPool
    label="{ {maxpool_1  | MXPL} | 11.216µs }"
    inputs="conv1/7x7_s2_2"
    outputs="pool1/3x3_s2_1"
    runtime="11.216µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "pool1/norm1_1" [
    id=6
    name="pool1/norm1_1"
    type=LRN
    label="{ {lrn_1  | LRN} | 0s }"
    inputs="pool1/3x3_s2_1"
    outputs="pool1/norm1_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#aad586"
    fontcolor="#000000"
    fillcolor="#c3ee9e"
  ];
  "conv2/3x3_reduce_1" [
    id=9
    name="conv2/3x3_reduce_1"
    type=Conv
    label="{ {conv_2  | CONV} | 28.128µs }"
    inputs="pool1/norm1_1;conv2/3x3_reduce_w_0;conv2/3x3_reduce_b_0"
    outputs="conv2/3x3_reduce_1"
    runtime="28.128µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "conv2/3x3_reduce_2" [
    id=10
    name="conv2/3x3_reduce_2"
    type=Relu
    label="{ {relu_2  | RELU} | 8.564µs }"
    inputs="conv2/3x3_reduce_1"
    outputs="conv2/3x3_reduce_2"
    runtime="8.564µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "conv2/3x3_1" [
    id=13
    name="conv2/3x3_1"
    type=Conv
    label="{ {conv_3  | CONV} | 75.339µs }"
    inputs="conv2/3x3_reduce_2;conv2/3x3_w_0;conv2/3x3_b_0"
    outputs="conv2/3x3_1"
    runtime="75.339µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "conv2/3x3_2" [
    id=14
    name="conv2/3x3_2"
    type=Relu
    label="{ {relu_3  | RELU} | 9.746µs }"
    inputs="conv2/3x3_1"
    outputs="conv2/3x3_2"
    runtime="9.746µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "conv2/norm2_1" [
    id=15
    name="conv2/norm2_1"
    type=LRN
    label="{ {lrn_2  | LRN} | 0s }"
    inputs="conv2/3x3_2"
    outputs="conv2/norm2_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#aad586"
    fontcolor="#000000"
    fillcolor="#c3ee9e"
  ];
  "pool2/3x3_s2_1" [
    id=16
    name="pool2/3x3_s2_1"
    type=MaxPool
    label="{ {maxpool_2  | MXPL} | 10.453µs }"
    inputs="conv2/norm2_1"
    outputs="pool2/3x3_s2_1"
    runtime="10.453µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_3a/1x1_1" [
    id=19
    name="inception_3a/1x1_1"
    type=Conv
    label="{ {conv_4  | CONV} | 30.987µs }"
    inputs="pool2/3x3_s2_1;inception_3a/1x1_w_0;inception_3a/1x1_b_0"
    outputs="inception_3a/1x1_1"
    runtime="30.987µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3a/1x1_2" [
    id=20
    name="inception_3a/1x1_2"
    type=Relu
    label="{ {relu_4  | RELU} | 7.775µs }"
    inputs="inception_3a/1x1_1"
    outputs="inception_3a/1x1_2"
    runtime="7.775µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3a/3x3_reduce_1" [
    id=23
    name="inception_3a/3x3_reduce_1"
    type=Conv
    label="{ {conv_5  | CONV} | 31.169µs }"
    inputs="pool2/3x3_s2_1;inception_3a/3x3_reduce_w_0;inception_3a/3x3_reduce_b_0"
    outputs="inception_3a/3x3_reduce_1"
    runtime="31.169µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3a/3x3_reduce_2" [
    id=24
    name="inception_3a/3x3_reduce_2"
    type=Relu
    label="{ {relu_5  | RELU} | 7.806µs }"
    inputs="inception_3a/3x3_reduce_1"
    outputs="inception_3a/3x3_reduce_2"
    runtime="7.806µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3a/3x3_1" [
    id=27
    name="inception_3a/3x3_1"
    type=Conv
    label="{ {conv_6  | CONV} | 47.29µs }"
    inputs="inception_3a/3x3_reduce_2;inception_3a/3x3_w_0;inception_3a/3x3_b_0"
    outputs="inception_3a/3x3_1"
    runtime="47.29µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3a/3x3_2" [
    id=28
    name="inception_3a/3x3_2"
    type=Relu
    label="{ {relu_6  | RELU} | 8.031µs }"
    inputs="inception_3a/3x3_1"
    outputs="inception_3a/3x3_2"
    runtime="8.031µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3a/5x5_reduce_1" [
    id=31
    name="inception_3a/5x5_reduce_1"
    type=Conv
    label="{ {conv_7  | CONV} | 30.625µs }"
    inputs="pool2/3x3_s2_1;inception_3a/5x5_reduce_w_0;inception_3a/5x5_reduce_b_0"
    outputs="inception_3a/5x5_reduce_1"
    runtime="30.625µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3a/5x5_reduce_2" [
    id=32
    name="inception_3a/5x5_reduce_2"
    type=Relu
    label="{ {relu_7  | RELU} | 7.748µs }"
    inputs="inception_3a/5x5_reduce_1"
    outputs="inception_3a/5x5_reduce_2"
    runtime="7.748µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3a/5x5_1" [
    id=35
    name="inception_3a/5x5_1"
    type=Conv
    label="{ {conv_8  | CONV} | 42.248µs }"
    inputs="inception_3a/5x5_reduce_2;inception_3a/5x5_w_0;inception_3a/5x5_b_0"
    outputs="inception_3a/5x5_1"
    runtime="42.248µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3a/5x5_2" [
    id=36
    name="inception_3a/5x5_2"
    type=Relu
    label="{ {relu_8  | RELU} | 7.75µs }"
    inputs="inception_3a/5x5_1"
    outputs="inception_3a/5x5_2"
    runtime="7.75µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3a/pool_1" [
    id=37
    name="inception_3a/pool_1"
    type=MaxPool
    label="{ {maxpool_3  | MXPL} | 11.709µs }"
    inputs="pool2/3x3_s2_1"
    outputs="inception_3a/pool_1"
    runtime="11.709µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_3a/pool_proj_1" [
    id=40
    name="inception_3a/pool_proj_1"
    type=Conv
    label="{ {conv_9  | CONV} | 30.918µs }"
    inputs="inception_3a/pool_1;inception_3a/pool_proj_w_0;inception_3a/pool_proj_b_0"
    outputs="inception_3a/pool_proj_1"
    runtime="30.918µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3a/pool_proj_2" [
    id=41
    name="inception_3a/pool_proj_2"
    type=Relu
    label="{ {relu_9  | RELU} | 7.75µs }"
    inputs="inception_3a/pool_proj_1"
    outputs="inception_3a/pool_proj_2"
    runtime="7.75µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3a/output_1" [
    id=42
    name="inception_3a/output_1"
    type=Concat
    label="{ {concat_1  | CONC} | 0s }"
    inputs="inception_3a/1x1_2;inception_3a/3x3_2;inception_3a/5x5_2;inception_3a/pool_proj_2"
    outputs="inception_3a/output_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#85ba88"
    fontcolor="#000000"
    fillcolor="#9ad09d"
  ];
  "inception_3b/1x1_1" [
    id=45
    name="inception_3b/1x1_1"
    type=Conv
    label="{ {conv_10  | CONV} | 43.399µs }"
    inputs="inception_3a/output_1;inception_3b/1x1_w_0;inception_3b/1x1_b_0"
    outputs="inception_3b/1x1_1"
    runtime="43.399µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3b/1x1_2" [
    id=46
    name="inception_3b/1x1_2"
    type=Relu
    label="{ {relu_10  | RELU} | 8.031µs }"
    inputs="inception_3b/1x1_1"
    outputs="inception_3b/1x1_2"
    runtime="8.031µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3b/3x3_reduce_1" [
