Shape Inference
Shape inference is the process by which you infer the shape of the intermediate layers given the input dimensions, the model connectivity, and the layer types. All is based on simple arithmetic manipulation of the input dimensions along with the layer parameters. For example, for the Convolution layer the following formula defines how to compute the output shape given the input shape and the layer paraamters:
- Input:
$(N, C_{in}, H_{in}, W_{in})$ - Filter:
$(C_{out}, C_{in}, H_f, W_f)$ - Output:
$(N, C_{out}, H_{out}, W_{out})$
where
$$ \begin{aligned} H_{out}&= \frac{(H_{in} + 2 * paddings[0] - (dilations[0] * (H_f - 1) + 1))}{strides[0]} + 1 \\ W_{out}&= \frac{(W_{in} + 2 * paddings[1] - (dilations[1] * (W_f - 1) + 1))}{strides[1]} + 1 \end{aligned} $$
The input models to Benanza do not have shape information, and Benanza traverses the graph, performs the shape inference, and augments the shape with the inferred shape information.
Create Graph
An easy way to view the model is by visualizing as a graph. A graph can be created of the model after shape inference using
benanza dot --model_path //ResNet50-v1 --format dot -o /tmp/resnet.dot --batch_size=256This will create a plot of the Resnet50-v1 model using batch size 256.
The output is a PDF (if the dot tool is available) and will generate a figure like (Note you may need to scroll down to view the graph)
strict digraph {
graph [
rankdir="TB"
overlap=prism
overlap_shrink=true
splines=curved
];
node [
shape=Mrecord
];
edge [
penwidth=3
];
// Node definitions.
"data" [
id=0
name="data"
type=constant_input
label="data"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_conv0_weight" [
id=1
name="resnetv17_conv0_weight"
type=constant_input
label="resnetv17_conv0_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_conv0_fwd" [
id=2
name="resnetv17_conv0_fwd"
type=Conv
label="{ {resnetv17_conv0_fwd | CONV} | [256,64,112,112] }"
inputs="data;resnetv17_conv0_weight"
outputs="resnetv17_conv0_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_batchnorm0_gamma" [
id=3
name="resnetv17_batchnorm0_gamma"
type=constant_input
label="resnetv17_batchnorm0_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_batchnorm0_beta" [
id=4
name="resnetv17_batchnorm0_beta"
type=constant_input
label="resnetv17_batchnorm0_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_batchnorm0_running_mean" [
id=5
name="resnetv17_batchnorm0_running_mean"
type=constant_input
label="resnetv17_batchnorm0_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_batchnorm0_running_var" [
id=6
name="resnetv17_batchnorm0_running_var"
type=constant_input
label="resnetv17_batchnorm0_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_batchnorm0_fwd" [
id=7
name="resnetv17_batchnorm0_fwd"
type=BatchNormalization
label="{ {resnetv17_batchnorm0_fwd | BN} | [[256,64,112,112],[64],[64],[64],[64]] }"
inputs="resnetv17_conv0_fwd;resnetv17_batchnorm0_gamma;resnetv17_batchnorm0_beta;resnetv17_batchnorm0_running_mean;resnetv17_batchnorm0_running_var"
outputs="resnetv17_batchnorm0_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_relu0_fwd" [
id=8
name="resnetv17_relu0_fwd"
type=Relu
label="{ {resnetv17_relu0_fwd | RELU} | [256,64,112,112] }"
inputs="resnetv17_batchnorm0_fwd"
outputs="resnetv17_relu0_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_pool0_fwd" [
id=9
name="resnetv17_pool0_fwd"
type=MaxPool
label="{ {resnetv17_pool0_fwd | MXPL} | [256,64,56,56] }"
inputs="resnetv17_relu0_fwd"
outputs="resnetv17_pool0_fwd"
penwidth=3
style=filled
color="#83a6c9"
fontcolor="#000000"
fillcolor="#97bade"
];
"resnetv17_stage1_conv0_weight" [
id=10
name="resnetv17_stage1_conv0_weight"
type=constant_input
label="resnetv17_stage1_conv0_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv0_bias" [
id=11
name="resnetv17_stage1_conv0_bias"
type=constant_input
label="resnetv17_stage1_conv0_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv0_fwd" [
id=12
name="resnetv17_stage1_conv0_fwd"
type=Conv
label="{ {resnetv17_stage1_conv0_fwd | CONV} | [256,64,56,56] }"
inputs="resnetv17_pool0_fwd;resnetv17_stage1_conv0_weight;resnetv17_stage1_conv0_bias"
outputs="resnetv17_stage1_conv0_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage1_batchnorm0_gamma" [
id=13
name="resnetv17_stage1_batchnorm0_gamma"
type=constant_input
label="resnetv17_stage1_batchnorm0_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm0_beta" [
id=14
name="resnetv17_stage1_batchnorm0_beta"
type=constant_input
label="resnetv17_stage1_batchnorm0_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm0_running_mean" [
id=15
name="resnetv17_stage1_batchnorm0_running_mean"
type=constant_input
label="resnetv17_stage1_batchnorm0_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm0_running_var" [
id=16
name="resnetv17_stage1_batchnorm0_running_var"
type=constant_input
label="resnetv17_stage1_batchnorm0_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm0_fwd" [
id=17
name="resnetv17_stage1_batchnorm0_fwd"
type=BatchNormalization
label="{ {resnetv17_stage1_batchnorm0_fwd | BN} | [[256,64,56,56],[64],[64],[64],[64]] }"
inputs="resnetv17_stage1_conv0_fwd;resnetv17_stage1_batchnorm0_gamma;resnetv17_stage1_batchnorm0_beta;resnetv17_stage1_batchnorm0_running_mean;resnetv17_stage1_batchnorm0_running_var"
outputs="resnetv17_stage1_batchnorm0_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage1_relu0_fwd" [
id=18
name="resnetv17_stage1_relu0_fwd"
type=Relu
label="{ {resnetv17_stage1_relu0_fwd | RELU} | [256,64,56,56] }"
inputs="resnetv17_stage1_batchnorm0_fwd"
outputs="resnetv17_stage1_relu0_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage1_conv1_weight" [
id=19
name="resnetv17_stage1_conv1_weight"
type=constant_input
label="resnetv17_stage1_conv1_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv1_fwd" [
id=20
name="resnetv17_stage1_conv1_fwd"
type=Conv
label="{ {resnetv17_stage1_conv1_fwd | CONV} | [256,64,56,56] }"
inputs="resnetv17_stage1_relu0_fwd;resnetv17_stage1_conv1_weight"
outputs="resnetv17_stage1_conv1_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage1_batchnorm1_gamma" [
id=21
name="resnetv17_stage1_batchnorm1_gamma"
type=constant_input
label="resnetv17_stage1_batchnorm1_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm1_beta" [
id=22
name="resnetv17_stage1_batchnorm1_beta"
type=constant_input
label="resnetv17_stage1_batchnorm1_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm1_running_mean" [
id=23
name="resnetv17_stage1_batchnorm1_running_mean"
type=constant_input
label="resnetv17_stage1_batchnorm1_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm1_running_var" [
id=24
name="resnetv17_stage1_batchnorm1_running_var"
type=constant_input
label="resnetv17_stage1_batchnorm1_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm1_fwd" [
id=25
name="resnetv17_stage1_batchnorm1_fwd"
type=BatchNormalization
label="{ {resnetv17_stage1_batchnorm1_fwd | BN} | [[256,64,56,56],[64],[64],[64],[64]] }"
inputs="resnetv17_stage1_conv1_fwd;resnetv17_stage1_batchnorm1_gamma;resnetv17_stage1_batchnorm1_beta;resnetv17_stage1_batchnorm1_running_mean;resnetv17_stage1_batchnorm1_running_var"
outputs="resnetv17_stage1_batchnorm1_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage1_relu1_fwd" [
id=26
name="resnetv17_stage1_relu1_fwd"
type=Relu
label="{ {resnetv17_stage1_relu1_fwd | RELU} | [256,64,56,56] }"
inputs="resnetv17_stage1_batchnorm1_fwd"
outputs="resnetv17_stage1_relu1_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage1_conv2_weight" [
id=27
name="resnetv17_stage1_conv2_weight"
type=constant_input
label="resnetv17_stage1_conv2_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv2_bias" [
id=28
name="resnetv17_stage1_conv2_bias"
type=constant_input
label="resnetv17_stage1_conv2_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv2_fwd" [
id=29
name="resnetv17_stage1_conv2_fwd"
type=Conv
label="{ {resnetv17_stage1_conv2_fwd | CONV} | [256,256,56,56] }"
inputs="resnetv17_stage1_relu1_fwd;resnetv17_stage1_conv2_weight;resnetv17_stage1_conv2_bias"
outputs="resnetv17_stage1_conv2_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage1_batchnorm2_gamma" [
id=30
name="resnetv17_stage1_batchnorm2_gamma"
type=constant_input
label="resnetv17_stage1_batchnorm2_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm2_beta" [
id=31
name="resnetv17_stage1_batchnorm2_beta"
type=constant_input
label="resnetv17_stage1_batchnorm2_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm2_running_mean" [
id=32
name="resnetv17_stage1_batchnorm2_running_mean"
type=constant_input
label="resnetv17_stage1_batchnorm2_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm2_running_var" [
id=33
name="resnetv17_stage1_batchnorm2_running_var"
type=constant_input
label="resnetv17_stage1_batchnorm2_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm2_fwd" [
id=34
name="resnetv17_stage1_batchnorm2_fwd"
type=BatchNormalization
label="{ {resnetv17_stage1_batchnorm2_fwd | BN} | [[256,256,56,56],[256],[256],[256],[256]] }"
inputs="resnetv17_stage1_conv2_fwd;resnetv17_stage1_batchnorm2_gamma;resnetv17_stage1_batchnorm2_beta;resnetv17_stage1_batchnorm2_running_mean;resnetv17_stage1_batchnorm2_running_var"
outputs="resnetv17_stage1_batchnorm2_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage1_conv3_weight" [
id=35
name="resnetv17_stage1_conv3_weight"
type=constant_input
label="resnetv17_stage1_conv3_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv3_fwd" [
id=36
name="resnetv17_stage1_conv3_fwd"
type=Conv
label="{ {resnetv17_stage1_conv3_fwd | CONV} | [256,256,56,56] }"
inputs="resnetv17_pool0_fwd;resnetv17_stage1_conv3_weight"
outputs="resnetv17_stage1_conv3_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage1_batchnorm3_gamma" [
id=37
name="resnetv17_stage1_batchnorm3_gamma"
type=constant_input
label="resnetv17_stage1_batchnorm3_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm3_beta" [
id=38
name="resnetv17_stage1_batchnorm3_beta"
type=constant_input
label="resnetv17_stage1_batchnorm3_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm3_running_mean" [
id=39
name="resnetv17_stage1_batchnorm3_running_mean"
type=constant_input
label="resnetv17_stage1_batchnorm3_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm3_running_var" [
id=40
name="resnetv17_stage1_batchnorm3_running_var"
type=constant_input
label="resnetv17_stage1_batchnorm3_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm3_fwd" [
id=41
name="resnetv17_stage1_batchnorm3_fwd"
type=BatchNormalization
label="{ {resnetv17_stage1_batchnorm3_fwd | BN} | [[256,256,56,56],[256],[256],[256],[256]] }"
inputs="resnetv17_stage1_conv3_fwd;resnetv17_stage1_batchnorm3_gamma;resnetv17_stage1_batchnorm3_beta;resnetv17_stage1_batchnorm3_running_mean;resnetv17_stage1_batchnorm3_running_var"
outputs="resnetv17_stage1_batchnorm3_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage1__plus0" [
id=42
name="resnetv17_stage1__plus0"
type=Add
label="{ {resnetv17_stage1__plus0 | ADD} | [256,256,56,56] }"
inputs="resnetv17_stage1_batchnorm2_fwd;resnetv17_stage1_batchnorm3_fwd"
outputs="resnetv17_stage1__plus0"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage1_activation0" [
id=43
name="resnetv17_stage1_activation0"
type=Relu
label="{ {resnetv17_stage1_activation0 | RELU} | [256,256,56,56] }"
inputs="resnetv17_stage1__plus0"
outputs="resnetv17_stage1_activation0"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage1_conv4_weight" [
id=44
name="resnetv17_stage1_conv4_weight"
type=constant_input
label="resnetv17_stage1_conv4_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv4_bias" [
id=45
name="resnetv17_stage1_conv4_bias"
type=constant_input
label="resnetv17_stage1_conv4_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv4_fwd" [
id=46
name="resnetv17_stage1_conv4_fwd"
type=Conv
label="{ {resnetv17_stage1_conv4_fwd | CONV} | [256,64,56,56] }"
inputs="resnetv17_stage1_activation0;resnetv17_stage1_conv4_weight;resnetv17_stage1_conv4_bias"
outputs="resnetv17_stage1_conv4_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage1_batchnorm4_gamma" [
id=47
name="resnetv17_stage1_batchnorm4_gamma"
type=constant_input
label="resnetv17_stage1_batchnorm4_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm4_beta" [
id=48
name="resnetv17_stage1_batchnorm4_beta"
type=constant_input
label="resnetv17_stage1_batchnorm4_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm4_running_mean" [
id=49
name="resnetv17_stage1_batchnorm4_running_mean"
type=constant_input
label="resnetv17_stage1_batchnorm4_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm4_running_var" [
id=50
name="resnetv17_stage1_batchnorm4_running_var"
type=constant_input
label="resnetv17_stage1_batchnorm4_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm4_fwd" [
id=51
name="resnetv17_stage1_batchnorm4_fwd"
type=BatchNormalization
label="{ {resnetv17_stage1_batchnorm4_fwd | BN} | [[256,64,56,56],[64],[64],[64],[64]] }"
inputs="resnetv17_stage1_conv4_fwd;resnetv17_stage1_batchnorm4_gamma;resnetv17_stage1_batchnorm4_beta;resnetv17_stage1_batchnorm4_running_mean;resnetv17_stage1_batchnorm4_running_var"
outputs="resnetv17_stage1_batchnorm4_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage1_relu2_fwd" [
id=52
name="resnetv17_stage1_relu2_fwd"
type=Relu
label="{ {resnetv17_stage1_relu2_fwd | RELU} | [256,64,56,56] }"
inputs="resnetv17_stage1_batchnorm4_fwd"
outputs="resnetv17_stage1_relu2_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage1_conv5_weight" [
id=53
name="resnetv17_stage1_conv5_weight"
type=constant_input
label="resnetv17_stage1_conv5_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv5_fwd" [
id=54
name="resnetv17_stage1_conv5_fwd"
type=Conv
label="{ {resnetv17_stage1_conv5_fwd | CONV} | [256,64,56,56] }"
inputs="resnetv17_stage1_relu2_fwd;resnetv17_stage1_conv5_weight"
outputs="resnetv17_stage1_conv5_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage1_batchnorm5_gamma" [
id=55
name="resnetv17_stage1_batchnorm5_gamma"
type=constant_input
label="resnetv17_stage1_batchnorm5_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm5_beta" [
id=56
name="resnetv17_stage1_batchnorm5_beta"
type=constant_input
label="resnetv17_stage1_batchnorm5_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm5_running_mean" [
id=57
name="resnetv17_stage1_batchnorm5_running_mean"
type=constant_input
label="resnetv17_stage1_batchnorm5_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm5_running_var" [
id=58
name="resnetv17_stage1_batchnorm5_running_var"
type=constant_input
label="resnetv17_stage1_batchnorm5_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm5_fwd" [
id=59
name="resnetv17_stage1_batchnorm5_fwd"
type=BatchNormalization
label="{ {resnetv17_stage1_batchnorm5_fwd | BN} | [[256,64,56,56],[64],[64],[64],[64]] }"
inputs="resnetv17_stage1_conv5_fwd;resnetv17_stage1_batchnorm5_gamma;resnetv17_stage1_batchnorm5_beta;resnetv17_stage1_batchnorm5_running_mean;resnetv17_stage1_batchnorm5_running_var"
outputs="resnetv17_stage1_batchnorm5_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage1_relu3_fwd" [
id=60
name="resnetv17_stage1_relu3_fwd"
type=Relu
label="{ {resnetv17_stage1_relu3_fwd | RELU} | [256,64,56,56] }"
inputs="resnetv17_stage1_batchnorm5_fwd"
outputs="resnetv17_stage1_relu3_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage1_conv6_weight" [
id=61
name="resnetv17_stage1_conv6_weight"
type=constant_input
label="resnetv17_stage1_conv6_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv6_bias" [
id=62
name="resnetv17_stage1_conv6_bias"
type=constant_input
label="resnetv17_stage1_conv6_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv6_fwd" [
id=63
name="resnetv17_stage1_conv6_fwd"
type=Conv
label="{ {resnetv17_stage1_conv6_fwd | CONV} | [256,256,56,56] }"
inputs="resnetv17_stage1_relu3_fwd;resnetv17_stage1_conv6_weight;resnetv17_stage1_conv6_bias"
outputs="resnetv17_stage1_conv6_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage1_batchnorm6_gamma" [
id=64
name="resnetv17_stage1_batchnorm6_gamma"
type=constant_input
label="resnetv17_stage1_batchnorm6_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm6_beta" [
id=65
name="resnetv17_stage1_batchnorm6_beta"
type=constant_input
label="resnetv17_stage1_batchnorm6_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm6_running_mean" [
id=66
name="resnetv17_stage1_batchnorm6_running_mean"
type=constant_input
label="resnetv17_stage1_batchnorm6_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm6_running_var" [
id=67
name="resnetv17_stage1_batchnorm6_running_var"
type=constant_input
label="resnetv17_stage1_batchnorm6_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm6_fwd" [
id=68
name="resnetv17_stage1_batchnorm6_fwd"
type=BatchNormalization
label="{ {resnetv17_stage1_batchnorm6_fwd | BN} | [[256,256,56,56],[256],[256],[256],[256]] }"
inputs="resnetv17_stage1_conv6_fwd;resnetv17_stage1_batchnorm6_gamma;resnetv17_stage1_batchnorm6_beta;resnetv17_stage1_batchnorm6_running_mean;resnetv17_stage1_batchnorm6_running_var"
outputs="resnetv17_stage1_batchnorm6_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage1__plus1" [
id=69
name="resnetv17_stage1__plus1"
type=Add
label="{ {resnetv17_stage1__plus1 | ADD} | [256,256,56,56] }"
inputs="resnetv17_stage1_batchnorm6_fwd;resnetv17_stage1_activation0"
outputs="resnetv17_stage1__plus1"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage1_activation1" [
id=70
name="resnetv17_stage1_activation1"
type=Relu
label="{ {resnetv17_stage1_activation1 | RELU} | [256,256,56,56] }"
inputs="resnetv17_stage1__plus1"
outputs="resnetv17_stage1_activation1"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage1_conv7_weight" [
id=71
name="resnetv17_stage1_conv7_weight"
type=constant_input
label="resnetv17_stage1_conv7_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv7_bias" [
id=72
name="resnetv17_stage1_conv7_bias"
type=constant_input
label="resnetv17_stage1_conv7_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv7_fwd" [
id=73
name="resnetv17_stage1_conv7_fwd"
type=Conv
label="{ {resnetv17_stage1_conv7_fwd | CONV} | [256,64,56,56] }"
inputs="resnetv17_stage1_activation1;resnetv17_stage1_conv7_weight;resnetv17_stage1_conv7_bias"
outputs="resnetv17_stage1_conv7_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage1_batchnorm7_gamma" [
id=74
name="resnetv17_stage1_batchnorm7_gamma"
type=constant_input
label="resnetv17_stage1_batchnorm7_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm7_beta" [
id=75
name="resnetv17_stage1_batchnorm7_beta"
type=constant_input
label="resnetv17_stage1_batchnorm7_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm7_running_mean" [
id=76
name="resnetv17_stage1_batchnorm7_running_mean"
type=constant_input
label="resnetv17_stage1_batchnorm7_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm7_running_var" [
id=77
name="resnetv17_stage1_batchnorm7_running_var"
type=constant_input
label="resnetv17_stage1_batchnorm7_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm7_fwd" [
id=78
name="resnetv17_stage1_batchnorm7_fwd"
type=BatchNormalization
label="{ {resnetv17_stage1_batchnorm7_fwd | BN} | [[256,64,56,56],[64],[64],[64],[64]] }"
inputs="resnetv17_stage1_conv7_fwd;resnetv17_stage1_batchnorm7_gamma;resnetv17_stage1_batchnorm7_beta;resnetv17_stage1_batchnorm7_running_mean;resnetv17_stage1_batchnorm7_running_var"
outputs="resnetv17_stage1_batchnorm7_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage1_relu4_fwd" [
id=79
name="resnetv17_stage1_relu4_fwd"
type=Relu
label="{ {resnetv17_stage1_relu4_fwd | RELU} | [256,64,56,56] }"
inputs="resnetv17_stage1_batchnorm7_fwd"
outputs="resnetv17_stage1_relu4_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage1_conv8_weight" [
id=80
name="resnetv17_stage1_conv8_weight"
type=constant_input
label="resnetv17_stage1_conv8_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv8_fwd" [
id=81
name="resnetv17_stage1_conv8_fwd"
type=Conv
label="{ {resnetv17_stage1_conv8_fwd | CONV} | [256,64,56,56] }"
inputs="resnetv17_stage1_relu4_fwd;resnetv17_stage1_conv8_weight"
outputs="resnetv17_stage1_conv8_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage1_batchnorm8_gamma" [
id=82
name="resnetv17_stage1_batchnorm8_gamma"
type=constant_input
label="resnetv17_stage1_batchnorm8_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm8_beta" [
id=83
name="resnetv17_stage1_batchnorm8_beta"
type=constant_input
label="resnetv17_stage1_batchnorm8_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm8_running_mean" [
id=84
name="resnetv17_stage1_batchnorm8_running_mean"
type=constant_input
label="resnetv17_stage1_batchnorm8_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm8_running_var" [
id=85
name="resnetv17_stage1_batchnorm8_running_var"
type=constant_input
label="resnetv17_stage1_batchnorm8_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm8_fwd" [
id=86
name="resnetv17_stage1_batchnorm8_fwd"
type=BatchNormalization
label="{ {resnetv17_stage1_batchnorm8_fwd | BN} | [[256,64,56,56],[64],[64],[64],[64]] }"
inputs="resnetv17_stage1_conv8_fwd;resnetv17_stage1_batchnorm8_gamma;resnetv17_stage1_batchnorm8_beta;resnetv17_stage1_batchnorm8_running_mean;resnetv17_stage1_batchnorm8_running_var"
outputs="resnetv17_stage1_batchnorm8_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage1_relu5_fwd" [
id=87
name="resnetv17_stage1_relu5_fwd"
type=Relu
label="{ {resnetv17_stage1_relu5_fwd | RELU} | [256,64,56,56] }"
inputs="resnetv17_stage1_batchnorm8_fwd"
outputs="resnetv17_stage1_relu5_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage1_conv9_weight" [
id=88
name="resnetv17_stage1_conv9_weight"
type=constant_input
label="resnetv17_stage1_conv9_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv9_bias" [
id=89
name="resnetv17_stage1_conv9_bias"
type=constant_input
label="resnetv17_stage1_conv9_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_conv9_fwd" [
id=90
name="resnetv17_stage1_conv9_fwd"
type=Conv
label="{ {resnetv17_stage1_conv9_fwd | CONV} | [256,256,56,56] }"
inputs="resnetv17_stage1_relu5_fwd;resnetv17_stage1_conv9_weight;resnetv17_stage1_conv9_bias"
outputs="resnetv17_stage1_conv9_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage1_batchnorm9_gamma" [
id=91
name="resnetv17_stage1_batchnorm9_gamma"
type=constant_input
label="resnetv17_stage1_batchnorm9_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm9_beta" [
id=92
name="resnetv17_stage1_batchnorm9_beta"
type=constant_input
label="resnetv17_stage1_batchnorm9_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm9_running_mean" [
id=93
name="resnetv17_stage1_batchnorm9_running_mean"
type=constant_input
label="resnetv17_stage1_batchnorm9_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm9_running_var" [
id=94
name="resnetv17_stage1_batchnorm9_running_var"
type=constant_input
label="resnetv17_stage1_batchnorm9_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage1_batchnorm9_fwd" [
id=95
name="resnetv17_stage1_batchnorm9_fwd"
type=BatchNormalization
label="{ {resnetv17_stage1_batchnorm9_fwd | BN} | [[256,256,56,56],[256],[256],[256],[256]] }"
inputs="resnetv17_stage1_conv9_fwd;resnetv17_stage1_batchnorm9_gamma;resnetv17_stage1_batchnorm9_beta;resnetv17_stage1_batchnorm9_running_mean;resnetv17_stage1_batchnorm9_running_var"
outputs="resnetv17_stage1_batchnorm9_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage1__plus2" [
id=96
name="resnetv17_stage1__plus2"
type=Add
label="{ {resnetv17_stage1__plus2 | ADD} | [256,256,56,56] }"
inputs="resnetv17_stage1_batchnorm9_fwd;resnetv17_stage1_activation1"
outputs="resnetv17_stage1__plus2"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage1_activation2" [
id=97
name="resnetv17_stage1_activation2"
type=Relu
label="{ {resnetv17_stage1_activation2 | RELU} | [256,256,56,56] }"
inputs="resnetv17_stage1__plus2"
outputs="resnetv17_stage1_activation2"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv0_weight" [
id=98
name="resnetv17_stage2_conv0_weight"
type=constant_input
label="resnetv17_stage2_conv0_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv0_bias" [
id=99
name="resnetv17_stage2_conv0_bias"
type=constant_input
label="resnetv17_stage2_conv0_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv0_fwd" [
id=100
name="resnetv17_stage2_conv0_fwd"
type=Conv
label="{ {resnetv17_stage2_conv0_fwd | CONV} | [256,128,28,28] }"
inputs="resnetv17_stage1_activation2;resnetv17_stage2_conv0_weight;resnetv17_stage2_conv0_bias"
outputs="resnetv17_stage2_conv0_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm0_gamma" [
id=101
name="resnetv17_stage2_batchnorm0_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm0_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm0_beta" [
id=102
name="resnetv17_stage2_batchnorm0_beta"
type=constant_input
label="resnetv17_stage2_batchnorm0_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm0_running_mean" [
id=103
name="resnetv17_stage2_batchnorm0_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm0_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm0_running_var" [
id=104
name="resnetv17_stage2_batchnorm0_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm0_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm0_fwd" [
id=105
name="resnetv17_stage2_batchnorm0_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm0_fwd | BN} | [[256,128,28,28],[128],[128],[128],[128]] }"
inputs="resnetv17_stage2_conv0_fwd;resnetv17_stage2_batchnorm0_gamma;resnetv17_stage2_batchnorm0_beta;resnetv17_stage2_batchnorm0_running_mean;resnetv17_stage2_batchnorm0_running_var"
outputs="resnetv17_stage2_batchnorm0_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2_relu0_fwd" [
id=106
name="resnetv17_stage2_relu0_fwd"
type=Relu
label="{ {resnetv17_stage2_relu0_fwd | RELU} | [256,128,28,28] }"
inputs="resnetv17_stage2_batchnorm0_fwd"
outputs="resnetv17_stage2_relu0_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv1_weight" [
id=107
name="resnetv17_stage2_conv1_weight"
type=constant_input
label="resnetv17_stage2_conv1_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv1_fwd" [
id=108
name="resnetv17_stage2_conv1_fwd"
type=Conv
label="{ {resnetv17_stage2_conv1_fwd | CONV} | [256,128,28,28] }"
inputs="resnetv17_stage2_relu0_fwd;resnetv17_stage2_conv1_weight"
outputs="resnetv17_stage2_conv1_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm1_gamma" [
id=109
name="resnetv17_stage2_batchnorm1_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm1_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm1_beta" [
id=110
name="resnetv17_stage2_batchnorm1_beta"
type=constant_input
label="resnetv17_stage2_batchnorm1_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm1_running_mean" [
id=111
name="resnetv17_stage2_batchnorm1_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm1_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm1_running_var" [
id=112
name="resnetv17_stage2_batchnorm1_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm1_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm1_fwd" [
id=113
name="resnetv17_stage2_batchnorm1_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm1_fwd | BN} | [[256,128,28,28],[128],[128],[128],[128]] }"
inputs="resnetv17_stage2_conv1_fwd;resnetv17_stage2_batchnorm1_gamma;resnetv17_stage2_batchnorm1_beta;resnetv17_stage2_batchnorm1_running_mean;resnetv17_stage2_batchnorm1_running_var"
outputs="resnetv17_stage2_batchnorm1_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2_relu1_fwd" [
id=114
name="resnetv17_stage2_relu1_fwd"
type=Relu
label="{ {resnetv17_stage2_relu1_fwd | RELU} | [256,128,28,28] }"
inputs="resnetv17_stage2_batchnorm1_fwd"
outputs="resnetv17_stage2_relu1_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv2_weight" [
id=115
name="resnetv17_stage2_conv2_weight"
type=constant_input
label="resnetv17_stage2_conv2_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv2_bias" [
id=116
name="resnetv17_stage2_conv2_bias"
type=constant_input
label="resnetv17_stage2_conv2_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv2_fwd" [
id=117
name="resnetv17_stage2_conv2_fwd"
type=Conv
label="{ {resnetv17_stage2_conv2_fwd | CONV} | [256,512,28,28] }"
inputs="resnetv17_stage2_relu1_fwd;resnetv17_stage2_conv2_weight;resnetv17_stage2_conv2_bias"
outputs="resnetv17_stage2_conv2_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm2_gamma" [
id=118
name="resnetv17_stage2_batchnorm2_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm2_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm2_beta" [
id=119
name="resnetv17_stage2_batchnorm2_beta"
type=constant_input
label="resnetv17_stage2_batchnorm2_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm2_running_mean" [
id=120
name="resnetv17_stage2_batchnorm2_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm2_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm2_running_var" [
id=121
name="resnetv17_stage2_batchnorm2_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm2_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm2_fwd" [
id=122
name="resnetv17_stage2_batchnorm2_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm2_fwd | BN} | [[256,512,28,28],[512],[512],[512],[512]] }"
inputs="resnetv17_stage2_conv2_fwd;resnetv17_stage2_batchnorm2_gamma;resnetv17_stage2_batchnorm2_beta;resnetv17_stage2_batchnorm2_running_mean;resnetv17_stage2_batchnorm2_running_var"
outputs="resnetv17_stage2_batchnorm2_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2_conv3_weight" [
id=123
name="resnetv17_stage2_conv3_weight"
type=constant_input
label="resnetv17_stage2_conv3_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv3_fwd" [
id=124
name="resnetv17_stage2_conv3_fwd"
type=Conv
label="{ {resnetv17_stage2_conv3_fwd | CONV} | [256,512,28,28] }"
inputs="resnetv17_stage1_activation2;resnetv17_stage2_conv3_weight"
outputs="resnetv17_stage2_conv3_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm3_gamma" [
id=125
name="resnetv17_stage2_batchnorm3_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm3_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm3_beta" [
id=126
name="resnetv17_stage2_batchnorm3_beta"
type=constant_input
label="resnetv17_stage2_batchnorm3_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm3_running_mean" [
id=127
name="resnetv17_stage2_batchnorm3_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm3_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm3_running_var" [
id=128
name="resnetv17_stage2_batchnorm3_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm3_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm3_fwd" [
id=129
name="resnetv17_stage2_batchnorm3_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm3_fwd | BN} | [[256,512,28,28],[512],[512],[512],[512]] }"
inputs="resnetv17_stage2_conv3_fwd;resnetv17_stage2_batchnorm3_gamma;resnetv17_stage2_batchnorm3_beta;resnetv17_stage2_batchnorm3_running_mean;resnetv17_stage2_batchnorm3_running_var"
outputs="resnetv17_stage2_batchnorm3_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2__plus0" [
id=130
name="resnetv17_stage2__plus0"
type=Add
label="{ {resnetv17_stage2__plus0 | ADD} | [256,512,28,28] }"
inputs="resnetv17_stage2_batchnorm2_fwd;resnetv17_stage2_batchnorm3_fwd"
outputs="resnetv17_stage2__plus0"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage2_activation0" [
id=131