    id=49
    name="inception_3b/3x3_reduce_1"
    type=Conv
    label="{ {conv_11  | CONV} | 43.399µs }"
    inputs="inception_3a/output_1;inception_3b/3x3_reduce_w_0;inception_3b/3x3_reduce_b_0"
    outputs="inception_3b/3x3_reduce_1"
    runtime="43.399µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3b/3x3_reduce_2" [
    id=50
    name="inception_3b/3x3_reduce_2"
    type=Relu
    label="{ {relu_11  | RELU} | 8.031µs }"
    inputs="inception_3b/3x3_reduce_1"
    outputs="inception_3b/3x3_reduce_2"
    runtime="8.031µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3b/3x3_1" [
    id=53
    name="inception_3b/3x3_1"
    type=Conv
    label="{ {conv_12  | CONV} | 55.393µs }"
    inputs="inception_3b/3x3_reduce_2;inception_3b/3x3_w_0;inception_3b/3x3_b_0"
    outputs="inception_3b/3x3_1"
    runtime="55.393µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3b/3x3_2" [
    id=54
    name="inception_3b/3x3_2"
    type=Relu
    label="{ {relu_12  | RELU} | 8.396µs }"
    inputs="inception_3b/3x3_1"
    outputs="inception_3b/3x3_2"
    runtime="8.396µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3b/5x5_reduce_1" [
    id=57
    name="inception_3b/5x5_reduce_1"
    type=Conv
    label="{ {conv_13  | CONV} | 34.578µs }"
    inputs="inception_3a/output_1;inception_3b/5x5_reduce_w_0;inception_3b/5x5_reduce_b_0"
    outputs="inception_3b/5x5_reduce_1"
    runtime="34.578µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3b/5x5_reduce_2" [
    id=58
    name="inception_3b/5x5_reduce_2"
    type=Relu
    label="{ {relu_13  | RELU} | 7.75µs }"
    inputs="inception_3b/5x5_reduce_1"
    outputs="inception_3b/5x5_reduce_2"
    runtime="7.75µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3b/5x5_1" [
    id=61
    name="inception_3b/5x5_1"
    type=Conv
    label="{ {conv_14  | CONV} | 64.44µs }"
    inputs="inception_3b/5x5_reduce_2;inception_3b/5x5_w_0;inception_3b/5x5_b_0"
    outputs="inception_3b/5x5_1"
    runtime="64.44µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3b/5x5_2" [
    id=62
    name="inception_3b/5x5_2"
    type=Relu
    label="{ {relu_14  | RELU} | 7.806µs }"
    inputs="inception_3b/5x5_1"
    outputs="inception_3b/5x5_2"
    runtime="7.806µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3b/pool_1" [
    id=63
    name="inception_3b/pool_1"
    type=MaxPool
    label="{ {maxpool_4  | MXPL} | 12.991µs }"
    inputs="inception_3a/output_1"
    outputs="inception_3b/pool_1"
    runtime="12.991µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_3b/pool_proj_1" [
    id=66
    name="inception_3b/pool_proj_1"
    type=Conv
    label="{ {conv_15  | CONV} | 34.53µs }"
    inputs="inception_3b/pool_1;inception_3b/pool_proj_w_0;inception_3b/pool_proj_b_0"
    outputs="inception_3b/pool_proj_1"
    runtime="34.53µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_3b/pool_proj_2" [
    id=67
    name="inception_3b/pool_proj_2"
    type=Relu
    label="{ {relu_15  | RELU} | 7.775µs }"
    inputs="inception_3b/pool_proj_1"
    outputs="inception_3b/pool_proj_2"
    runtime="7.775µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_3b/output_1" [
    id=68
    name="inception_3b/output_1"
    type=Concat
    label="{ {concat_2  | CONC} | 0s }"
    inputs="inception_3b/1x1_2;inception_3b/3x3_2;inception_3b/5x5_2;inception_3b/pool_proj_2"
    outputs="inception_3b/output_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#85ba88"
    fontcolor="#000000"
    fillcolor="#9ad09d"
  ];
  "pool3/3x3_s2_1" [
    id=69
    name="pool3/3x3_s2_1"
    type=MaxPool
    label="{ {maxpool_5  | MXPL} | 8.924µs }"
    inputs="inception_3b/output_1"
    outputs="pool3/3x3_s2_1"
    runtime="8.924µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_4a/1x1_1" [
    id=72
    name="inception_4a/1x1_1"
    type=Conv
    label="{ {conv_16  | CONV} | 46.653µs }"
    inputs="pool3/3x3_s2_1;inception_4a/1x1_w_0;inception_4a/1x1_b_0"
    outputs="inception_4a/1x1_1"
    runtime="46.653µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4a/1x1_2" [
    id=73
    name="inception_4a/1x1_2"
    type=Relu
    label="{ {relu_16  | RELU} | 7.767µs }"
    inputs="inception_4a/1x1_1"
    outputs="inception_4a/1x1_2"
    runtime="7.767µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4a/3x3_reduce_1" [
    id=76
    name="inception_4a/3x3_reduce_1"
    type=Conv
    label="{ {conv_17  | CONV} | 46.384µs }"
    inputs="pool3/3x3_s2_1;inception_4a/3x3_reduce_w_0;inception_4a/3x3_reduce_b_0"
    outputs="inception_4a/3x3_reduce_1"
    runtime="46.384µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4a/3x3_reduce_2" [
    id=77
    name="inception_4a/3x3_reduce_2"
    type=Relu
    label="{ {relu_17  | RELU} | 7.792µs }"
    inputs="inception_4a/3x3_reduce_1"
    outputs="inception_4a/3x3_reduce_2"
    runtime="7.792µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4a/3x3_1" [
    id=80
    name="inception_4a/3x3_1"
    type=Conv
    label="{ {conv_18  | CONV} | 46.878µs }"
    inputs="inception_4a/3x3_reduce_2;inception_4a/3x3_w_0;inception_4a/3x3_b_0"
    outputs="inception_4a/3x3_1"
    runtime="46.878µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4a/3x3_2" [
    id=81
    name="inception_4a/3x3_2"
    type=Relu
    label="{ {relu_18  | RELU} | 7.851µs }"
    inputs="inception_4a/3x3_1"
    outputs="inception_4a/3x3_2"
    runtime="7.851µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4a/5x5_reduce_1" [
    id=84
    name="inception_4a/5x5_reduce_1"
    type=Conv
    label="{ {conv_19  | CONV} | 46.266µs }"
    inputs="pool3/3x3_s2_1;inception_4a/5x5_reduce_w_0;inception_4a/5x5_reduce_b_0"
    outputs="inception_4a/5x5_reduce_1"
    runtime="46.266µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4a/5x5_reduce_2" [
    id=85
    name="inception_4a/5x5_reduce_2"
    type=Relu
    label="{ {relu_19  | RELU} | 7.757µs }"
    inputs="inception_4a/5x5_reduce_1"
    outputs="inception_4a/5x5_reduce_2"
    runtime="7.757µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4a/5x5_1" [
    id=88
    name="inception_4a/5x5_1"
    type=Conv
    label="{ {conv_20  | CONV} | 42.162µs }"
    inputs="inception_4a/5x5_reduce_2;inception_4a/5x5_w_0;inception_4a/5x5_b_0"
    outputs="inception_4a/5x5_1"
    runtime="42.162µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4a/5x5_2" [
    id=89
    name="inception_4a/5x5_2"
    type=Relu
    label="{ {relu_20  | RELU} | 7.785µs }"
    inputs="inception_4a/5x5_1"
    outputs="inception_4a/5x5_2"