name="resnetv17_stage2_activation0"
type=Relu
label="{ {resnetv17_stage2_activation0 | RELU} | [256,512,28,28] }"
inputs="resnetv17_stage2__plus0"
outputs="resnetv17_stage2_activation0"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv4_weight" [
id=132
name="resnetv17_stage2_conv4_weight"
type=constant_input
label="resnetv17_stage2_conv4_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv4_bias" [
id=133
name="resnetv17_stage2_conv4_bias"
type=constant_input
label="resnetv17_stage2_conv4_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv4_fwd" [
id=134
name="resnetv17_stage2_conv4_fwd"
type=Conv
label="{ {resnetv17_stage2_conv4_fwd | CONV} | [256,128,28,28] }"
inputs="resnetv17_stage2_activation0;resnetv17_stage2_conv4_weight;resnetv17_stage2_conv4_bias"
outputs="resnetv17_stage2_conv4_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm4_gamma" [
id=135
name="resnetv17_stage2_batchnorm4_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm4_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm4_beta" [
id=136
name="resnetv17_stage2_batchnorm4_beta"
type=constant_input
label="resnetv17_stage2_batchnorm4_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm4_running_mean" [
id=137
name="resnetv17_stage2_batchnorm4_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm4_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm4_running_var" [
id=138
name="resnetv17_stage2_batchnorm4_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm4_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm4_fwd" [
id=139
name="resnetv17_stage2_batchnorm4_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm4_fwd | BN} | [[256,128,28,28],[128],[128],[128],[128]] }"
inputs="resnetv17_stage2_conv4_fwd;resnetv17_stage2_batchnorm4_gamma;resnetv17_stage2_batchnorm4_beta;resnetv17_stage2_batchnorm4_running_mean;resnetv17_stage2_batchnorm4_running_var"
outputs="resnetv17_stage2_batchnorm4_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2_relu2_fwd" [
id=140
name="resnetv17_stage2_relu2_fwd"
type=Relu
label="{ {resnetv17_stage2_relu2_fwd | RELU} | [256,128,28,28] }"
inputs="resnetv17_stage2_batchnorm4_fwd"
outputs="resnetv17_stage2_relu2_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv5_weight" [
id=141
name="resnetv17_stage2_conv5_weight"
type=constant_input
label="resnetv17_stage2_conv5_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv5_fwd" [
id=142
name="resnetv17_stage2_conv5_fwd"
type=Conv
label="{ {resnetv17_stage2_conv5_fwd | CONV} | [256,128,28,28] }"
inputs="resnetv17_stage2_relu2_fwd;resnetv17_stage2_conv5_weight"
outputs="resnetv17_stage2_conv5_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm5_gamma" [
id=143
name="resnetv17_stage2_batchnorm5_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm5_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm5_beta" [
id=144
name="resnetv17_stage2_batchnorm5_beta"
type=constant_input
label="resnetv17_stage2_batchnorm5_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm5_running_mean" [
id=145
name="resnetv17_stage2_batchnorm5_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm5_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm5_running_var" [
id=146
name="resnetv17_stage2_batchnorm5_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm5_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm5_fwd" [
id=147
name="resnetv17_stage2_batchnorm5_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm5_fwd | BN} | [[256,128,28,28],[128],[128],[128],[128]] }"
inputs="resnetv17_stage2_conv5_fwd;resnetv17_stage2_batchnorm5_gamma;resnetv17_stage2_batchnorm5_beta;resnetv17_stage2_batchnorm5_running_mean;resnetv17_stage2_batchnorm5_running_var"
outputs="resnetv17_stage2_batchnorm5_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2_relu3_fwd" [
id=148
name="resnetv17_stage2_relu3_fwd"
type=Relu
label="{ {resnetv17_stage2_relu3_fwd | RELU} | [256,128,28,28] }"
inputs="resnetv17_stage2_batchnorm5_fwd"
outputs="resnetv17_stage2_relu3_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv6_weight" [
id=149
name="resnetv17_stage2_conv6_weight"
type=constant_input
label="resnetv17_stage2_conv6_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv6_bias" [
id=150
name="resnetv17_stage2_conv6_bias"
type=constant_input
label="resnetv17_stage2_conv6_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv6_fwd" [
id=151
name="resnetv17_stage2_conv6_fwd"
type=Conv
label="{ {resnetv17_stage2_conv6_fwd | CONV} | [256,512,28,28] }"
inputs="resnetv17_stage2_relu3_fwd;resnetv17_stage2_conv6_weight;resnetv17_stage2_conv6_bias"
outputs="resnetv17_stage2_conv6_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm6_gamma" [
id=152
name="resnetv17_stage2_batchnorm6_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm6_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm6_beta" [
id=153
name="resnetv17_stage2_batchnorm6_beta"
type=constant_input
label="resnetv17_stage2_batchnorm6_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm6_running_mean" [
id=154
name="resnetv17_stage2_batchnorm6_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm6_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm6_running_var" [
id=155
name="resnetv17_stage2_batchnorm6_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm6_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm6_fwd" [
id=156
name="resnetv17_stage2_batchnorm6_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm6_fwd | BN} | [[256,512,28,28],[512],[512],[512],[512]] }"
inputs="resnetv17_stage2_conv6_fwd;resnetv17_stage2_batchnorm6_gamma;resnetv17_stage2_batchnorm6_beta;resnetv17_stage2_batchnorm6_running_mean;resnetv17_stage2_batchnorm6_running_var"
outputs="resnetv17_stage2_batchnorm6_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2__plus1" [
id=157
name="resnetv17_stage2__plus1"
type=Add
label="{ {resnetv17_stage2__plus1 | ADD} | [256,512,28,28] }"
inputs="resnetv17_stage2_batchnorm6_fwd;resnetv17_stage2_activation0"
outputs="resnetv17_stage2__plus1"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage2_activation1" [
id=158
name="resnetv17_stage2_activation1"
type=Relu
label="{ {resnetv17_stage2_activation1 | RELU} | [256,512,28,28] }"
inputs="resnetv17_stage2__plus1"
outputs="resnetv17_stage2_activation1"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv7_weight" [
id=159
name="resnetv17_stage2_conv7_weight"
type=constant_input
label="resnetv17_stage2_conv7_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv7_bias" [
id=160
name="resnetv17_stage2_conv7_bias"
type=constant_input
label="resnetv17_stage2_conv7_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv7_fwd" [
id=161
name="resnetv17_stage2_conv7_fwd"
type=Conv
label="{ {resnetv17_stage2_conv7_fwd | CONV} | [256,128,28,28] }"
inputs="resnetv17_stage2_activation1;resnetv17_stage2_conv7_weight;resnetv17_stage2_conv7_bias"
outputs="resnetv17_stage2_conv7_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm7_gamma" [
id=162
name="resnetv17_stage2_batchnorm7_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm7_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm7_beta" [
id=163
name="resnetv17_stage2_batchnorm7_beta"
type=constant_input
label="resnetv17_stage2_batchnorm7_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm7_running_mean" [
id=164
name="resnetv17_stage2_batchnorm7_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm7_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm7_running_var" [
id=165
name="resnetv17_stage2_batchnorm7_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm7_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm7_fwd" [
id=166
name="resnetv17_stage2_batchnorm7_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm7_fwd | BN} | [[256,128,28,28],[128],[128],[128],[128]] }"
inputs="resnetv17_stage2_conv7_fwd;resnetv17_stage2_batchnorm7_gamma;resnetv17_stage2_batchnorm7_beta;resnetv17_stage2_batchnorm7_running_mean;resnetv17_stage2_batchnorm7_running_var"
outputs="resnetv17_stage2_batchnorm7_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2_relu4_fwd" [
id=167
name="resnetv17_stage2_relu4_fwd"
type=Relu
label="{ {resnetv17_stage2_relu4_fwd | RELU} | [256,128,28,28] }"
inputs="resnetv17_stage2_batchnorm7_fwd"
outputs="resnetv17_stage2_relu4_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv8_weight" [
id=168
name="resnetv17_stage2_conv8_weight"
type=constant_input
label="resnetv17_stage2_conv8_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv8_fwd" [
id=169
name="resnetv17_stage2_conv8_fwd"
type=Conv
label="{ {resnetv17_stage2_conv8_fwd | CONV} | [256,128,28,28] }"
inputs="resnetv17_stage2_relu4_fwd;resnetv17_stage2_conv8_weight"
outputs="resnetv17_stage2_conv8_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm8_gamma" [
id=170
name="resnetv17_stage2_batchnorm8_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm8_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm8_beta" [
id=171
name="resnetv17_stage2_batchnorm8_beta"
type=constant_input
label="resnetv17_stage2_batchnorm8_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm8_running_mean" [
id=172
name="resnetv17_stage2_batchnorm8_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm8_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm8_running_var" [
id=173
name="resnetv17_stage2_batchnorm8_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm8_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm8_fwd" [
id=174
name="resnetv17_stage2_batchnorm8_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm8_fwd | BN} | [[256,128,28,28],[128],[128],[128],[128]] }"
inputs="resnetv17_stage2_conv8_fwd;resnetv17_stage2_batchnorm8_gamma;resnetv17_stage2_batchnorm8_beta;resnetv17_stage2_batchnorm8_running_mean;resnetv17_stage2_batchnorm8_running_var"
outputs="resnetv17_stage2_batchnorm8_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2_relu5_fwd" [
id=175
name="resnetv17_stage2_relu5_fwd"
type=Relu
label="{ {resnetv17_stage2_relu5_fwd | RELU} | [256,128,28,28] }"
inputs="resnetv17_stage2_batchnorm8_fwd"
outputs="resnetv17_stage2_relu5_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv9_weight" [
id=176
name="resnetv17_stage2_conv9_weight"
type=constant_input
label="resnetv17_stage2_conv9_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv9_bias" [
id=177
name="resnetv17_stage2_conv9_bias"
type=constant_input
label="resnetv17_stage2_conv9_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv9_fwd" [
id=178
name="resnetv17_stage2_conv9_fwd"
type=Conv
label="{ {resnetv17_stage2_conv9_fwd | CONV} | [256,512,28,28] }"
inputs="resnetv17_stage2_relu5_fwd;resnetv17_stage2_conv9_weight;resnetv17_stage2_conv9_bias"
outputs="resnetv17_stage2_conv9_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm9_gamma" [
id=179
name="resnetv17_stage2_batchnorm9_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm9_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm9_beta" [
id=180
name="resnetv17_stage2_batchnorm9_beta"
type=constant_input
label="resnetv17_stage2_batchnorm9_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm9_running_mean" [
id=181
name="resnetv17_stage2_batchnorm9_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm9_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm9_running_var" [
id=182
name="resnetv17_stage2_batchnorm9_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm9_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm9_fwd" [
id=183
name="resnetv17_stage2_batchnorm9_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm9_fwd | BN} | [[256,512,28,28],[512],[512],[512],[512]] }"
inputs="resnetv17_stage2_conv9_fwd;resnetv17_stage2_batchnorm9_gamma;resnetv17_stage2_batchnorm9_beta;resnetv17_stage2_batchnorm9_running_mean;resnetv17_stage2_batchnorm9_running_var"
outputs="resnetv17_stage2_batchnorm9_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2__plus2" [
id=184
name="resnetv17_stage2__plus2"
type=Add
label="{ {resnetv17_stage2__plus2 | ADD} | [256,512,28,28] }"
inputs="resnetv17_stage2_batchnorm9_fwd;resnetv17_stage2_activation1"
outputs="resnetv17_stage2__plus2"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage2_activation2" [
id=185
name="resnetv17_stage2_activation2"
type=Relu
label="{ {resnetv17_stage2_activation2 | RELU} | [256,512,28,28] }"
inputs="resnetv17_stage2__plus2"
outputs="resnetv17_stage2_activation2"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv10_weight" [
id=186
name="resnetv17_stage2_conv10_weight"
type=constant_input
label="resnetv17_stage2_conv10_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv10_bias" [
id=187
name="resnetv17_stage2_conv10_bias"
type=constant_input
label="resnetv17_stage2_conv10_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv10_fwd" [
id=188
name="resnetv17_stage2_conv10_fwd"
type=Conv
label="{ {resnetv17_stage2_conv10_fwd | CONV} | [256,128,28,28] }"
inputs="resnetv17_stage2_activation2;resnetv17_stage2_conv10_weight;resnetv17_stage2_conv10_bias"
outputs="resnetv17_stage2_conv10_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm10_gamma" [
id=189
name="resnetv17_stage2_batchnorm10_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm10_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm10_beta" [
id=190
name="resnetv17_stage2_batchnorm10_beta"
type=constant_input
label="resnetv17_stage2_batchnorm10_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm10_running_mean" [
id=191
name="resnetv17_stage2_batchnorm10_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm10_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm10_running_var" [
id=192
name="resnetv17_stage2_batchnorm10_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm10_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm10_fwd" [
id=193
name="resnetv17_stage2_batchnorm10_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm10_fwd | BN} | [[256,128,28,28],[128],[128],[128],[128]] }"
inputs="resnetv17_stage2_conv10_fwd;resnetv17_stage2_batchnorm10_gamma;resnetv17_stage2_batchnorm10_beta;resnetv17_stage2_batchnorm10_running_mean;resnetv17_stage2_batchnorm10_running_var"
outputs="resnetv17_stage2_batchnorm10_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2_relu6_fwd" [
id=194
name="resnetv17_stage2_relu6_fwd"
type=Relu
label="{ {resnetv17_stage2_relu6_fwd | RELU} | [256,128,28,28] }"
inputs="resnetv17_stage2_batchnorm10_fwd"
outputs="resnetv17_stage2_relu6_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv11_weight" [
id=195
name="resnetv17_stage2_conv11_weight"
type=constant_input
label="resnetv17_stage2_conv11_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv11_fwd" [
id=196
name="resnetv17_stage2_conv11_fwd"
type=Conv
label="{ {resnetv17_stage2_conv11_fwd | CONV} | [256,128,28,28] }"
inputs="resnetv17_stage2_relu6_fwd;resnetv17_stage2_conv11_weight"
outputs="resnetv17_stage2_conv11_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm11_gamma" [
id=197
name="resnetv17_stage2_batchnorm11_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm11_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm11_beta" [
id=198
name="resnetv17_stage2_batchnorm11_beta"
type=constant_input
label="resnetv17_stage2_batchnorm11_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm11_running_mean" [
id=199
name="resnetv17_stage2_batchnorm11_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm11_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm11_running_var" [
id=200
name="resnetv17_stage2_batchnorm11_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm11_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm11_fwd" [
id=201
name="resnetv17_stage2_batchnorm11_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm11_fwd | BN} | [[256,128,28,28],[128],[128],[128],[128]] }"
inputs="resnetv17_stage2_conv11_fwd;resnetv17_stage2_batchnorm11_gamma;resnetv17_stage2_batchnorm11_beta;resnetv17_stage2_batchnorm11_running_mean;resnetv17_stage2_batchnorm11_running_var"
outputs="resnetv17_stage2_batchnorm11_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2_relu7_fwd" [
id=202
name="resnetv17_stage2_relu7_fwd"
type=Relu
label="{ {resnetv17_stage2_relu7_fwd | RELU} | [256,128,28,28] }"
inputs="resnetv17_stage2_batchnorm11_fwd"
outputs="resnetv17_stage2_relu7_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage2_conv12_weight" [
id=203
name="resnetv17_stage2_conv12_weight"
type=constant_input
label="resnetv17_stage2_conv12_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv12_bias" [
id=204
name="resnetv17_stage2_conv12_bias"
type=constant_input
label="resnetv17_stage2_conv12_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_conv12_fwd" [
id=205
name="resnetv17_stage2_conv12_fwd"
type=Conv
label="{ {resnetv17_stage2_conv12_fwd | CONV} | [256,512,28,28] }"
inputs="resnetv17_stage2_relu7_fwd;resnetv17_stage2_conv12_weight;resnetv17_stage2_conv12_bias"
outputs="resnetv17_stage2_conv12_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage2_batchnorm12_gamma" [
id=206
name="resnetv17_stage2_batchnorm12_gamma"
type=constant_input
label="resnetv17_stage2_batchnorm12_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm12_beta" [
id=207
name="resnetv17_stage2_batchnorm12_beta"
type=constant_input
label="resnetv17_stage2_batchnorm12_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm12_running_mean" [
id=208
name="resnetv17_stage2_batchnorm12_running_mean"
type=constant_input
label="resnetv17_stage2_batchnorm12_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm12_running_var" [
id=209
name="resnetv17_stage2_batchnorm12_running_var"
type=constant_input
label="resnetv17_stage2_batchnorm12_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage2_batchnorm12_fwd" [
id=210
name="resnetv17_stage2_batchnorm12_fwd"
type=BatchNormalization
label="{ {resnetv17_stage2_batchnorm12_fwd | BN} | [[256,512,28,28],[512],[512],[512],[512]] }"
inputs="resnetv17_stage2_conv12_fwd;resnetv17_stage2_batchnorm12_gamma;resnetv17_stage2_batchnorm12_beta;resnetv17_stage2_batchnorm12_running_mean;resnetv17_stage2_batchnorm12_running_var"
outputs="resnetv17_stage2_batchnorm12_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage2__plus3" [
id=211
name="resnetv17_stage2__plus3"
type=Add
label="{ {resnetv17_stage2__plus3 | ADD} | [256,512,28,28] }"
inputs="resnetv17_stage2_batchnorm12_fwd;resnetv17_stage2_activation2"
outputs="resnetv17_stage2__plus3"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage2_activation3" [
id=212
name="resnetv17_stage2_activation3"
type=Relu
label="{ {resnetv17_stage2_activation3 | RELU} | [256,512,28,28] }"
inputs="resnetv17_stage2__plus3"
outputs="resnetv17_stage2_activation3"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv0_weight" [
id=213
name="resnetv17_stage3_conv0_weight"
type=constant_input
label="resnetv17_stage3_conv0_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv0_bias" [
id=214
name="resnetv17_stage3_conv0_bias"
type=constant_input
label="resnetv17_stage3_conv0_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv0_fwd" [
id=215
name="resnetv17_stage3_conv0_fwd"
type=Conv
label="{ {resnetv17_stage3_conv0_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage2_activation3;resnetv17_stage3_conv0_weight;resnetv17_stage3_conv0_bias"
outputs="resnetv17_stage3_conv0_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm0_gamma" [
id=216
name="resnetv17_stage3_batchnorm0_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm0_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm0_beta" [
id=217
name="resnetv17_stage3_batchnorm0_beta"
type=constant_input
label="resnetv17_stage3_batchnorm0_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm0_running_mean" [
id=218
name="resnetv17_stage3_batchnorm0_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm0_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm0_running_var" [
id=219
name="resnetv17_stage3_batchnorm0_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm0_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm0_fwd" [
id=220
name="resnetv17_stage3_batchnorm0_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm0_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv0_fwd;resnetv17_stage3_batchnorm0_gamma;resnetv17_stage3_batchnorm0_beta;resnetv17_stage3_batchnorm0_running_mean;resnetv17_stage3_batchnorm0_running_var"
outputs="resnetv17_stage3_batchnorm0_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu0_fwd" [
id=221
name="resnetv17_stage3_relu0_fwd"
type=Relu
label="{ {resnetv17_stage3_relu0_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm0_fwd"
outputs="resnetv17_stage3_relu0_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv1_weight" [
id=222
name="resnetv17_stage3_conv1_weight"
type=constant_input
label="resnetv17_stage3_conv1_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv1_fwd" [
id=223
name="resnetv17_stage3_conv1_fwd"
type=Conv
label="{ {resnetv17_stage3_conv1_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_relu0_fwd;resnetv17_stage3_conv1_weight"
outputs="resnetv17_stage3_conv1_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm1_gamma" [
id=224
name="resnetv17_stage3_batchnorm1_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm1_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm1_beta" [
id=225
name="resnetv17_stage3_batchnorm1_beta"
type=constant_input
label="resnetv17_stage3_batchnorm1_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm1_running_mean" [
id=226
name="resnetv17_stage3_batchnorm1_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm1_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm1_running_var" [
id=227
name="resnetv17_stage3_batchnorm1_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm1_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm1_fwd" [
id=228
name="resnetv17_stage3_batchnorm1_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm1_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv1_fwd;resnetv17_stage3_batchnorm1_gamma;resnetv17_stage3_batchnorm1_beta;resnetv17_stage3_batchnorm1_running_mean;resnetv17_stage3_batchnorm1_running_var"
outputs="resnetv17_stage3_batchnorm1_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu1_fwd" [
id=229
name="resnetv17_stage3_relu1_fwd"
type=Relu
label="{ {resnetv17_stage3_relu1_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm1_fwd"
outputs="resnetv17_stage3_relu1_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv2_weight" [
id=230
name="resnetv17_stage3_conv2_weight"
type=constant_input
label="resnetv17_stage3_conv2_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv2_bias" [
id=231
name="resnetv17_stage3_conv2_bias"
type=constant_input
label="resnetv17_stage3_conv2_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv2_fwd" [
id=232
name="resnetv17_stage3_conv2_fwd"
type=Conv
label="{ {resnetv17_stage3_conv2_fwd | CONV} | [256,1024,14,14] }"
inputs="resnetv17_stage3_relu1_fwd;resnetv17_stage3_conv2_weight;resnetv17_stage3_conv2_bias"
outputs="resnetv17_stage3_conv2_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm2_gamma" [
id=233
name="resnetv17_stage3_batchnorm2_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm2_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm2_beta" [
id=234
name="resnetv17_stage3_batchnorm2_beta"
type=constant_input
label="resnetv17_stage3_batchnorm2_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm2_running_mean" [
id=235
name="resnetv17_stage3_batchnorm2_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm2_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm2_running_var" [
id=236
name="resnetv17_stage3_batchnorm2_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm2_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm2_fwd" [
id=237
name="resnetv17_stage3_batchnorm2_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm2_fwd | BN} | [[256,1024,14,14],[1024],[1024],[1024],[1024]] }"
inputs="resnetv17_stage3_conv2_fwd;resnetv17_stage3_batchnorm2_gamma;resnetv17_stage3_batchnorm2_beta;resnetv17_stage3_batchnorm2_running_mean;resnetv17_stage3_batchnorm2_running_var"
outputs="resnetv17_stage3_batchnorm2_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_conv3_weight" [
id=238
name="resnetv17_stage3_conv3_weight"
type=constant_input
label="resnetv17_stage3_conv3_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv3_fwd" [
id=239
name="resnetv17_stage3_conv3_fwd"
type=Conv
label="{ {resnetv17_stage3_conv3_fwd | CONV} | [256,1024,14,14] }"
inputs="resnetv17_stage2_activation3;resnetv17_stage3_conv3_weight"
outputs="resnetv17_stage3_conv3_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm3_gamma" [
id=240
name="resnetv17_stage3_batchnorm3_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm3_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm3_beta" [
id=241
name="resnetv17_stage3_batchnorm3_beta"
type=constant_input
label="resnetv17_stage3_batchnorm3_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm3_running_mean" [
id=242
name="resnetv17_stage3_batchnorm3_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm3_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm3_running_var" [
id=243
name="resnetv17_stage3_batchnorm3_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm3_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm3_fwd" [
id=244
name="resnetv17_stage3_batchnorm3_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm3_fwd | BN} | [[256,1024,14,14],[1024],[1024],[1024],[1024]] }"
inputs="resnetv17_stage3_conv3_fwd;resnetv17_stage3_batchnorm3_gamma;resnetv17_stage3_batchnorm3_beta;resnetv17_stage3_batchnorm3_running_mean;resnetv17_stage3_batchnorm3_running_var"
outputs="resnetv17_stage3_batchnorm3_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3__plus0" [
id=245
name="resnetv17_stage3__plus0"
type=Add
label="{ {resnetv17_stage3__plus0 | ADD} | [256,1024,14,14] }"
inputs="resnetv17_stage3_batchnorm2_fwd;resnetv17_stage3_batchnorm3_fwd"
outputs="resnetv17_stage3__plus0"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage3_activation0" [
id=246
name="resnetv17_stage3_activation0"
type=Relu
label="{ {resnetv17_stage3_activation0 | RELU} | [256,1024,14,14] }"
inputs="resnetv17_stage3__plus0"
outputs="resnetv17_stage3_activation0"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv4_weight" [
id=247
name="resnetv17_stage3_conv4_weight"
type=constant_input
label="resnetv17_stage3_conv4_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv4_bias" [
id=248
name="resnetv17_stage3_conv4_bias"
type=constant_input
label="resnetv17_stage3_conv4_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv4_fwd" [
id=249
name="resnetv17_stage3_conv4_fwd"
type=Conv
label="{ {resnetv17_stage3_conv4_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_activation0;resnetv17_stage3_conv4_weight;resnetv17_stage3_conv4_bias"
outputs="resnetv17_stage3_conv4_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm4_gamma" [
id=250
name="resnetv17_stage3_batchnorm4_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm4_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm4_beta" [
id=251
name="resnetv17_stage3_batchnorm4_beta"
type=constant_input
label="resnetv17_stage3_batchnorm4_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm4_running_mean" [
id=252
name="resnetv17_stage3_batchnorm4_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm4_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm4_running_var" [
id=253
name="resnetv17_stage3_batchnorm4_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm4_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm4_fwd" [
id=254
name="resnetv17_stage3_batchnorm4_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm4_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv4_fwd;resnetv17_stage3_batchnorm4_gamma;resnetv17_stage3_batchnorm4_beta;resnetv17_stage3_batchnorm4_running_mean;resnetv17_stage3_batchnorm4_running_var"
outputs="resnetv17_stage3_batchnorm4_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu2_fwd" [
id=255
name="resnetv17_stage3_relu2_fwd"
type=Relu
label="{ {resnetv17_stage3_relu2_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm4_fwd"
outputs="resnetv17_stage3_relu2_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv5_weight" [
id=256
name="resnetv17_stage3_conv5_weight"
type=constant_input
label="resnetv17_stage3_conv5_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv5_fwd" [
id=257
name="resnetv17_stage3_conv5_fwd"
type=Conv
label="{ {resnetv17_stage3_conv5_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_relu2_fwd;resnetv17_stage3_conv5_weight"
outputs="resnetv17_stage3_conv5_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm5_gamma" [
id=258
name="resnetv17_stage3_batchnorm5_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm5_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm5_beta" [
id=259
name="resnetv17_stage3_batchnorm5_beta"
type=constant_input
label="resnetv17_stage3_batchnorm5_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm5_running_mean" [
id=260
name="resnetv17_stage3_batchnorm5_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm5_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm5_running_var" [
id=261
name="resnetv17_stage3_batchnorm5_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm5_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm5_fwd" [
id=262
name="resnetv17_stage3_batchnorm5_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm5_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv5_fwd;resnetv17_stage3_batchnorm5_gamma;resnetv17_stage3_batchnorm5_beta;resnetv17_stage3_batchnorm5_running_mean;resnetv17_stage3_batchnorm5_running_var"
outputs="resnetv17_stage3_batchnorm5_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu3_fwd" [
id=263
name="resnetv17_stage3_relu3_fwd"
type=Relu
label="{ {resnetv17_stage3_relu3_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm5_fwd"
outputs="resnetv17_stage3_relu3_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv6_weight" [
id=264
name="resnetv17_stage3_conv6_weight"
type=constant_input
label="resnetv17_stage3_conv6_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv6_bias" [
id=265
name="resnetv17_stage3_conv6_bias"
type=constant_input
label="resnetv17_stage3_conv6_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv6_fwd" [
id=266
name="resnetv17_stage3_conv6_fwd"
type=Conv
label="{ {resnetv17_stage3_conv6_fwd | CONV} | [256,1024,14,14] }"
inputs="resnetv17_stage3_relu3_fwd;resnetv17_stage3_conv6_weight;resnetv17_stage3_conv6_bias"
outputs="resnetv17_stage3_conv6_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm6_gamma" [
id=267
name="resnetv17_stage3_batchnorm6_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm6_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm6_beta" [
id=268
name="resnetv17_stage3_batchnorm6_beta"
type=constant_input
label="resnetv17_stage3_batchnorm6_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm6_running_mean" [
id=269
name="resnetv17_stage3_batchnorm6_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm6_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm6_running_var" [
id=270
name="resnetv17_stage3_batchnorm6_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm6_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm6_fwd" [
id=271
name="resnetv17_stage3_batchnorm6_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm6_fwd | BN} | [[256,1024,14,14],[1024],[1024],[1024],[1024]] }"