    runtime="7.785µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4a/pool_1" [
    id=90
    name="inception_4a/pool_1"
    type=MaxPool
    label="{ {maxpool_6  | MXPL} | 8.905µs }"
    inputs="pool3/3x3_s2_1"
    outputs="inception_4a/pool_1"
    runtime="8.905µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_4a/pool_proj_1" [
    id=93
    name="inception_4a/pool_proj_1"
    type=Conv
    label="{ {conv_21  | CONV} | 46.411µs }"
    inputs="inception_4a/pool_1;inception_4a/pool_proj_w_0;inception_4a/pool_proj_b_0"
    outputs="inception_4a/pool_proj_1"
    runtime="46.411µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4a/pool_proj_2" [
    id=94
    name="inception_4a/pool_proj_2"
    type=Relu
    label="{ {relu_21  | RELU} | 7.739µs }"
    inputs="inception_4a/pool_proj_1"
    outputs="inception_4a/pool_proj_2"
    runtime="7.739µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4a/output_1" [
    id=95
    name="inception_4a/output_1"
    type=Concat
    label="{ {concat_3  | CONC} | 0s }"
    inputs="inception_4a/1x1_2;inception_4a/3x3_2;inception_4a/5x5_2;inception_4a/pool_proj_2"
    outputs="inception_4a/output_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#85ba88"
    fontcolor="#000000"
    fillcolor="#9ad09d"
  ];
  "inception_4b/1x1_1" [
    id=98
    name="inception_4b/1x1_1"
    type=Conv
    label="{ {conv_22  | CONV} | 48.094µs }"
    inputs="inception_4a/output_1;inception_4b/1x1_w_0;inception_4b/1x1_b_0"
    outputs="inception_4b/1x1_1"
    runtime="48.094µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4b/1x1_2" [
    id=99
    name="inception_4b/1x1_2"
    type=Relu
    label="{ {relu_22  | RELU} | 7.774µs }"
    inputs="inception_4b/1x1_1"
    outputs="inception_4b/1x1_2"
    runtime="7.774µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4b/3x3_reduce_1" [
    id=102
    name="inception_4b/3x3_reduce_1"
    type=Conv
    label="{ {conv_23  | CONV} | 48.114µs }"
    inputs="inception_4a/output_1;inception_4b/3x3_reduce_w_0;inception_4b/3x3_reduce_b_0"
    outputs="inception_4b/3x3_reduce_1"
    runtime="48.114µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4b/3x3_reduce_2" [
    id=103
    name="inception_4b/3x3_reduce_2"
    type=Relu
    label="{ {relu_23  | RELU} | 7.786µs }"
    inputs="inception_4b/3x3_reduce_1"
    outputs="inception_4b/3x3_reduce_2"
    runtime="7.786µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4b/3x3_1" [
    id=106
    name="inception_4b/3x3_1"
    type=Conv
    label="{ {conv_24  | CONV} | 50.465µs }"
    inputs="inception_4b/3x3_reduce_2;inception_4b/3x3_w_0;inception_4b/3x3_b_0"
    outputs="inception_4b/3x3_1"
    runtime="50.465µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4b/3x3_2" [
    id=107
    name="inception_4b/3x3_2"
    type=Relu
    label="{ {relu_24  | RELU} | 7.778µs }"
    inputs="inception_4b/3x3_1"
    outputs="inception_4b/3x3_2"
    runtime="7.778µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4b/5x5_reduce_1" [
    id=110
    name="inception_4b/5x5_reduce_1"
    type=Conv
    label="{ {conv_25  | CONV} | 48.388µs }"
    inputs="inception_4a/output_1;inception_4b/5x5_reduce_w_0;inception_4b/5x5_reduce_b_0"
    outputs="inception_4b/5x5_reduce_1"
    runtime="48.388µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4b/5x5_reduce_2" [
    id=111
    name="inception_4b/5x5_reduce_2"
    type=Relu
    label="{ {relu_25  | RELU} | 7.769µs }"
    inputs="inception_4b/5x5_reduce_1"
    outputs="inception_4b/5x5_reduce_2"
    runtime="7.769µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4b/5x5_1" [
    id=114
    name="inception_4b/5x5_1"
    type=Conv
    label="{ {conv_26  | CONV} | 50.697µs }"
    inputs="inception_4b/5x5_reduce_2;inception_4b/5x5_w_0;inception_4b/5x5_b_0"
    outputs="inception_4b/5x5_1"
    runtime="50.697µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4b/5x5_2" [
    id=115
    name="inception_4b/5x5_2"
    type=Relu
    label="{ {relu_26  | RELU} | 7.739µs }"
    inputs="inception_4b/5x5_1"
    outputs="inception_4b/5x5_2"
    runtime="7.739µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4b/pool_1" [
    id=116
    name="inception_4b/pool_1"
    type=MaxPool
    label="{ {maxpool_7  | MXPL} | 9.037µs }"
    inputs="inception_4a/output_1"
    outputs="inception_4b/pool_1"
    runtime="9.037µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_4b/pool_proj_1" [
    id=119
    name="inception_4b/pool_proj_1"
    type=Conv
    label="{ {conv_27  | CONV} | 48.158µs }"
    inputs="inception_4b/pool_1;inception_4b/pool_proj_w_0;inception_4b/pool_proj_b_0"
    outputs="inception_4b/pool_proj_1"
    runtime="48.158µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4b/pool_proj_2" [
    id=120
    name="inception_4b/pool_proj_2"
    type=Relu
    label="{ {relu_27  | RELU} | 7.739µs }"
    inputs="inception_4b/pool_proj_1"
    outputs="inception_4b/pool_proj_2"
    runtime="7.739µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4b/output_1" [
    id=121
    name="inception_4b/output_1"
    type=Concat
    label="{ {concat_4  | CONC} | 0s }"
    inputs="inception_4b/1x1_2;inception_4b/3x3_2;inception_4b/5x5_2;inception_4b/pool_proj_2"
    outputs="inception_4b/output_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#85ba88"
    fontcolor="#000000"
    fillcolor="#9ad09d"
  ];
  "inception_4c/1x1_1" [
    id=124
    name="inception_4c/1x1_1"
    type=Conv
    label="{ {conv_28  | CONV} | 48.331µs }"
    inputs="inception_4b/output_1;inception_4c/1x1_w_0;inception_4c/1x1_b_0"
    outputs="inception_4c/1x1_1"
    runtime="48.331µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4c/1x1_2" [
    id=125
    name="inception_4c/1x1_2"
    type=Relu
    label="{ {relu_28  | RELU} | 7.872µs }"
    inputs="inception_4c/1x1_1"
    outputs="inception_4c/1x1_2"
    runtime="7.872µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4c/3x3_reduce_1" [
    id=128
    name="inception_4c/3x3_reduce_1"
    type=Conv
    label="{ {conv_29  | CONV} | 48.331µs }"
    inputs="inception_4b/output_1;inception_4c/3x3_reduce_w_0;inception_4c/3x3_reduce_b_0"
    outputs="inception_4c/3x3_reduce_1"
    runtime="48.331µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4c/3x3_reduce_2" [
    id=129
    name="inception_4c/3x3_reduce_2"
    type=Relu
    label="{ {relu_29  | RELU} | 7.872µs }"
    inputs="inception_4c/3x3_reduce_1"
    outputs="inception_4c/3x3_reduce_2"
    runtime="7.872µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4c/3x3_1" [
    id=132
    name="inception_4c/3x3_1"
    type=Conv