inputs="resnetv17_stage3_conv6_fwd;resnetv17_stage3_batchnorm6_gamma;resnetv17_stage3_batchnorm6_beta;resnetv17_stage3_batchnorm6_running_mean;resnetv17_stage3_batchnorm6_running_var"
outputs="resnetv17_stage3_batchnorm6_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3__plus1" [
id=272
name="resnetv17_stage3__plus1"
type=Add
label="{ {resnetv17_stage3__plus1 | ADD} | [256,1024,14,14] }"
inputs="resnetv17_stage3_batchnorm6_fwd;resnetv17_stage3_activation0"
outputs="resnetv17_stage3__plus1"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage3_activation1" [
id=273
name="resnetv17_stage3_activation1"
type=Relu
label="{ {resnetv17_stage3_activation1 | RELU} | [256,1024,14,14] }"
inputs="resnetv17_stage3__plus1"
outputs="resnetv17_stage3_activation1"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv7_weight" [
id=274
name="resnetv17_stage3_conv7_weight"
type=constant_input
label="resnetv17_stage3_conv7_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv7_bias" [
id=275
name="resnetv17_stage3_conv7_bias"
type=constant_input
label="resnetv17_stage3_conv7_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv7_fwd" [
id=276
name="resnetv17_stage3_conv7_fwd"
type=Conv
label="{ {resnetv17_stage3_conv7_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_activation1;resnetv17_stage3_conv7_weight;resnetv17_stage3_conv7_bias"
outputs="resnetv17_stage3_conv7_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm7_gamma" [
id=277
name="resnetv17_stage3_batchnorm7_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm7_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm7_beta" [
id=278
name="resnetv17_stage3_batchnorm7_beta"
type=constant_input
label="resnetv17_stage3_batchnorm7_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm7_running_mean" [
id=279
name="resnetv17_stage3_batchnorm7_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm7_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm7_running_var" [
id=280
name="resnetv17_stage3_batchnorm7_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm7_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm7_fwd" [
id=281
name="resnetv17_stage3_batchnorm7_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm7_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv7_fwd;resnetv17_stage3_batchnorm7_gamma;resnetv17_stage3_batchnorm7_beta;resnetv17_stage3_batchnorm7_running_mean;resnetv17_stage3_batchnorm7_running_var"
outputs="resnetv17_stage3_batchnorm7_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu4_fwd" [
id=282
name="resnetv17_stage3_relu4_fwd"
type=Relu
label="{ {resnetv17_stage3_relu4_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm7_fwd"
outputs="resnetv17_stage3_relu4_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv8_weight" [
id=283
name="resnetv17_stage3_conv8_weight"
type=constant_input
label="resnetv17_stage3_conv8_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv8_fwd" [
id=284
name="resnetv17_stage3_conv8_fwd"
type=Conv
label="{ {resnetv17_stage3_conv8_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_relu4_fwd;resnetv17_stage3_conv8_weight"
outputs="resnetv17_stage3_conv8_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm8_gamma" [
id=285
name="resnetv17_stage3_batchnorm8_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm8_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm8_beta" [
id=286
name="resnetv17_stage3_batchnorm8_beta"
type=constant_input
label="resnetv17_stage3_batchnorm8_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm8_running_mean" [
id=287
name="resnetv17_stage3_batchnorm8_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm8_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm8_running_var" [
id=288
name="resnetv17_stage3_batchnorm8_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm8_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm8_fwd" [
id=289
name="resnetv17_stage3_batchnorm8_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm8_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv8_fwd;resnetv17_stage3_batchnorm8_gamma;resnetv17_stage3_batchnorm8_beta;resnetv17_stage3_batchnorm8_running_mean;resnetv17_stage3_batchnorm8_running_var"
outputs="resnetv17_stage3_batchnorm8_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu5_fwd" [
id=290
name="resnetv17_stage3_relu5_fwd"
type=Relu
label="{ {resnetv17_stage3_relu5_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm8_fwd"
outputs="resnetv17_stage3_relu5_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv9_weight" [
id=291
name="resnetv17_stage3_conv9_weight"
type=constant_input
label="resnetv17_stage3_conv9_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv9_bias" [
id=292
name="resnetv17_stage3_conv9_bias"
type=constant_input
label="resnetv17_stage3_conv9_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv9_fwd" [
id=293
name="resnetv17_stage3_conv9_fwd"
type=Conv
label="{ {resnetv17_stage3_conv9_fwd | CONV} | [256,1024,14,14] }"
inputs="resnetv17_stage3_relu5_fwd;resnetv17_stage3_conv9_weight;resnetv17_stage3_conv9_bias"
outputs="resnetv17_stage3_conv9_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm9_gamma" [
id=294
name="resnetv17_stage3_batchnorm9_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm9_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm9_beta" [
id=295
name="resnetv17_stage3_batchnorm9_beta"
type=constant_input
label="resnetv17_stage3_batchnorm9_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm9_running_mean" [
id=296
name="resnetv17_stage3_batchnorm9_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm9_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm9_running_var" [
id=297
name="resnetv17_stage3_batchnorm9_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm9_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm9_fwd" [
id=298
name="resnetv17_stage3_batchnorm9_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm9_fwd | BN} | [[256,1024,14,14],[1024],[1024],[1024],[1024]] }"
inputs="resnetv17_stage3_conv9_fwd;resnetv17_stage3_batchnorm9_gamma;resnetv17_stage3_batchnorm9_beta;resnetv17_stage3_batchnorm9_running_mean;resnetv17_stage3_batchnorm9_running_var"
outputs="resnetv17_stage3_batchnorm9_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3__plus2" [
id=299
name="resnetv17_stage3__plus2"
type=Add
label="{ {resnetv17_stage3__plus2 | ADD} | [256,1024,14,14] }"
inputs="resnetv17_stage3_batchnorm9_fwd;resnetv17_stage3_activation1"
outputs="resnetv17_stage3__plus2"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage3_activation2" [
id=300
name="resnetv17_stage3_activation2"
type=Relu
label="{ {resnetv17_stage3_activation2 | RELU} | [256,1024,14,14] }"
inputs="resnetv17_stage3__plus2"
outputs="resnetv17_stage3_activation2"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv10_weight" [
id=301
name="resnetv17_stage3_conv10_weight"
type=constant_input
label="resnetv17_stage3_conv10_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv10_bias" [
id=302
name="resnetv17_stage3_conv10_bias"
type=constant_input
label="resnetv17_stage3_conv10_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv10_fwd" [
id=303
name="resnetv17_stage3_conv10_fwd"
type=Conv
label="{ {resnetv17_stage3_conv10_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_activation2;resnetv17_stage3_conv10_weight;resnetv17_stage3_conv10_bias"
outputs="resnetv17_stage3_conv10_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm10_gamma" [
id=304
name="resnetv17_stage3_batchnorm10_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm10_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm10_beta" [
id=305
name="resnetv17_stage3_batchnorm10_beta"
type=constant_input
label="resnetv17_stage3_batchnorm10_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm10_running_mean" [
id=306
name="resnetv17_stage3_batchnorm10_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm10_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm10_running_var" [
id=307
name="resnetv17_stage3_batchnorm10_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm10_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm10_fwd" [
id=308
name="resnetv17_stage3_batchnorm10_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm10_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv10_fwd;resnetv17_stage3_batchnorm10_gamma;resnetv17_stage3_batchnorm10_beta;resnetv17_stage3_batchnorm10_running_mean;resnetv17_stage3_batchnorm10_running_var"
outputs="resnetv17_stage3_batchnorm10_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu6_fwd" [
id=309
name="resnetv17_stage3_relu6_fwd"
type=Relu
label="{ {resnetv17_stage3_relu6_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm10_fwd"
outputs="resnetv17_stage3_relu6_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv11_weight" [
id=310
name="resnetv17_stage3_conv11_weight"
type=constant_input
label="resnetv17_stage3_conv11_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv11_fwd" [
id=311
name="resnetv17_stage3_conv11_fwd"
type=Conv
label="{ {resnetv17_stage3_conv11_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_relu6_fwd;resnetv17_stage3_conv11_weight"
outputs="resnetv17_stage3_conv11_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm11_gamma" [
id=312
name="resnetv17_stage3_batchnorm11_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm11_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm11_beta" [
id=313
name="resnetv17_stage3_batchnorm11_beta"
type=constant_input
label="resnetv17_stage3_batchnorm11_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm11_running_mean" [
id=314
name="resnetv17_stage3_batchnorm11_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm11_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm11_running_var" [
id=315
name="resnetv17_stage3_batchnorm11_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm11_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm11_fwd" [
id=316
name="resnetv17_stage3_batchnorm11_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm11_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv11_fwd;resnetv17_stage3_batchnorm11_gamma;resnetv17_stage3_batchnorm11_beta;resnetv17_stage3_batchnorm11_running_mean;resnetv17_stage3_batchnorm11_running_var"
outputs="resnetv17_stage3_batchnorm11_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu7_fwd" [
id=317
name="resnetv17_stage3_relu7_fwd"
type=Relu
label="{ {resnetv17_stage3_relu7_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm11_fwd"
outputs="resnetv17_stage3_relu7_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv12_weight" [
id=318
name="resnetv17_stage3_conv12_weight"
type=constant_input
label="resnetv17_stage3_conv12_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv12_bias" [
id=319
name="resnetv17_stage3_conv12_bias"
type=constant_input
label="resnetv17_stage3_conv12_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv12_fwd" [
id=320
name="resnetv17_stage3_conv12_fwd"
type=Conv
label="{ {resnetv17_stage3_conv12_fwd | CONV} | [256,1024,14,14] }"
inputs="resnetv17_stage3_relu7_fwd;resnetv17_stage3_conv12_weight;resnetv17_stage3_conv12_bias"
outputs="resnetv17_stage3_conv12_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm12_gamma" [
id=321
name="resnetv17_stage3_batchnorm12_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm12_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm12_beta" [
id=322
name="resnetv17_stage3_batchnorm12_beta"
type=constant_input
label="resnetv17_stage3_batchnorm12_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm12_running_mean" [
id=323
name="resnetv17_stage3_batchnorm12_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm12_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm12_running_var" [
id=324
name="resnetv17_stage3_batchnorm12_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm12_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm12_fwd" [
id=325
name="resnetv17_stage3_batchnorm12_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm12_fwd | BN} | [[256,1024,14,14],[1024],[1024],[1024],[1024]] }"
inputs="resnetv17_stage3_conv12_fwd;resnetv17_stage3_batchnorm12_gamma;resnetv17_stage3_batchnorm12_beta;resnetv17_stage3_batchnorm12_running_mean;resnetv17_stage3_batchnorm12_running_var"
outputs="resnetv17_stage3_batchnorm12_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3__plus3" [
id=326
name="resnetv17_stage3__plus3"
type=Add
label="{ {resnetv17_stage3__plus3 | ADD} | [256,1024,14,14] }"
inputs="resnetv17_stage3_batchnorm12_fwd;resnetv17_stage3_activation2"
outputs="resnetv17_stage3__plus3"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage3_activation3" [
id=327
name="resnetv17_stage3_activation3"
type=Relu
label="{ {resnetv17_stage3_activation3 | RELU} | [256,1024,14,14] }"
inputs="resnetv17_stage3__plus3"
outputs="resnetv17_stage3_activation3"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv13_weight" [
id=328
name="resnetv17_stage3_conv13_weight"
type=constant_input
label="resnetv17_stage3_conv13_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv13_bias" [
id=329
name="resnetv17_stage3_conv13_bias"
type=constant_input
label="resnetv17_stage3_conv13_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv13_fwd" [
id=330
name="resnetv17_stage3_conv13_fwd"
type=Conv
label="{ {resnetv17_stage3_conv13_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_activation3;resnetv17_stage3_conv13_weight;resnetv17_stage3_conv13_bias"
outputs="resnetv17_stage3_conv13_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm13_gamma" [
id=331
name="resnetv17_stage3_batchnorm13_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm13_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm13_beta" [
id=332
name="resnetv17_stage3_batchnorm13_beta"
type=constant_input
label="resnetv17_stage3_batchnorm13_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm13_running_mean" [
id=333
name="resnetv17_stage3_batchnorm13_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm13_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm13_running_var" [
id=334
name="resnetv17_stage3_batchnorm13_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm13_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm13_fwd" [
id=335
name="resnetv17_stage3_batchnorm13_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm13_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv13_fwd;resnetv17_stage3_batchnorm13_gamma;resnetv17_stage3_batchnorm13_beta;resnetv17_stage3_batchnorm13_running_mean;resnetv17_stage3_batchnorm13_running_var"
outputs="resnetv17_stage3_batchnorm13_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu8_fwd" [
id=336
name="resnetv17_stage3_relu8_fwd"
type=Relu
label="{ {resnetv17_stage3_relu8_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm13_fwd"
outputs="resnetv17_stage3_relu8_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv14_weight" [
id=337
name="resnetv17_stage3_conv14_weight"
type=constant_input
label="resnetv17_stage3_conv14_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv14_fwd" [
id=338
name="resnetv17_stage3_conv14_fwd"
type=Conv
label="{ {resnetv17_stage3_conv14_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_relu8_fwd;resnetv17_stage3_conv14_weight"
outputs="resnetv17_stage3_conv14_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm14_gamma" [
id=339
name="resnetv17_stage3_batchnorm14_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm14_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm14_beta" [
id=340
name="resnetv17_stage3_batchnorm14_beta"
type=constant_input
label="resnetv17_stage3_batchnorm14_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm14_running_mean" [
id=341
name="resnetv17_stage3_batchnorm14_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm14_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm14_running_var" [
id=342
name="resnetv17_stage3_batchnorm14_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm14_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm14_fwd" [
id=343
name="resnetv17_stage3_batchnorm14_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm14_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv14_fwd;resnetv17_stage3_batchnorm14_gamma;resnetv17_stage3_batchnorm14_beta;resnetv17_stage3_batchnorm14_running_mean;resnetv17_stage3_batchnorm14_running_var"
outputs="resnetv17_stage3_batchnorm14_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu9_fwd" [
id=344
name="resnetv17_stage3_relu9_fwd"
type=Relu
label="{ {resnetv17_stage3_relu9_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm14_fwd"
outputs="resnetv17_stage3_relu9_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv15_weight" [
id=345
name="resnetv17_stage3_conv15_weight"
type=constant_input
label="resnetv17_stage3_conv15_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv15_bias" [
id=346
name="resnetv17_stage3_conv15_bias"
type=constant_input
label="resnetv17_stage3_conv15_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv15_fwd" [
id=347
name="resnetv17_stage3_conv15_fwd"
type=Conv
label="{ {resnetv17_stage3_conv15_fwd | CONV} | [256,1024,14,14] }"
inputs="resnetv17_stage3_relu9_fwd;resnetv17_stage3_conv15_weight;resnetv17_stage3_conv15_bias"
outputs="resnetv17_stage3_conv15_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm15_gamma" [
id=348
name="resnetv17_stage3_batchnorm15_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm15_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm15_beta" [
id=349
name="resnetv17_stage3_batchnorm15_beta"
type=constant_input
label="resnetv17_stage3_batchnorm15_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm15_running_mean" [
id=350
name="resnetv17_stage3_batchnorm15_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm15_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm15_running_var" [
id=351
name="resnetv17_stage3_batchnorm15_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm15_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm15_fwd" [
id=352
name="resnetv17_stage3_batchnorm15_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm15_fwd | BN} | [[256,1024,14,14],[1024],[1024],[1024],[1024]] }"
inputs="resnetv17_stage3_conv15_fwd;resnetv17_stage3_batchnorm15_gamma;resnetv17_stage3_batchnorm15_beta;resnetv17_stage3_batchnorm15_running_mean;resnetv17_stage3_batchnorm15_running_var"
outputs="resnetv17_stage3_batchnorm15_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3__plus4" [
id=353
name="resnetv17_stage3__plus4"
type=Add
label="{ {resnetv17_stage3__plus4 | ADD} | [256,1024,14,14] }"
inputs="resnetv17_stage3_batchnorm15_fwd;resnetv17_stage3_activation3"
outputs="resnetv17_stage3__plus4"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage3_activation4" [
id=354
name="resnetv17_stage3_activation4"
type=Relu
label="{ {resnetv17_stage3_activation4 | RELU} | [256,1024,14,14] }"
inputs="resnetv17_stage3__plus4"
outputs="resnetv17_stage3_activation4"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv16_weight" [
id=355
name="resnetv17_stage3_conv16_weight"
type=constant_input
label="resnetv17_stage3_conv16_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv16_bias" [
id=356
name="resnetv17_stage3_conv16_bias"
type=constant_input
label="resnetv17_stage3_conv16_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv16_fwd" [
id=357
name="resnetv17_stage3_conv16_fwd"
type=Conv
label="{ {resnetv17_stage3_conv16_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_activation4;resnetv17_stage3_conv16_weight;resnetv17_stage3_conv16_bias"
outputs="resnetv17_stage3_conv16_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm16_gamma" [
id=358
name="resnetv17_stage3_batchnorm16_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm16_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm16_beta" [
id=359
name="resnetv17_stage3_batchnorm16_beta"
type=constant_input
label="resnetv17_stage3_batchnorm16_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm16_running_mean" [
id=360
name="resnetv17_stage3_batchnorm16_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm16_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm16_running_var" [
id=361
name="resnetv17_stage3_batchnorm16_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm16_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm16_fwd" [
id=362
name="resnetv17_stage3_batchnorm16_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm16_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv16_fwd;resnetv17_stage3_batchnorm16_gamma;resnetv17_stage3_batchnorm16_beta;resnetv17_stage3_batchnorm16_running_mean;resnetv17_stage3_batchnorm16_running_var"
outputs="resnetv17_stage3_batchnorm16_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu10_fwd" [
id=363
name="resnetv17_stage3_relu10_fwd"
type=Relu
label="{ {resnetv17_stage3_relu10_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm16_fwd"
outputs="resnetv17_stage3_relu10_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv17_weight" [
id=364
name="resnetv17_stage3_conv17_weight"
type=constant_input
label="resnetv17_stage3_conv17_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv17_fwd" [
id=365
name="resnetv17_stage3_conv17_fwd"
type=Conv
label="{ {resnetv17_stage3_conv17_fwd | CONV} | [256,256,14,14] }"
inputs="resnetv17_stage3_relu10_fwd;resnetv17_stage3_conv17_weight"
outputs="resnetv17_stage3_conv17_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm17_gamma" [
id=366
name="resnetv17_stage3_batchnorm17_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm17_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm17_beta" [
id=367
name="resnetv17_stage3_batchnorm17_beta"
type=constant_input
label="resnetv17_stage3_batchnorm17_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm17_running_mean" [
id=368
name="resnetv17_stage3_batchnorm17_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm17_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm17_running_var" [
id=369
name="resnetv17_stage3_batchnorm17_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm17_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm17_fwd" [
id=370
name="resnetv17_stage3_batchnorm17_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm17_fwd | BN} | [[256,256,14,14],[256],[256],[256],[256]] }"
inputs="resnetv17_stage3_conv17_fwd;resnetv17_stage3_batchnorm17_gamma;resnetv17_stage3_batchnorm17_beta;resnetv17_stage3_batchnorm17_running_mean;resnetv17_stage3_batchnorm17_running_var"
outputs="resnetv17_stage3_batchnorm17_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3_relu11_fwd" [
id=371
name="resnetv17_stage3_relu11_fwd"
type=Relu
label="{ {resnetv17_stage3_relu11_fwd | RELU} | [256,256,14,14] }"
inputs="resnetv17_stage3_batchnorm17_fwd"
outputs="resnetv17_stage3_relu11_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage3_conv18_weight" [
id=372
name="resnetv17_stage3_conv18_weight"
type=constant_input
label="resnetv17_stage3_conv18_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv18_bias" [
id=373
name="resnetv17_stage3_conv18_bias"
type=constant_input
label="resnetv17_stage3_conv18_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_conv18_fwd" [
id=374
name="resnetv17_stage3_conv18_fwd"
type=Conv
label="{ {resnetv17_stage3_conv18_fwd | CONV} | [256,1024,14,14] }"
inputs="resnetv17_stage3_relu11_fwd;resnetv17_stage3_conv18_weight;resnetv17_stage3_conv18_bias"
outputs="resnetv17_stage3_conv18_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage3_batchnorm18_gamma" [
id=375
name="resnetv17_stage3_batchnorm18_gamma"
type=constant_input
label="resnetv17_stage3_batchnorm18_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm18_beta" [
id=376
name="resnetv17_stage3_batchnorm18_beta"
type=constant_input
label="resnetv17_stage3_batchnorm18_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm18_running_mean" [
id=377
name="resnetv17_stage3_batchnorm18_running_mean"
type=constant_input
label="resnetv17_stage3_batchnorm18_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm18_running_var" [
id=378
name="resnetv17_stage3_batchnorm18_running_var"
type=constant_input
label="resnetv17_stage3_batchnorm18_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage3_batchnorm18_fwd" [
id=379
name="resnetv17_stage3_batchnorm18_fwd"
type=BatchNormalization
label="{ {resnetv17_stage3_batchnorm18_fwd | BN} | [[256,1024,14,14],[1024],[1024],[1024],[1024]] }"
inputs="resnetv17_stage3_conv18_fwd;resnetv17_stage3_batchnorm18_gamma;resnetv17_stage3_batchnorm18_beta;resnetv17_stage3_batchnorm18_running_mean;resnetv17_stage3_batchnorm18_running_var"
outputs="resnetv17_stage3_batchnorm18_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage3__plus5" [
id=380
name="resnetv17_stage3__plus5"
type=Add
label="{ {resnetv17_stage3__plus5 | ADD} | [256,1024,14,14] }"
inputs="resnetv17_stage3_batchnorm18_fwd;resnetv17_stage3_activation4"
outputs="resnetv17_stage3__plus5"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage3_activation5" [
id=381
name="resnetv17_stage3_activation5"
type=Relu
label="{ {resnetv17_stage3_activation5 | RELU} | [256,1024,14,14] }"
inputs="resnetv17_stage3__plus5"
outputs="resnetv17_stage3_activation5"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage4_conv0_weight" [
id=382
name="resnetv17_stage4_conv0_weight"
type=constant_input
label="resnetv17_stage4_conv0_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv0_bias" [
id=383
name="resnetv17_stage4_conv0_bias"
type=constant_input
label="resnetv17_stage4_conv0_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv0_fwd" [
id=384
name="resnetv17_stage4_conv0_fwd"
type=Conv
label="{ {resnetv17_stage4_conv0_fwd | CONV} | [256,512,7,7] }"
inputs="resnetv17_stage3_activation5;resnetv17_stage4_conv0_weight;resnetv17_stage4_conv0_bias"
outputs="resnetv17_stage4_conv0_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage4_batchnorm0_gamma" [
id=385
name="resnetv17_stage4_batchnorm0_gamma"
type=constant_input
label="resnetv17_stage4_batchnorm0_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm0_beta" [
id=386
name="resnetv17_stage4_batchnorm0_beta"
type=constant_input
label="resnetv17_stage4_batchnorm0_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm0_running_mean" [
id=387
name="resnetv17_stage4_batchnorm0_running_mean"
type=constant_input
label="resnetv17_stage4_batchnorm0_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm0_running_var" [
id=388
name="resnetv17_stage4_batchnorm0_running_var"
type=constant_input
label="resnetv17_stage4_batchnorm0_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm0_fwd" [
id=389
name="resnetv17_stage4_batchnorm0_fwd"
type=BatchNormalization
label="{ {resnetv17_stage4_batchnorm0_fwd | BN} | [[256,512,7,7],[512],[512],[512],[512]] }"
inputs="resnetv17_stage4_conv0_fwd;resnetv17_stage4_batchnorm0_gamma;resnetv17_stage4_batchnorm0_beta;resnetv17_stage4_batchnorm0_running_mean;resnetv17_stage4_batchnorm0_running_var"
outputs="resnetv17_stage4_batchnorm0_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage4_relu0_fwd" [
id=390
name="resnetv17_stage4_relu0_fwd"
type=Relu
label="{ {resnetv17_stage4_relu0_fwd | RELU} | [256,512,7,7] }"
inputs="resnetv17_stage4_batchnorm0_fwd"
outputs="resnetv17_stage4_relu0_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage4_conv1_weight" [
id=391
name="resnetv17_stage4_conv1_weight"
type=constant_input
label="resnetv17_stage4_conv1_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv1_fwd" [
id=392
name="resnetv17_stage4_conv1_fwd"
type=Conv
label="{ {resnetv17_stage4_conv1_fwd | CONV} | [256,512,7,7] }"
inputs="resnetv17_stage4_relu0_fwd;resnetv17_stage4_conv1_weight"
outputs="resnetv17_stage4_conv1_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage4_batchnorm1_gamma" [
id=393
name="resnetv17_stage4_batchnorm1_gamma"
type=constant_input
label="resnetv17_stage4_batchnorm1_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm1_beta" [
id=394
name="resnetv17_stage4_batchnorm1_beta"
type=constant_input
label="resnetv17_stage4_batchnorm1_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm1_running_mean" [
id=395
name="resnetv17_stage4_batchnorm1_running_mean"
type=constant_input
label="resnetv17_stage4_batchnorm1_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm1_running_var" [
id=396
name="resnetv17_stage4_batchnorm1_running_var"
type=constant_input
label="resnetv17_stage4_batchnorm1_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm1_fwd" [
id=397
name="resnetv17_stage4_batchnorm1_fwd"
type=BatchNormalization
label="{ {resnetv17_stage4_batchnorm1_fwd | BN} | [[256,512,7,7],[512],[512],[512],[512]] }"
inputs="resnetv17_stage4_conv1_fwd;resnetv17_stage4_batchnorm1_gamma;resnetv17_stage4_batchnorm1_beta;resnetv17_stage4_batchnorm1_running_mean;resnetv17_stage4_batchnorm1_running_var"
outputs="resnetv17_stage4_batchnorm1_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage4_relu1_fwd" [
id=398
name="resnetv17_stage4_relu1_fwd"
type=Relu
label="{ {resnetv17_stage4_relu1_fwd | RELU} | [256,512,7,7] }"
inputs="resnetv17_stage4_batchnorm1_fwd"
outputs="resnetv17_stage4_relu1_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage4_conv2_weight" [
id=399
name="resnetv17_stage4_conv2_weight"
type=constant_input
label="resnetv17_stage4_conv2_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv2_bias" [
id=400
name="resnetv17_stage4_conv2_bias"
type=constant_input
label="resnetv17_stage4_conv2_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv2_fwd" [
id=401
name="resnetv17_stage4_conv2_fwd"
type=Conv
label="{ {resnetv17_stage4_conv2_fwd | CONV} | [256,2048,7,7] }"
inputs="resnetv17_stage4_relu1_fwd;resnetv17_stage4_conv2_weight;resnetv17_stage4_conv2_bias"
outputs="resnetv17_stage4_conv2_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage4_batchnorm2_gamma" [
id=402
name="resnetv17_stage4_batchnorm2_gamma"
type=constant_input
label="resnetv17_stage4_batchnorm2_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm2_beta" [
id=403
name="resnetv17_stage4_batchnorm2_beta"
type=constant_input
label="resnetv17_stage4_batchnorm2_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm2_running_mean" [
id=404
name="resnetv17_stage4_batchnorm2_running_mean"
type=constant_input
label="resnetv17_stage4_batchnorm2_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm2_running_var" [
id=405
name="resnetv17_stage4_batchnorm2_running_var"
type=constant_input
label="resnetv17_stage4_batchnorm2_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm2_fwd" [
id=406
name="resnetv17_stage4_batchnorm2_fwd"
type=BatchNormalization
label="{ {resnetv17_stage4_batchnorm2_fwd | BN} | [[256,2048,7,7],[2048],[2048],[2048],[2048]] }"
inputs="resnetv17_stage4_conv2_fwd;resnetv17_stage4_batchnorm2_gamma;resnetv17_stage4_batchnorm2_beta;resnetv17_stage4_batchnorm2_running_mean;resnetv17_stage4_batchnorm2_running_var"
outputs="resnetv17_stage4_batchnorm2_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage4_conv3_weight" [
id=407
name="resnetv17_stage4_conv3_weight"
type=constant_input
label="resnetv17_stage4_conv3_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv3_fwd" [
id=408
name="resnetv17_stage4_conv3_fwd"
type=Conv
label="{ {resnetv17_stage4_conv3_fwd | CONV} | [256,2048,7,7] }"
inputs="resnetv17_stage3_activation5;resnetv17_stage4_conv3_weight"
outputs="resnetv17_stage4_conv3_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage4_batchnorm3_gamma" [