    label="{ {conv_30  | CONV} | 54.562µs }"
    inputs="inception_4c/3x3_reduce_2;inception_4c/3x3_w_0;inception_4c/3x3_b_0"
    outputs="inception_4c/3x3_1"
    runtime="54.562µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4c/3x3_2" [
    id=133
    name="inception_4c/3x3_2"
    type=Relu
    label="{ {relu_30  | RELU} | 7.796µs }"
    inputs="inception_4c/3x3_1"
    outputs="inception_4c/3x3_2"
    runtime="7.796µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4c/5x5_reduce_1" [
    id=136
    name="inception_4c/5x5_reduce_1"
    type=Conv
    label="{ {conv_31  | CONV} | 48.388µs }"
    inputs="inception_4b/output_1;inception_4c/5x5_reduce_w_0;inception_4c/5x5_reduce_b_0"
    outputs="inception_4c/5x5_reduce_1"
    runtime="48.388µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4c/5x5_reduce_2" [
    id=137
    name="inception_4c/5x5_reduce_2"
    type=Relu
    label="{ {relu_31  | RELU} | 7.769µs }"
    inputs="inception_4c/5x5_reduce_1"
    outputs="inception_4c/5x5_reduce_2"
    runtime="7.769µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4c/5x5_1" [
    id=140
    name="inception_4c/5x5_1"
    type=Conv
    label="{ {conv_32  | CONV} | 50.697µs }"
    inputs="inception_4c/5x5_reduce_2;inception_4c/5x5_w_0;inception_4c/5x5_b_0"
    outputs="inception_4c/5x5_1"
    runtime="50.697µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4c/5x5_2" [
    id=141
    name="inception_4c/5x5_2"
    type=Relu
    label="{ {relu_32  | RELU} | 7.739µs }"
    inputs="inception_4c/5x5_1"
    outputs="inception_4c/5x5_2"
    runtime="7.739µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4c/pool_1" [
    id=142
    name="inception_4c/pool_1"
    type=MaxPool
    label="{ {maxpool_8  | MXPL} | 9.037µs }"
    inputs="inception_4b/output_1"
    outputs="inception_4c/pool_1"
    runtime="9.037µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_4c/pool_proj_1" [
    id=145
    name="inception_4c/pool_proj_1"
    type=Conv
    label="{ {conv_33  | CONV} | 48.158µs }"
    inputs="inception_4c/pool_1;inception_4c/pool_proj_w_0;inception_4c/pool_proj_b_0"
    outputs="inception_4c/pool_proj_1"
    runtime="48.158µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4c/pool_proj_2" [
    id=146
    name="inception_4c/pool_proj_2"
    type=Relu
    label="{ {relu_33  | RELU} | 7.739µs }"
    inputs="inception_4c/pool_proj_1"
    outputs="inception_4c/pool_proj_2"
    runtime="7.739µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4c/output_1" [
    id=147
    name="inception_4c/output_1"
    type=Concat
    label="{ {concat_5  | CONC} | 0s }"
    inputs="inception_4c/1x1_2;inception_4c/3x3_2;inception_4c/5x5_2;inception_4c/pool_proj_2"
    outputs="inception_4c/output_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#85ba88"
    fontcolor="#000000"
    fillcolor="#9ad09d"
  ];
  "inception_4d/1x1_1" [
    id=150
    name="inception_4d/1x1_1"
    type=Conv
    label="{ {conv_34  | CONV} | 48.114µs }"
    inputs="inception_4c/output_1;inception_4d/1x1_w_0;inception_4d/1x1_b_0"
    outputs="inception_4d/1x1_1"
    runtime="48.114µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4d/1x1_2" [
    id=151
    name="inception_4d/1x1_2"
    type=Relu
    label="{ {relu_34  | RELU} | 7.786µs }"
    inputs="inception_4d/1x1_1"
    outputs="inception_4d/1x1_2"
    runtime="7.786µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4d/3x3_reduce_1" [
    id=154
    name="inception_4d/3x3_reduce_1"
    type=Conv
    label="{ {conv_35  | CONV} | 48.397µs }"
    inputs="inception_4c/output_1;inception_4d/3x3_reduce_w_0;inception_4d/3x3_reduce_b_0"
    outputs="inception_4d/3x3_reduce_1"
    runtime="48.397µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4d/3x3_reduce_2" [
    id=155
    name="inception_4d/3x3_reduce_2"
    type=Relu
    label="{ {relu_35  | RELU} | 7.751µs }"
    inputs="inception_4d/3x3_reduce_1"
    outputs="inception_4d/3x3_reduce_2"
    runtime="7.751µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4d/3x3_1" [
    id=158
    name="inception_4d/3x3_1"
    type=Conv
    label="{ {conv_36  | CONV} | 59.21µs }"
    inputs="inception_4d/3x3_reduce_2;inception_4d/3x3_w_0;inception_4d/3x3_b_0"
    outputs="inception_4d/3x3_1"
    runtime="59.21µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4d/3x3_2" [
    id=159
    name="inception_4d/3x3_2"
    type=Relu
    label="{ {relu_36  | RELU} | 7.88µs }"
    inputs="inception_4d/3x3_1"
    outputs="inception_4d/3x3_2"
    runtime="7.88µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4d/5x5_reduce_1" [
    id=162
    name="inception_4d/5x5_reduce_1"
    type=Conv
    label="{ {conv_37  | CONV} | 48.44µs }"
    inputs="inception_4c/output_1;inception_4d/5x5_reduce_w_0;inception_4d/5x5_reduce_b_0"
    outputs="inception_4d/5x5_reduce_1"
    runtime="48.44µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4d/5x5_reduce_2" [
    id=163
    name="inception_4d/5x5_reduce_2"
    type=Relu
    label="{ {relu_37  | RELU} | 7.776µs }"
    inputs="inception_4d/5x5_reduce_1"
    outputs="inception_4d/5x5_reduce_2"
    runtime="7.776µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4d/5x5_1" [
    id=166
    name="inception_4d/5x5_1"
    type=Conv
    label="{ {conv_38  | CONV} | 54.228µs }"
    inputs="inception_4d/5x5_reduce_2;inception_4d/5x5_w_0;inception_4d/5x5_b_0"
    outputs="inception_4d/5x5_1"
    runtime="54.228µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4d/5x5_2" [
    id=167
    name="inception_4d/5x5_2"
    type=Relu
    label="{ {relu_38  | RELU} | 7.739µs }"
    inputs="inception_4d/5x5_1"
    outputs="inception_4d/5x5_2"
    runtime="7.739µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4d/pool_1" [
    id=168
    name="inception_4d/pool_1"
    type=MaxPool
    label="{ {maxpool_9  | MXPL} | 9.037µs }"
    inputs="inception_4c/output_1"
    outputs="inception_4d/pool_1"
    runtime="9.037µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_4d/pool_proj_1" [
    id=171
    name="inception_4d/pool_proj_1"
    type=Conv
    label="{ {conv_39  | CONV} | 48.158µs }"
    inputs="inception_4d/pool_1;inception_4d/pool_proj_w_0;inception_4d/pool_proj_b_0"
    outputs="inception_4d/pool_proj_1"
    runtime="48.158µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4d/pool_proj_2" [
    id=172
    name="inception_4d/pool_proj_2"
    type=Relu
    label="{ {relu_39  | RELU} | 7.739µs }"
    inputs="inception_4d/pool_proj_1"
    outputs="inception_4d/pool_proj_2"
    runtime="7.739µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4d/output_1" [