id=409
name="resnetv17_stage4_batchnorm3_gamma"
type=constant_input
label="resnetv17_stage4_batchnorm3_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm3_beta" [
id=410
name="resnetv17_stage4_batchnorm3_beta"
type=constant_input
label="resnetv17_stage4_batchnorm3_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm3_running_mean" [
id=411
name="resnetv17_stage4_batchnorm3_running_mean"
type=constant_input
label="resnetv17_stage4_batchnorm3_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm3_running_var" [
id=412
name="resnetv17_stage4_batchnorm3_running_var"
type=constant_input
label="resnetv17_stage4_batchnorm3_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm3_fwd" [
id=413
name="resnetv17_stage4_batchnorm3_fwd"
type=BatchNormalization
label="{ {resnetv17_stage4_batchnorm3_fwd | BN} | [[256,2048,7,7],[2048],[2048],[2048],[2048]] }"
inputs="resnetv17_stage4_conv3_fwd;resnetv17_stage4_batchnorm3_gamma;resnetv17_stage4_batchnorm3_beta;resnetv17_stage4_batchnorm3_running_mean;resnetv17_stage4_batchnorm3_running_var"
outputs="resnetv17_stage4_batchnorm3_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage4__plus0" [
id=414
name="resnetv17_stage4__plus0"
type=Add
label="{ {resnetv17_stage4__plus0 | ADD} | [256,2048,7,7] }"
inputs="resnetv17_stage4_batchnorm2_fwd;resnetv17_stage4_batchnorm3_fwd"
outputs="resnetv17_stage4__plus0"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage4_activation0" [
id=415
name="resnetv17_stage4_activation0"
type=Relu
label="{ {resnetv17_stage4_activation0 | RELU} | [256,2048,7,7] }"
inputs="resnetv17_stage4__plus0"
outputs="resnetv17_stage4_activation0"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage4_conv4_weight" [
id=416
name="resnetv17_stage4_conv4_weight"
type=constant_input
label="resnetv17_stage4_conv4_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv4_bias" [
id=417
name="resnetv17_stage4_conv4_bias"
type=constant_input
label="resnetv17_stage4_conv4_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv4_fwd" [
id=418
name="resnetv17_stage4_conv4_fwd"
type=Conv
label="{ {resnetv17_stage4_conv4_fwd | CONV} | [256,512,7,7] }"
inputs="resnetv17_stage4_activation0;resnetv17_stage4_conv4_weight;resnetv17_stage4_conv4_bias"
outputs="resnetv17_stage4_conv4_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage4_batchnorm4_gamma" [
id=419
name="resnetv17_stage4_batchnorm4_gamma"
type=constant_input
label="resnetv17_stage4_batchnorm4_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm4_beta" [
id=420
name="resnetv17_stage4_batchnorm4_beta"
type=constant_input
label="resnetv17_stage4_batchnorm4_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm4_running_mean" [
id=421
name="resnetv17_stage4_batchnorm4_running_mean"
type=constant_input
label="resnetv17_stage4_batchnorm4_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm4_running_var" [
id=422
name="resnetv17_stage4_batchnorm4_running_var"
type=constant_input
label="resnetv17_stage4_batchnorm4_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm4_fwd" [
id=423
name="resnetv17_stage4_batchnorm4_fwd"
type=BatchNormalization
label="{ {resnetv17_stage4_batchnorm4_fwd | BN} | [[256,512,7,7],[512],[512],[512],[512]] }"
inputs="resnetv17_stage4_conv4_fwd;resnetv17_stage4_batchnorm4_gamma;resnetv17_stage4_batchnorm4_beta;resnetv17_stage4_batchnorm4_running_mean;resnetv17_stage4_batchnorm4_running_var"
outputs="resnetv17_stage4_batchnorm4_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage4_relu2_fwd" [
id=424
name="resnetv17_stage4_relu2_fwd"
type=Relu
label="{ {resnetv17_stage4_relu2_fwd | RELU} | [256,512,7,7] }"
inputs="resnetv17_stage4_batchnorm4_fwd"
outputs="resnetv17_stage4_relu2_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage4_conv5_weight" [
id=425
name="resnetv17_stage4_conv5_weight"
type=constant_input
label="resnetv17_stage4_conv5_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv5_fwd" [
id=426
name="resnetv17_stage4_conv5_fwd"
type=Conv
label="{ {resnetv17_stage4_conv5_fwd | CONV} | [256,512,7,7] }"
inputs="resnetv17_stage4_relu2_fwd;resnetv17_stage4_conv5_weight"
outputs="resnetv17_stage4_conv5_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage4_batchnorm5_gamma" [
id=427
name="resnetv17_stage4_batchnorm5_gamma"
type=constant_input
label="resnetv17_stage4_batchnorm5_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm5_beta" [
id=428
name="resnetv17_stage4_batchnorm5_beta"
type=constant_input
label="resnetv17_stage4_batchnorm5_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm5_running_mean" [
id=429
name="resnetv17_stage4_batchnorm5_running_mean"
type=constant_input
label="resnetv17_stage4_batchnorm5_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm5_running_var" [
id=430
name="resnetv17_stage4_batchnorm5_running_var"
type=constant_input
label="resnetv17_stage4_batchnorm5_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm5_fwd" [
id=431
name="resnetv17_stage4_batchnorm5_fwd"
type=BatchNormalization
label="{ {resnetv17_stage4_batchnorm5_fwd | BN} | [[256,512,7,7],[512],[512],[512],[512]] }"
inputs="resnetv17_stage4_conv5_fwd;resnetv17_stage4_batchnorm5_gamma;resnetv17_stage4_batchnorm5_beta;resnetv17_stage4_batchnorm5_running_mean;resnetv17_stage4_batchnorm5_running_var"
outputs="resnetv17_stage4_batchnorm5_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage4_relu3_fwd" [
id=432
name="resnetv17_stage4_relu3_fwd"
type=Relu
label="{ {resnetv17_stage4_relu3_fwd | RELU} | [256,512,7,7] }"
inputs="resnetv17_stage4_batchnorm5_fwd"
outputs="resnetv17_stage4_relu3_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage4_conv6_weight" [
id=433
name="resnetv17_stage4_conv6_weight"
type=constant_input
label="resnetv17_stage4_conv6_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv6_bias" [
id=434
name="resnetv17_stage4_conv6_bias"
type=constant_input
label="resnetv17_stage4_conv6_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv6_fwd" [
id=435
name="resnetv17_stage4_conv6_fwd"
type=Conv
label="{ {resnetv17_stage4_conv6_fwd | CONV} | [256,2048,7,7] }"
inputs="resnetv17_stage4_relu3_fwd;resnetv17_stage4_conv6_weight;resnetv17_stage4_conv6_bias"
outputs="resnetv17_stage4_conv6_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage4_batchnorm6_gamma" [
id=436
name="resnetv17_stage4_batchnorm6_gamma"
type=constant_input
label="resnetv17_stage4_batchnorm6_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm6_beta" [
id=437
name="resnetv17_stage4_batchnorm6_beta"
type=constant_input
label="resnetv17_stage4_batchnorm6_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm6_running_mean" [
id=438
name="resnetv17_stage4_batchnorm6_running_mean"
type=constant_input
label="resnetv17_stage4_batchnorm6_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm6_running_var" [
id=439
name="resnetv17_stage4_batchnorm6_running_var"
type=constant_input
label="resnetv17_stage4_batchnorm6_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm6_fwd" [
id=440
name="resnetv17_stage4_batchnorm6_fwd"
type=BatchNormalization
label="{ {resnetv17_stage4_batchnorm6_fwd | BN} | [[256,2048,7,7],[2048],[2048],[2048],[2048]] }"
inputs="resnetv17_stage4_conv6_fwd;resnetv17_stage4_batchnorm6_gamma;resnetv17_stage4_batchnorm6_beta;resnetv17_stage4_batchnorm6_running_mean;resnetv17_stage4_batchnorm6_running_var"
outputs="resnetv17_stage4_batchnorm6_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage4__plus1" [
id=441
name="resnetv17_stage4__plus1"
type=Add
label="{ {resnetv17_stage4__plus1 | ADD} | [256,2048,7,7] }"
inputs="resnetv17_stage4_batchnorm6_fwd;resnetv17_stage4_activation0"
outputs="resnetv17_stage4__plus1"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage4_activation1" [
id=442
name="resnetv17_stage4_activation1"
type=Relu
label="{ {resnetv17_stage4_activation1 | RELU} | [256,2048,7,7] }"
inputs="resnetv17_stage4__plus1"
outputs="resnetv17_stage4_activation1"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage4_conv7_weight" [
id=443
name="resnetv17_stage4_conv7_weight"
type=constant_input
label="resnetv17_stage4_conv7_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv7_bias" [
id=444
name="resnetv17_stage4_conv7_bias"
type=constant_input
label="resnetv17_stage4_conv7_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv7_fwd" [
id=445
name="resnetv17_stage4_conv7_fwd"
type=Conv
label="{ {resnetv17_stage4_conv7_fwd | CONV} | [256,512,7,7] }"
inputs="resnetv17_stage4_activation1;resnetv17_stage4_conv7_weight;resnetv17_stage4_conv7_bias"
outputs="resnetv17_stage4_conv7_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage4_batchnorm7_gamma" [
id=446
name="resnetv17_stage4_batchnorm7_gamma"
type=constant_input
label="resnetv17_stage4_batchnorm7_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm7_beta" [
id=447
name="resnetv17_stage4_batchnorm7_beta"
type=constant_input
label="resnetv17_stage4_batchnorm7_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm7_running_mean" [
id=448
name="resnetv17_stage4_batchnorm7_running_mean"
type=constant_input
label="resnetv17_stage4_batchnorm7_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm7_running_var" [
id=449
name="resnetv17_stage4_batchnorm7_running_var"
type=constant_input
label="resnetv17_stage4_batchnorm7_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm7_fwd" [
id=450
name="resnetv17_stage4_batchnorm7_fwd"
type=BatchNormalization
label="{ {resnetv17_stage4_batchnorm7_fwd | BN} | [[256,512,7,7],[512],[512],[512],[512]] }"
inputs="resnetv17_stage4_conv7_fwd;resnetv17_stage4_batchnorm7_gamma;resnetv17_stage4_batchnorm7_beta;resnetv17_stage4_batchnorm7_running_mean;resnetv17_stage4_batchnorm7_running_var"
outputs="resnetv17_stage4_batchnorm7_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage4_relu4_fwd" [
id=451
name="resnetv17_stage4_relu4_fwd"
type=Relu
label="{ {resnetv17_stage4_relu4_fwd | RELU} | [256,512,7,7] }"
inputs="resnetv17_stage4_batchnorm7_fwd"
outputs="resnetv17_stage4_relu4_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage4_conv8_weight" [
id=452
name="resnetv17_stage4_conv8_weight"
type=constant_input
label="resnetv17_stage4_conv8_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv8_fwd" [
id=453
name="resnetv17_stage4_conv8_fwd"
type=Conv
label="{ {resnetv17_stage4_conv8_fwd | CONV} | [256,512,7,7] }"
inputs="resnetv17_stage4_relu4_fwd;resnetv17_stage4_conv8_weight"
outputs="resnetv17_stage4_conv8_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage4_batchnorm8_gamma" [
id=454
name="resnetv17_stage4_batchnorm8_gamma"
type=constant_input
label="resnetv17_stage4_batchnorm8_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm8_beta" [
id=455
name="resnetv17_stage4_batchnorm8_beta"
type=constant_input
label="resnetv17_stage4_batchnorm8_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm8_running_mean" [
id=456
name="resnetv17_stage4_batchnorm8_running_mean"
type=constant_input
label="resnetv17_stage4_batchnorm8_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm8_running_var" [
id=457
name="resnetv17_stage4_batchnorm8_running_var"
type=constant_input
label="resnetv17_stage4_batchnorm8_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm8_fwd" [
id=458
name="resnetv17_stage4_batchnorm8_fwd"
type=BatchNormalization
label="{ {resnetv17_stage4_batchnorm8_fwd | BN} | [[256,512,7,7],[512],[512],[512],[512]] }"
inputs="resnetv17_stage4_conv8_fwd;resnetv17_stage4_batchnorm8_gamma;resnetv17_stage4_batchnorm8_beta;resnetv17_stage4_batchnorm8_running_mean;resnetv17_stage4_batchnorm8_running_var"
outputs="resnetv17_stage4_batchnorm8_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage4_relu5_fwd" [
id=459
name="resnetv17_stage4_relu5_fwd"
type=Relu
label="{ {resnetv17_stage4_relu5_fwd | RELU} | [256,512,7,7] }"
inputs="resnetv17_stage4_batchnorm8_fwd"
outputs="resnetv17_stage4_relu5_fwd"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_stage4_conv9_weight" [
id=460
name="resnetv17_stage4_conv9_weight"
type=constant_input
label="resnetv17_stage4_conv9_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv9_bias" [
id=461
name="resnetv17_stage4_conv9_bias"
type=constant_input
label="resnetv17_stage4_conv9_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_conv9_fwd" [
id=462
name="resnetv17_stage4_conv9_fwd"
type=Conv
label="{ {resnetv17_stage4_conv9_fwd | CONV} | [256,2048,7,7] }"
inputs="resnetv17_stage4_relu5_fwd;resnetv17_stage4_conv9_weight;resnetv17_stage4_conv9_bias"
outputs="resnetv17_stage4_conv9_fwd"
penwidth=3
style=filled
color="#9489c3"
fontcolor="#000000"
fillcolor="#a69bd6"
];
"resnetv17_stage4_batchnorm9_gamma" [
id=463
name="resnetv17_stage4_batchnorm9_gamma"
type=constant_input
label="resnetv17_stage4_batchnorm9_gamma"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm9_beta" [
id=464
name="resnetv17_stage4_batchnorm9_beta"
type=constant_input
label="resnetv17_stage4_batchnorm9_beta"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm9_running_mean" [
id=465
name="resnetv17_stage4_batchnorm9_running_mean"
type=constant_input
label="resnetv17_stage4_batchnorm9_running_mean"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm9_running_var" [
id=466
name="resnetv17_stage4_batchnorm9_running_var"
type=constant_input
label="resnetv17_stage4_batchnorm9_running_var"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_stage4_batchnorm9_fwd" [
id=467
name="resnetv17_stage4_batchnorm9_fwd"
type=BatchNormalization
label="{ {resnetv17_stage4_batchnorm9_fwd | BN} | [[256,2048,7,7],[2048],[2048],[2048],[2048]] }"
inputs="resnetv17_stage4_conv9_fwd;resnetv17_stage4_batchnorm9_gamma;resnetv17_stage4_batchnorm9_beta;resnetv17_stage4_batchnorm9_running_mean;resnetv17_stage4_batchnorm9_running_var"
outputs="resnetv17_stage4_batchnorm9_fwd"
penwidth=3
style=filled
color="#c084ca"
fontcolor="#000000"
fillcolor="#d497de"
];
"resnetv17_stage4__plus2" [
id=468
name="resnetv17_stage4__plus2"
type=Add
label="{ {resnetv17_stage4__plus2 | ADD} | [256,2048,7,7] }"
inputs="resnetv17_stage4_batchnorm9_fwd;resnetv17_stage4_activation1"
outputs="resnetv17_stage4__plus2"
penwidth=3
style=filled
color="#87c1bf"
fontcolor="#000000"
fillcolor="#9dd8d6"
];
"resnetv17_stage4_activation2" [
id=469
name="resnetv17_stage4_activation2"
type=Relu
label="{ {resnetv17_stage4_activation2 | RELU} | [256,2048,7,7] }"
inputs="resnetv17_stage4__plus2"
outputs="resnetv17_stage4_activation2"
penwidth=3
style=filled
color="#83bc89"
fontcolor="#000000"
fillcolor="#98d29d"
];
"resnetv17_pool1_fwd" [
id=470
name="resnetv17_pool1_fwd"
type=GlobalAveragePool
label="{ {resnetv17_pool1_fwd | GLBPL} | [256,2048,1,1] }"
inputs="resnetv17_stage4_activation2"
outputs="resnetv17_pool1_fwd"
penwidth=3
style=filled
color="#b8cc84"
fontcolor="#000000"
fillcolor="#d1e59b"
];
"flatten_473" [
id=471
name="flatten_473"
type=Flatten
label="{ {flatten_473 | FLT} | [256,2048,1,1] }"
inputs="resnetv17_pool1_fwd"
outputs="flatten_473"
penwidth=3
style=filled
color="#c68798"
fontcolor="#000000"
fillcolor="#da99ab"
];
"resnetv17_dense0_weight" [
id=472
name="resnetv17_dense0_weight"
type=constant_input
label="resnetv17_dense0_weight"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_dense0_bias" [
id=473
name="resnetv17_dense0_bias"
type=constant_input
label="resnetv17_dense0_bias"
inputs=""
outputs=""
shape=box
style="filled,dashed"
fillcolor="white"
];
"resnetv17_dense0_fwd" [
id=474
name="resnetv17_dense0_fwd"
type=Gemm
label="{ {resnetv17_dense0_fwd | GEMM} | [256,1000] }"
inputs="flatten_473;resnetv17_dense0_weight;resnetv17_dense0_bias"
outputs="resnetv17_dense0_fwd"
penwidth=3
style=filled
color="#c2a482"
fontcolor="#000000"
fillcolor="#d7b896"
];
// Edge definitions.