    id=173
    name="inception_4d/output_1"
    type=Concat
    label="{ {concat_6  | CONC} | 0s }"
    inputs="inception_4d/1x1_2;inception_4d/3x3_2;inception_4d/5x5_2;inception_4d/pool_proj_2"
    outputs="inception_4d/output_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#85ba88"
    fontcolor="#000000"
    fillcolor="#9ad09d"
  ];
  "inception_4e/1x1_1" [
    id=176
    name="inception_4e/1x1_1"
    type=Conv
    label="{ {conv_40  | CONV} | 49.322µs }"
    inputs="inception_4d/output_1;inception_4e/1x1_w_0;inception_4e/1x1_b_0"
    outputs="inception_4e/1x1_1"
    runtime="49.322µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4e/1x1_2" [
    id=177
    name="inception_4e/1x1_2"
    type=Relu
    label="{ {relu_40  | RELU} | 7.796µs }"
    inputs="inception_4e/1x1_1"
    outputs="inception_4e/1x1_2"
    runtime="7.796µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4e/3x3_reduce_1" [
    id=180
    name="inception_4e/3x3_reduce_1"
    type=Conv
    label="{ {conv_41  | CONV} | 49.231µs }"
    inputs="inception_4d/output_1;inception_4e/3x3_reduce_w_0;inception_4e/3x3_reduce_b_0"
    outputs="inception_4e/3x3_reduce_1"
    runtime="49.231µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4e/3x3_reduce_2" [
    id=181
    name="inception_4e/3x3_reduce_2"
    type=Relu
    label="{ {relu_41  | RELU} | 7.774µs }"
    inputs="inception_4e/3x3_reduce_1"
    outputs="inception_4e/3x3_reduce_2"
    runtime="7.774µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4e/3x3_1" [
    id=184
    name="inception_4e/3x3_1"
    type=Conv
    label="{ {conv_42  | CONV} | 63.374µs }"
    inputs="inception_4e/3x3_reduce_2;inception_4e/3x3_w_0;inception_4e/3x3_b_0"
    outputs="inception_4e/3x3_1"
    runtime="63.374µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4e/3x3_2" [
    id=185
    name="inception_4e/3x3_2"
    type=Relu
    label="{ {relu_42  | RELU} | 7.809µs }"
    inputs="inception_4e/3x3_1"
    outputs="inception_4e/3x3_2"
    runtime="7.809µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4e/5x5_reduce_1" [
    id=188
    name="inception_4e/5x5_reduce_1"
    type=Conv
    label="{ {conv_43  | CONV} | 49.268µs }"
    inputs="inception_4d/output_1;inception_4e/5x5_reduce_w_0;inception_4e/5x5_reduce_b_0"
    outputs="inception_4e/5x5_reduce_1"
    runtime="49.268µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4e/5x5_reduce_2" [
    id=189
    name="inception_4e/5x5_reduce_2"
    type=Relu
    label="{ {relu_43  | RELU} | 7.776µs }"
    inputs="inception_4e/5x5_reduce_1"
    outputs="inception_4e/5x5_reduce_2"
    runtime="7.776µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4e/5x5_1" [
    id=192
    name="inception_4e/5x5_1"
    type=Conv
    label="{ {conv_44  | CONV} | 64.708µs }"
    inputs="inception_4e/5x5_reduce_2;inception_4e/5x5_w_0;inception_4e/5x5_b_0"
    outputs="inception_4e/5x5_1"
    runtime="64.708µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4e/5x5_2" [
    id=193
    name="inception_4e/5x5_2"
    type=Relu
    label="{ {relu_44  | RELU} | 7.872µs }"
    inputs="inception_4e/5x5_1"
    outputs="inception_4e/5x5_2"
    runtime="7.872µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4e/pool_1" [
    id=194
    name="inception_4e/pool_1"
    type=MaxPool
    label="{ {maxpool_10  | MXPL} | 8.934µs }"
    inputs="inception_4d/output_1"
    outputs="inception_4e/pool_1"
    runtime="8.934µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_4e/pool_proj_1" [
    id=197
    name="inception_4e/pool_proj_1"
    type=Conv
    label="{ {conv_45  | CONV} | 49.225µs }"
    inputs="inception_4e/pool_1;inception_4e/pool_proj_w_0;inception_4e/pool_proj_b_0"
    outputs="inception_4e/pool_proj_1"
    runtime="49.225µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_4e/pool_proj_2" [
    id=198
    name="inception_4e/pool_proj_2"
    type=Relu
    label="{ {relu_45  | RELU} | 7.872µs }"
    inputs="inception_4e/pool_proj_1"
    outputs="inception_4e/pool_proj_2"
    runtime="7.872µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_4e/output_1" [
    id=199
    name="inception_4e/output_1"
    type=Concat
    label="{ {concat_7  | CONC} | 0s }"
    inputs="inception_4e/1x1_2;inception_4e/3x3_2;inception_4e/5x5_2;inception_4e/pool_proj_2"
    outputs="inception_4e/output_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#85ba88"
    fontcolor="#000000"
    fillcolor="#9ad09d"
  ];
  "pool4/3x3_s2_1" [
    id=200
    name="pool4/3x3_s2_1"
    type=MaxPool
    label="{ {maxpool_11  | MXPL} | 7.892µs }"
    inputs="inception_4e/output_1"
    outputs="pool4/3x3_s2_1"
    runtime="7.892µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_5a/1x1_1" [
    id=203
    name="inception_5a/1x1_1"
    type=Conv
    label="{ {conv_46  | CONV} | 65.936µs }"
    inputs="pool4/3x3_s2_1;inception_5a/1x1_w_0;inception_5a/1x1_b_0"
    outputs="inception_5a/1x1_1"
    runtime="65.936µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5a/1x1_2" [
    id=204
    name="inception_5a/1x1_2"
    type=Relu
    label="{ {relu_46  | RELU} | 7.809µs }"
    inputs="inception_5a/1x1_1"
    outputs="inception_5a/1x1_2"
    runtime="7.809µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5a/3x3_reduce_1" [
    id=207
    name="inception_5a/3x3_reduce_1"
    type=Conv
    label="{ {conv_47  | CONV} | 119.092µs }"
    inputs="pool4/3x3_s2_1;inception_5a/3x3_reduce_w_0;inception_5a/3x3_reduce_b_0"
    outputs="inception_5a/3x3_reduce_1"
    runtime="119.092µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5a/3x3_reduce_2" [
    id=208
    name="inception_5a/3x3_reduce_2"
    type=Relu
    label="{ {relu_47  | RELU} | 7.72µs }"
    inputs="inception_5a/3x3_reduce_1"
    outputs="inception_5a/3x3_reduce_2"
    runtime="7.72µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5a/3x3_1" [
    id=211
    name="inception_5a/3x3_1"
    type=Conv
    label="{ {conv_48  | CONV} | 62.654µs }"
    inputs="inception_5a/3x3_reduce_2;inception_5a/3x3_w_0;inception_5a/3x3_b_0"
    outputs="inception_5a/3x3_1"
    runtime="62.654µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5a/3x3_2" [
    id=212
    name="inception_5a/3x3_2"
    type=Relu
    label="{ {relu_48  | RELU} | 7.747µs }"
    inputs="inception_5a/3x3_1"
    outputs="inception_5a/3x3_2"
    runtime="7.747µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5a/5x5_reduce_1" [
    id=215
    name="inception_5a/5x5_reduce_1"
    type=Conv
    label="{ {conv_49  | CONV} | 66.205µs }"
    inputs="pool4/3x3_s2_1;inception_5a/5x5_reduce_w_0;inception_5a/5x5_reduce_b_0"
    outputs="inception_5a/5x5_reduce_1"
    runtime="66.205µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5a/5x5_reduce_2" [
    id=216
    name="inception_5a/5x5_reduce_2"
    type=Relu
    label="{ {relu_49  | RELU} | 7.751µs }"
    inputs="inception_5a/5x5_reduce_1"
    outputs="inception_5a/5x5_reduce_2"
    runtime="7.751µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5a/5x5_1" [
    id=219
    name="inception_5a/5x5_1"
    type=Conv
    label="{ {conv_50  | CONV} | 64.249µs }"
    inputs="inception_5a/5x5_reduce_2;inception_5a/5x5_w_0;inception_5a/5x5_b_0"
    outputs="inception_5a/5x5_1"
    runtime="64.249µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5a/5x5_2" [
    id=220
    name="inception_5a/5x5_2"
    type=Relu
    label="{ {relu_50  | RELU} | 7.76µs }"
    inputs="inception_5a/5x5_1"
    outputs="inception_5a/5x5_2"
    runtime="7.76µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5a/pool_1" [
    id=221
    name="inception_5a/pool_1"
    type=MaxPool
    label="{ {maxpool_12  | MXPL} | 7.559µs }"
    inputs="pool4/3x3_s2_1"
    outputs="inception_5a/pool_1"
    runtime="7.559µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_5a/pool_proj_1" [
    id=224
    name="inception_5a/pool_proj_1"
    type=Conv
    label="{ {conv_51  | CONV} | 65.989µs }"
    inputs="inception_5a/pool_1;inception_5a/pool_proj_w_0;inception_5a/pool_proj_b_0"
    outputs="inception_5a/pool_proj_1"
    runtime="65.989µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5a/pool_proj_2" [
    id=225
    name="inception_5a/pool_proj_2"
    type=Relu
    label="{ {relu_51  | RELU} | 7.76µs }"
    inputs="inception_5a/pool_proj_1"
    outputs="inception_5a/pool_proj_2"
    runtime="7.76µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5a/output_1" [
    id=226
    name="inception_5a/output_1"
    type=Concat
    label="{ {concat_8  | CONC} | 0s }"
    inputs="inception_5a/1x1_2;inception_5a/3x3_2;inception_5a/5x5_2;inception_5a/pool_proj_2"
    outputs="inception_5a/output_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#85ba88"
    fontcolor="#000000"
    fillcolor="#9ad09d"
  ];
  "inception_5b/1x1_1" [
    id=229
    name="inception_5b/1x1_1"
    type=Conv
    label="{ {conv_52  | CONV} | 66.418µs }"
    inputs="inception_5a/output_1;inception_5b/1x1_w_0;inception_5b/1x1_b_0"
    outputs="inception_5b/1x1_1"
    runtime="66.418µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5b/1x1_2" [
    id=230
    name="inception_5b/1x1_2"
    type=Relu
    label="{ {relu_52  | RELU} | 7.814µs }"
    inputs="inception_5b/1x1_1"
    outputs="inception_5b/1x1_2"
    runtime="7.814µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5b/3x3_reduce_1" [
    id=233
    name="inception_5b/3x3_reduce_1"
    type=Conv
    label="{ {conv_53  | CONV} | 66.063µs }"
    inputs="inception_5a/output_1;inception_5b/3x3_reduce_w_0;inception_5b/3x3_reduce_b_0"
    outputs="inception_5b/3x3_reduce_1"
    runtime="66.063µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5b/3x3_reduce_2" [
    id=234
    name="inception_5b/3x3_reduce_2"
    type=Relu
    label="{ {relu_53  | RELU} | 7.72µs }"
    inputs="inception_5b/3x3_reduce_1"
    outputs="inception_5b/3x3_reduce_2"
    runtime="7.72µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5b/3x3_1" [
    id=237
    name="inception_5b/3x3_1"
    type=Conv
    label="{ {conv_54  | CONV} | 75.34µs }"
    inputs="inception_5b/3x3_reduce_2;inception_5b/3x3_w_0;inception_5b/3x3_b_0"
    outputs="inception_5b/3x3_1"
    runtime="75.34µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5b/3x3_2" [
    id=238
    name="inception_5b/3x3_2"
    type=Relu
    label="{ {relu_54  | RELU} | 7.814µs }"
    inputs="inception_5b/3x3_1"
    outputs="inception_5b/3x3_2"
    runtime="7.814µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5b/5x5_reduce_1" [
    id=241
    name="inception_5b/5x5_reduce_1"
    type=Conv
    label="{ {conv_55  | CONV} | 66.043µs }"
    inputs="inception_5a/output_1;inception_5b/5x5_reduce_w_0;inception_5b/5x5_reduce_b_0"
    outputs="inception_5b/5x5_reduce_1"
    runtime="66.043µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5b/5x5_reduce_2" [
    id=242
    name="inception_5b/5x5_reduce_2"
    type=Relu
    label="{ {relu_55  | RELU} | 7.727µs }"
    inputs="inception_5b/5x5_reduce_1"
    outputs="inception_5b/5x5_reduce_2"
    runtime="7.727µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5b/5x5_1" [
    id=245
    name="inception_5b/5x5_1"
    type=Conv
    label="{ {conv_56  | CONV} | 86.137µs }"
    inputs="inception_5b/5x5_reduce_2;inception_5b/5x5_w_0;inception_5b/5x5_b_0"
    outputs="inception_5b/5x5_1"
    runtime="86.137µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5b/5x5_2" [
    id=246
    name="inception_5b/5x5_2"
    type=Relu
    label="{ {relu_56  | RELU} | 7.76µs }"
    inputs="inception_5b/5x5_1"
    outputs="inception_5b/5x5_2"
    runtime="7.76µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5b/pool_1" [
    id=247
    name="inception_5b/pool_1"
    type=MaxPool
    label="{ {maxpool_13  | MXPL} | 7.559µs }"
    inputs="inception_5a/output_1"
    outputs="inception_5b/pool_1"
    runtime="7.559µs"
    penwidth=3
    style=filled
    color="#c289b8"
    fontcolor="#000000"
    fillcolor="#d69bcc"
  ];
  "inception_5b/pool_proj_1" [
    id=250
    name="inception_5b/pool_proj_1"
    type=Conv
    label="{ {conv_57  | CONV} | 65.989µs }"
    inputs="inception_5b/pool_1;inception_5b/pool_proj_w_0;inception_5b/pool_proj_b_0"
    outputs="inception_5b/pool_proj_1"
    runtime="65.989µs"
    penwidth=3
    style=filled
    color="#d0cc88"
    fontcolor="#000000"
    fillcolor="#eae5a0"
  ];
  "inception_5b/pool_proj_2" [
    id=251
    name="inception_5b/pool_proj_2"
    type=Relu
    label="{ {relu_57  | RELU} | 7.76µs }"
    inputs="inception_5b/pool_proj_1"
    outputs="inception_5b/pool_proj_2"
    runtime="7.76µs"
    penwidth=3
    style=filled
    color="#c89788"
    fontcolor="#000000"
    fillcolor="#ddab9b"
  ];
  "inception_5b/output_1" [
    id=252
    name="inception_5b/output_1"
    type=Concat
    label="{ {concat_9  | CONC} | 0s }"
    inputs="inception_5b/1x1_2;inception_5b/3x3_2;inception_5b/5x5_2;inception_5b/pool_proj_2"
    outputs="inception_5b/output_1"
    runtime="0s"
    penwidth=3
    style=filled
    color="#85ba88"
    fontcolor="#000000"
    fillcolor="#9ad09d"
  ];
  "pool5/7x7_s1_1" [
    id=253
    name="pool5/7x7_s1_1"
    type=AveragePool
    label="{ {averagepool_1  | AVGPL} | 8.969µs }"
    inputs="inception_5b/output_1"
    outputs="pool5/7x7_s1_1"
    runtime="8.969µs"
    penwidth=3
    style=filled
    color="#87bfc1"
    fontcolor="#000000"
    fillcolor="#9dd5d8"
  ];
  "pool5/7x7_s1_2" [
    id=254
    name="pool5/7x7_s1_2"
    type=Dropout
    label="{ {dropout_1  | DRP} | 8.511µs }"
    inputs="pool5/7x7_s1_1"
    outputs="pool5/7x7_s1_2;_pool5/7x7_s1_mask_1"
    runtime="8.511µs"
    penwidth=3
    style=filled
    color="#aa83cd"
    fontcolor="#000000"
    fillcolor="#bc94e0"
  ];
  "_pool5/7x7_s1_mask_1" [
    id=255
    name="_pool5/7x7_s1_mask_1"
    type=Dropout
    label="{ {dropout_1  | DRP} | [1,1024,1,1] }"
    inputs="pool5/7x7_s1_1"
    outputs="pool5/7x7_s1_2;_pool5/7x7_s1_mask_1"
    penwidth=3
    style=filled
    color="#aa83cd"
    fontcolor="#000000"
    fillcolor="#bc94e0"
  ];
  "OC2_DUMMY_0" [
    id=257
    name="OC2_DUMMY_0"
    type=Reshape
    label="{ {reshape_1  | RSHP} | 0s }"
    inputs="pool5/7x7_s1_2;OC2_DUMMY_1"
    outputs="OC2_DUMMY_0"
    runtime="0s"
    penwidth=3
    style=filled
    color="#c3828f"
    fontcolor="#000000"
    fillcolor="#d694a1"
  ];
  "loss3/classifier_1" [
    id=260
    name="loss3/classifier_1"
    type=Gemm
    label="{ {gemm_1  | GEMM} | 10.939µs }"
    inputs="OC2_DUMMY_0;loss3/classifier_w_0;loss3/classifier_b_0"
    outputs="loss3/classifier_1"
    runtime="10.939µs"
    penwidth=3
    style=filled
    color="#bdad80"
    fontcolor="#000000"
    fillcolor="#d3c395"
  ];
  "prob_1" [
    id=261
    name="prob_1"
    type=Softmax
    label="{ {softmax_1  | SFT} | [1,1000] }"
    inputs="loss3/classifier_1"
    outputs="prob_1"
    penwidth=3
    style=filled
    color="#8599c5"
    fontcolor="#000000"
    fillcolor="#98acd8"
  ];

  // Edge definitions.
  "conv1/7x7_s2_1" -> "conv1/7x7_s2_2";
  "conv1/7x7_s2_2" -> "pool1/3x3_s2_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "pool1/3x3_s2_1" -> "pool1/norm1_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "pool1/norm1_1" -> "conv2/3x3_reduce_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "conv2/3x3_reduce_1" -> "conv2/3x3_reduce_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "conv2/3x3_reduce_2" -> "conv2/3x3_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "conv2/3x3_1" -> "conv2/3x3_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "conv2/3x3_2" -> "conv2/norm2_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "conv2/norm2_1" -> "pool2/3x3_s2_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "pool2/3x3_s2_1" -> "inception_3a/1x1_1";
  "pool2/3x3_s2_1" -> "inception_3a/3x3_reduce_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "pool2/3x3_s2_1" -> "inception_3a/5x5_reduce_1";
  "pool2/3x3_s2_1" -> "inception_3a/pool_1";
  "inception_3a/1x1_1" -> "inception_3a/1x1_2";
  "inception_3a/1x1_2" -> "inception_3a/output_1";
  "inception_3a/3x3_reduce_1" -> "inception_3a/3x3_reduce_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_3a/3x3_reduce_2" -> "inception_3a/3x3_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_3a/3x3_1" -> "inception_3a/3x3_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_3a/3x3_2" -> "inception_3a/output_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_3a/5x5_reduce_1" -> "inception_3a/5x5_reduce_2";
  "inception_3a/5x5_reduce_2" -> "inception_3a/5x5_1";
  "inception_3a/5x5_1" -> "inception_3a/5x5_2";
  "inception_3a/5x5_2" -> "inception_3a/output_1";
  "inception_3a/pool_1" -> "inception_3a/pool_proj_1";
  "inception_3a/pool_proj_1" -> "inception_3a/pool_proj_2";
  "inception_3a/pool_proj_2" -> "inception_3a/output_1";
  "inception_3a/output_1" -> "inception_3b/1x1_1";
  "inception_3a/output_1" -> "inception_3b/3x3_reduce_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_3a/output_1" -> "inception_3b/5x5_reduce_1";
  "inception_3a/output_1" -> "inception_3b/pool_1";
  "inception_3b/1x1_1" -> "inception_3b/1x1_2";
  "inception_3b/1x1_2" -> "inception_3b/output_1";
  "inception_3b/3x3_reduce_1" -> "inception_3b/3x3_reduce_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_3b/3x3_reduce_2" -> "inception_3b/3x3_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_3b/3x3_1" -> "inception_3b/3x3_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_3b/3x3_2" -> "inception_3b/output_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_3b/5x5_reduce_1" -> "inception_3b/5x5_reduce_2";
  "inception_3b/5x5_reduce_2" -> "inception_3b/5x5_1";
  "inception_3b/5x5_1" -> "inception_3b/5x5_2";
  "inception_3b/5x5_2" -> "inception_3b/output_1";
  "inception_3b/pool_1" -> "inception_3b/pool_proj_1";
  "inception_3b/pool_proj_1" -> "inception_3b/pool_proj_2";
  "inception_3b/pool_proj_2" -> "inception_3b/output_1";
  "inception_3b/output_1" -> "pool3/3x3_s2_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "pool3/3x3_s2_1" -> "inception_4a/1x1_1";
  "pool3/3x3_s2_1" -> "inception_4a/3x3_reduce_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "pool3/3x3_s2_1" -> "inception_4a/5x5_reduce_1";
  "pool3/3x3_s2_1" -> "inception_4a/pool_1";
  "inception_4a/1x1_1" -> "inception_4a/1x1_2";
  "inception_4a/1x1_2" -> "inception_4a/output_1";
  "inception_4a/3x3_reduce_1" -> "inception_4a/3x3_reduce_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4a/3x3_reduce_2" -> "inception_4a/3x3_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4a/3x3_1" -> "inception_4a/3x3_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4a/3x3_2" -> "inception_4a/output_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4a/5x5_reduce_1" -> "inception_4a/5x5_reduce_2";
  "inception_4a/5x5_reduce_2" -> "inception_4a/5x5_1";
  "inception_4a/5x5_1" -> "inception_4a/5x5_2";
  "inception_4a/5x5_2" -> "inception_4a/output_1";
  "inception_4a/pool_1" -> "inception_4a/pool_proj_1";
  "inception_4a/pool_proj_1" -> "inception_4a/pool_proj_2";
  "inception_4a/pool_proj_2" -> "inception_4a/output_1";
  "inception_4a/output_1" -> "inception_4b/1x1_1";
  "inception_4a/output_1" -> "inception_4b/3x3_reduce_1";
  "inception_4a/output_1" -> "inception_4b/5x5_reduce_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4a/output_1" -> "inception_4b/pool_1";
  "inception_4b/1x1_1" -> "inception_4b/1x1_2";
  "inception_4b/1x1_2" -> "inception_4b/output_1";
  "inception_4b/3x3_reduce_1" -> "inception_4b/3x3_reduce_2";
  "inception_4b/3x3_reduce_2" -> "inception_4b/3x3_1";
  "inception_4b/3x3_1" -> "inception_4b/3x3_2";
  "inception_4b/3x3_2" -> "inception_4b/output_1";
  "inception_4b/5x5_reduce_1" -> "inception_4b/5x5_reduce_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4b/5x5_reduce_2" -> "inception_4b/5x5_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4b/5x5_1" -> "inception_4b/5x5_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4b/5x5_2" -> "inception_4b/output_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4b/pool_1" -> "inception_4b/pool_proj_1";
  "inception_4b/pool_proj_1" -> "inception_4b/pool_proj_2";
  "inception_4b/pool_proj_2" -> "inception_4b/output_1";
  "inception_4b/output_1" -> "inception_4c/1x1_1";
  "inception_4b/output_1" -> "inception_4c/3x3_reduce_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4b/output_1" -> "inception_4c/5x5_reduce_1";
  "inception_4b/output_1" -> "inception_4c/pool_1";
  "inception_4c/1x1_1" -> "inception_4c/1x1_2";
  "inception_4c/1x1_2" -> "inception_4c/output_1";
  "inception_4c/3x3_reduce_1" -> "inception_4c/3x3_reduce_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4c/3x3_reduce_2" -> "inception_4c/3x3_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4c/3x3_1" -> "inception_4c/3x3_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4c/3x3_2" -> "inception_4c/output_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4c/5x5_reduce_1" -> "inception_4c/5x5_reduce_2";
  "inception_4c/5x5_reduce_2" -> "inception_4c/5x5_1";
  "inception_4c/5x5_1" -> "inception_4c/5x5_2";
  "inception_4c/5x5_2" -> "inception_4c/output_1";
  "inception_4c/pool_1" -> "inception_4c/pool_proj_1";
  "inception_4c/pool_proj_1" -> "inception_4c/pool_proj_2";
  "inception_4c/pool_proj_2" -> "inception_4c/output_1";
  "inception_4c/output_1" -> "inception_4d/1x1_1";
  "inception_4c/output_1" -> "inception_4d/3x3_reduce_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4c/output_1" -> "inception_4d/5x5_reduce_1";
  "inception_4c/output_1" -> "inception_4d/pool_1";
  "inception_4d/1x1_1" -> "inception_4d/1x1_2";
  "inception_4d/1x1_2" -> "inception_4d/output_1";
  "inception_4d/3x3_reduce_1" -> "inception_4d/3x3_reduce_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4d/3x3_reduce_2" -> "inception_4d/3x3_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4d/3x3_1" -> "inception_4d/3x3_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4d/3x3_2" -> "inception_4d/output_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4d/5x5_reduce_1" -> "inception_4d/5x5_reduce_2";
  "inception_4d/5x5_reduce_2" -> "inception_4d/5x5_1";
  "inception_4d/5x5_1" -> "inception_4d/5x5_2";
  "inception_4d/5x5_2" -> "inception_4d/output_1";
  "inception_4d/pool_1" -> "inception_4d/pool_proj_1";
  "inception_4d/pool_proj_1" -> "inception_4d/pool_proj_2";
  "inception_4d/pool_proj_2" -> "inception_4d/output_1";
  "inception_4d/output_1" -> "inception_4e/1x1_1";
  "inception_4d/output_1" -> "inception_4e/3x3_reduce_1";
  "inception_4d/output_1" -> "inception_4e/5x5_reduce_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4d/output_1" -> "inception_4e/pool_1";
  "inception_4e/1x1_1" -> "inception_4e/1x1_2";
  "inception_4e/1x1_2" -> "inception_4e/output_1";
  "inception_4e/3x3_reduce_1" -> "inception_4e/3x3_reduce_2";
  "inception_4e/3x3_reduce_2" -> "inception_4e/3x3_1";
  "inception_4e/3x3_1" -> "inception_4e/3x3_2";
  "inception_4e/3x3_2" -> "inception_4e/output_1";
  "inception_4e/5x5_reduce_1" -> "inception_4e/5x5_reduce_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4e/5x5_reduce_2" -> "inception_4e/5x5_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4e/5x5_1" -> "inception_4e/5x5_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4e/5x5_2" -> "inception_4e/output_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_4e/pool_1" -> "inception_4e/pool_proj_1";
  "inception_4e/pool_proj_1" -> "inception_4e/pool_proj_2";
  "inception_4e/pool_proj_2" -> "inception_4e/output_1";
  "inception_4e/output_1" -> "pool4/3x3_s2_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "pool4/3x3_s2_1" -> "inception_5a/1x1_1";
  "pool4/3x3_s2_1" -> "inception_5a/3x3_reduce_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "pool4/3x3_s2_1" -> "inception_5a/5x5_reduce_1";
  "pool4/3x3_s2_1" -> "inception_5a/pool_1";
  "inception_5a/1x1_1" -> "inception_5a/1x1_2";
  "inception_5a/1x1_2" -> "inception_5a/output_1";
  "inception_5a/3x3_reduce_1" -> "inception_5a/3x3_reduce_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_5a/3x3_reduce_2" -> "inception_5a/3x3_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_5a/3x3_1" -> "inception_5a/3x3_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_5a/3x3_2" -> "inception_5a/output_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_5a/5x5_reduce_1" -> "inception_5a/5x5_reduce_2";
  "inception_5a/5x5_reduce_2" -> "inception_5a/5x5_1";
  "inception_5a/5x5_1" -> "inception_5a/5x5_2";
  "inception_5a/5x5_2" -> "inception_5a/output_1";
  "inception_5a/pool_1" -> "inception_5a/pool_proj_1";
  "inception_5a/pool_proj_1" -> "inception_5a/pool_proj_2";
  "inception_5a/pool_proj_2" -> "inception_5a/output_1";
  "inception_5a/output_1" -> "inception_5b/1x1_1";
  "inception_5a/output_1" -> "inception_5b/3x3_reduce_1";
  "inception_5a/output_1" -> "inception_5b/5x5_reduce_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_5a/output_1" -> "inception_5b/pool_1";
  "inception_5b/1x1_1" -> "inception_5b/1x1_2";
  "inception_5b/1x1_2" -> "inception_5b/output_1";
  "inception_5b/3x3_reduce_1" -> "inception_5b/3x3_reduce_2";
  "inception_5b/3x3_reduce_2" -> "inception_5b/3x3_1";
  "inception_5b/3x3_1" -> "inception_5b/3x3_2";
  "inception_5b/3x3_2" -> "inception_5b/output_1";
  "inception_5b/5x5_reduce_1" -> "inception_5b/5x5_reduce_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_5b/5x5_reduce_2" -> "inception_5b/5x5_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_5b/5x5_1" -> "inception_5b/5x5_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_5b/5x5_2" -> "inception_5b/output_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "inception_5b/pool_1" -> "inception_5b/pool_proj_1";
  "inception_5b/pool_proj_1" -> "inception_5b/pool_proj_2";
  "inception_5b/pool_proj_2" -> "inception_5b/output_1";
  "inception_5b/output_1" -> "pool5/7x7_s1_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "pool5/7x7_s1_1" -> "pool5/7x7_s1_2" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "pool5/7x7_s1_1" -> "_pool5/7x7_s1_mask_1";
  "pool5/7x7_s1_2" -> "OC2_DUMMY_0" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "OC2_DUMMY_0" -> "loss3/classifier_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
  "loss3/classifier_1" -> "prob_1" [
    penwidth=5
    pencolor="#c65840"
    color="#c65840"
  ];
}