"data" -> "resnetv17_conv0_fwd";
"resnetv17_conv0_weight" -> "resnetv17_conv0_fwd";
"resnetv17_conv0_fwd" -> "resnetv17_batchnorm0_fwd";
"resnetv17_batchnorm0_gamma" -> "resnetv17_batchnorm0_fwd";
"resnetv17_batchnorm0_beta" -> "resnetv17_batchnorm0_fwd";
"resnetv17_batchnorm0_running_mean" -> "resnetv17_batchnorm0_fwd";
"resnetv17_batchnorm0_running_var" -> "resnetv17_batchnorm0_fwd";
"resnetv17_batchnorm0_fwd" -> "resnetv17_relu0_fwd";
"resnetv17_relu0_fwd" -> "resnetv17_pool0_fwd";
"resnetv17_pool0_fwd" -> "resnetv17_stage1_conv0_fwd";
"resnetv17_pool0_fwd" -> "resnetv17_stage1_conv3_fwd";
"resnetv17_stage1_conv0_weight" -> "resnetv17_stage1_conv0_fwd";
"resnetv17_stage1_conv0_bias" -> "resnetv17_stage1_conv0_fwd";
"resnetv17_stage1_conv0_fwd" -> "resnetv17_stage1_batchnorm0_fwd";
"resnetv17_stage1_batchnorm0_gamma" -> "resnetv17_stage1_batchnorm0_fwd";
"resnetv17_stage1_batchnorm0_beta" -> "resnetv17_stage1_batchnorm0_fwd";
"resnetv17_stage1_batchnorm0_running_mean" -> "resnetv17_stage1_batchnorm0_fwd";
"resnetv17_stage1_batchnorm0_running_var" -> "resnetv17_stage1_batchnorm0_fwd";
"resnetv17_stage1_batchnorm0_fwd" -> "resnetv17_stage1_relu0_fwd";
"resnetv17_stage1_relu0_fwd" -> "resnetv17_stage1_conv1_fwd";
"resnetv17_stage1_conv1_weight" -> "resnetv17_stage1_conv1_fwd";
"resnetv17_stage1_conv1_fwd" -> "resnetv17_stage1_batchnorm1_fwd";
"resnetv17_stage1_batchnorm1_gamma" -> "resnetv17_stage1_batchnorm1_fwd";
"resnetv17_stage1_batchnorm1_beta" -> "resnetv17_stage1_batchnorm1_fwd";
"resnetv17_stage1_batchnorm1_running_mean" -> "resnetv17_stage1_batchnorm1_fwd";
"resnetv17_stage1_batchnorm1_running_var" -> "resnetv17_stage1_batchnorm1_fwd";
"resnetv17_stage1_batchnorm1_fwd" -> "resnetv17_stage1_relu1_fwd";
"resnetv17_stage1_relu1_fwd" -> "resnetv17_stage1_conv2_fwd";
"resnetv17_stage1_conv2_weight" -> "resnetv17_stage1_conv2_fwd";
"resnetv17_stage1_conv2_bias" -> "resnetv17_stage1_conv2_fwd";
"resnetv17_stage1_conv2_fwd" -> "resnetv17_stage1_batchnorm2_fwd";
"resnetv17_stage1_batchnorm2_gamma" -> "resnetv17_stage1_batchnorm2_fwd";
"resnetv17_stage1_batchnorm2_beta" -> "resnetv17_stage1_batchnorm2_fwd";
"resnetv17_stage1_batchnorm2_running_mean" -> "resnetv17_stage1_batchnorm2_fwd";
"resnetv17_stage1_batchnorm2_running_var" -> "resnetv17_stage1_batchnorm2_fwd";
"resnetv17_stage1_batchnorm2_fwd" -> "resnetv17_stage1__plus0";
"resnetv17_stage1_conv3_weight" -> "resnetv17_stage1_conv3_fwd";
"resnetv17_stage1_conv3_fwd" -> "resnetv17_stage1_batchnorm3_fwd";
"resnetv17_stage1_batchnorm3_gamma" -> "resnetv17_stage1_batchnorm3_fwd";
"resnetv17_stage1_batchnorm3_beta" -> "resnetv17_stage1_batchnorm3_fwd";
"resnetv17_stage1_batchnorm3_running_mean" -> "resnetv17_stage1_batchnorm3_fwd";
"resnetv17_stage1_batchnorm3_running_var" -> "resnetv17_stage1_batchnorm3_fwd";
"resnetv17_stage1_batchnorm3_fwd" -> "resnetv17_stage1__plus0";
"resnetv17_stage1__plus0" -> "resnetv17_stage1_activation0";
"resnetv17_stage1_activation0" -> "resnetv17_stage1_conv4_fwd";
"resnetv17_stage1_activation0" -> "resnetv17_stage1__plus1";
"resnetv17_stage1_conv4_weight" -> "resnetv17_stage1_conv4_fwd";
"resnetv17_stage1_conv4_bias" -> "resnetv17_stage1_conv4_fwd";
"resnetv17_stage1_conv4_fwd" -> "resnetv17_stage1_batchnorm4_fwd";
"resnetv17_stage1_batchnorm4_gamma" -> "resnetv17_stage1_batchnorm4_fwd";
"resnetv17_stage1_batchnorm4_beta" -> "resnetv17_stage1_batchnorm4_fwd";
"resnetv17_stage1_batchnorm4_running_mean" -> "resnetv17_stage1_batchnorm4_fwd";
"resnetv17_stage1_batchnorm4_running_var" -> "resnetv17_stage1_batchnorm4_fwd";
"resnetv17_stage1_batchnorm4_fwd" -> "resnetv17_stage1_relu2_fwd";
"resnetv17_stage1_relu2_fwd" -> "resnetv17_stage1_conv5_fwd";
"resnetv17_stage1_conv5_weight" -> "resnetv17_stage1_conv5_fwd";
"resnetv17_stage1_conv5_fwd" -> "resnetv17_stage1_batchnorm5_fwd";
"resnetv17_stage1_batchnorm5_gamma" -> "resnetv17_stage1_batchnorm5_fwd";
"resnetv17_stage1_batchnorm5_beta" -> "resnetv17_stage1_batchnorm5_fwd";
"resnetv17_stage1_batchnorm5_running_mean" -> "resnetv17_stage1_batchnorm5_fwd";
"resnetv17_stage1_batchnorm5_running_var" -> "resnetv17_stage1_batchnorm5_fwd";
"resnetv17_stage1_batchnorm5_fwd" -> "resnetv17_stage1_relu3_fwd";
"resnetv17_stage1_relu3_fwd" -> "resnetv17_stage1_conv6_fwd";
"resnetv17_stage1_conv6_weight" -> "resnetv17_stage1_conv6_fwd";
"resnetv17_stage1_conv6_bias" -> "resnetv17_stage1_conv6_fwd";
"resnetv17_stage1_conv6_fwd" -> "resnetv17_stage1_batchnorm6_fwd";
"resnetv17_stage1_batchnorm6_gamma" -> "resnetv17_stage1_batchnorm6_fwd";
"resnetv17_stage1_batchnorm6_beta" -> "resnetv17_stage1_batchnorm6_fwd";
"resnetv17_stage1_batchnorm6_running_mean" -> "resnetv17_stage1_batchnorm6_fwd";
"resnetv17_stage1_batchnorm6_running_var" -> "resnetv17_stage1_batchnorm6_fwd";
"resnetv17_stage1_batchnorm6_fwd" -> "resnetv17_stage1__plus1";
"resnetv17_stage1__plus1" -> "resnetv17_stage1_activation1";
"resnetv17_stage1_activation1" -> "resnetv17_stage1_conv7_fwd";
"resnetv17_stage1_activation1" -> "resnetv17_stage1__plus2";
"resnetv17_stage1_conv7_weight" -> "resnetv17_stage1_conv7_fwd";
"resnetv17_stage1_conv7_bias" -> "resnetv17_stage1_conv7_fwd";
"resnetv17_stage1_conv7_fwd" -> "resnetv17_stage1_batchnorm7_fwd";
"resnetv17_stage1_batchnorm7_gamma" -> "resnetv17_stage1_batchnorm7_fwd";
"resnetv17_stage1_batchnorm7_beta" -> "resnetv17_stage1_batchnorm7_fwd";
"resnetv17_stage1_batchnorm7_running_mean" -> "resnetv17_stage1_batchnorm7_fwd";
"resnetv17_stage1_batchnorm7_running_var" -> "resnetv17_stage1_batchnorm7_fwd";
"resnetv17_stage1_batchnorm7_fwd" -> "resnetv17_stage1_relu4_fwd";
"resnetv17_stage1_relu4_fwd" -> "resnetv17_stage1_conv8_fwd";
"resnetv17_stage1_conv8_weight" -> "resnetv17_stage1_conv8_fwd";
"resnetv17_stage1_conv8_fwd" -> "resnetv17_stage1_batchnorm8_fwd";
"resnetv17_stage1_batchnorm8_gamma" -> "resnetv17_stage1_batchnorm8_fwd";
"resnetv17_stage1_batchnorm8_beta" -> "resnetv17_stage1_batchnorm8_fwd";
"resnetv17_stage1_batchnorm8_running_mean" -> "resnetv17_stage1_batchnorm8_fwd";
"resnetv17_stage1_batchnorm8_running_var" -> "resnetv17_stage1_batchnorm8_fwd";
"resnetv17_stage1_batchnorm8_fwd" -> "resnetv17_stage1_relu5_fwd";
"resnetv17_stage1_relu5_fwd" -> "resnetv17_stage1_conv9_fwd";
"resnetv17_stage1_conv9_weight" -> "resnetv17_stage1_conv9_fwd";
"resnetv17_stage1_conv9_bias" -> "resnetv17_stage1_conv9_fwd";
"resnetv17_stage1_conv9_fwd" -> "resnetv17_stage1_batchnorm9_fwd";
"resnetv17_stage1_batchnorm9_gamma" -> "resnetv17_stage1_batchnorm9_fwd";
"resnetv17_stage1_batchnorm9_beta" -> "resnetv17_stage1_batchnorm9_fwd";
"resnetv17_stage1_batchnorm9_running_mean" -> "resnetv17_stage1_batchnorm9_fwd";
"resnetv17_stage1_batchnorm9_running_var" -> "resnetv17_stage1_batchnorm9_fwd";
"resnetv17_stage1_batchnorm9_fwd" -> "resnetv17_stage1__plus2";
"resnetv17_stage1__plus2" -> "resnetv17_stage1_activation2";
"resnetv17_stage1_activation2" -> "resnetv17_stage2_conv0_fwd";
"resnetv17_stage1_activation2" -> "resnetv17_stage2_conv3_fwd";
"resnetv17_stage2_conv0_weight" -> "resnetv17_stage2_conv0_fwd";
"resnetv17_stage2_conv0_bias" -> "resnetv17_stage2_conv0_fwd";
"resnetv17_stage2_conv0_fwd" -> "resnetv17_stage2_batchnorm0_fwd";
"resnetv17_stage2_batchnorm0_gamma" -> "resnetv17_stage2_batchnorm0_fwd";
"resnetv17_stage2_batchnorm0_beta" -> "resnetv17_stage2_batchnorm0_fwd";
"resnetv17_stage2_batchnorm0_running_mean" -> "resnetv17_stage2_batchnorm0_fwd";
"resnetv17_stage2_batchnorm0_running_var" -> "resnetv17_stage2_batchnorm0_fwd";
"resnetv17_stage2_batchnorm0_fwd" -> "resnetv17_stage2_relu0_fwd";
"resnetv17_stage2_relu0_fwd" -> "resnetv17_stage2_conv1_fwd";
"resnetv17_stage2_conv1_weight" -> "resnetv17_stage2_conv1_fwd";
"resnetv17_stage2_conv1_fwd" -> "resnetv17_stage2_batchnorm1_fwd";
"resnetv17_stage2_batchnorm1_gamma" -> "resnetv17_stage2_batchnorm1_fwd";
"resnetv17_stage2_batchnorm1_beta" -> "resnetv17_stage2_batchnorm1_fwd";
"resnetv17_stage2_batchnorm1_running_mean" -> "resnetv17_stage2_batchnorm1_fwd";
"resnetv17_stage2_batchnorm1_running_var" -> "resnetv17_stage2_batchnorm1_fwd";
"resnetv17_stage2_batchnorm1_fwd" -> "resnetv17_stage2_relu1_fwd";
"resnetv17_stage2_relu1_fwd" -> "resnetv17_stage2_conv2_fwd";
"resnetv17_stage2_conv2_weight" -> "resnetv17_stage2_conv2_fwd";
"resnetv17_stage2_conv2_bias" -> "resnetv17_stage2_conv2_fwd";
"resnetv17_stage2_conv2_fwd" -> "resnetv17_stage2_batchnorm2_fwd";
"resnetv17_stage2_batchnorm2_gamma" -> "resnetv17_stage2_batchnorm2_fwd";
"resnetv17_stage2_batchnorm2_beta" -> "resnetv17_stage2_batchnorm2_fwd";
"resnetv17_stage2_batchnorm2_running_mean" -> "resnetv17_stage2_batchnorm2_fwd";
"resnetv17_stage2_batchnorm2_running_var" -> "resnetv17_stage2_batchnorm2_fwd";
"resnetv17_stage2_batchnorm2_fwd" -> "resnetv17_stage2__plus0";
"resnetv17_stage2_conv3_weight" -> "resnetv17_stage2_conv3_fwd";
"resnetv17_stage2_conv3_fwd" -> "resnetv17_stage2_batchnorm3_fwd";
"resnetv17_stage2_batchnorm3_gamma" -> "resnetv17_stage2_batchnorm3_fwd";
"resnetv17_stage2_batchnorm3_beta" -> "resnetv17_stage2_batchnorm3_fwd";
"resnetv17_stage2_batchnorm3_running_mean" -> "resnetv17_stage2_batchnorm3_fwd";
"resnetv17_stage2_batchnorm3_running_var" -> "resnetv17_stage2_batchnorm3_fwd";
"resnetv17_stage2_batchnorm3_fwd" -> "resnetv17_stage2__plus0";
"resnetv17_stage2__plus0" -> "resnetv17_stage2_activation0";
"resnetv17_stage2_activation0" -> "resnetv17_stage2_conv4_fwd";
"resnetv17_stage2_activation0" -> "resnetv17_stage2__plus1";
"resnetv17_stage2_conv4_weight" -> "resnetv17_stage2_conv4_fwd";
"resnetv17_stage2_conv4_bias" -> "resnetv17_stage2_conv4_fwd";
"resnetv17_stage2_conv4_fwd" -> "resnetv17_stage2_batchnorm4_fwd";
"resnetv17_stage2_batchnorm4_gamma" -> "resnetv17_stage2_batchnorm4_fwd";
"resnetv17_stage2_batchnorm4_beta" -> "resnetv17_stage2_batchnorm4_fwd";
"resnetv17_stage2_batchnorm4_running_mean" -> "resnetv17_stage2_batchnorm4_fwd";
"resnetv17_stage2_batchnorm4_running_var" -> "resnetv17_stage2_batchnorm4_fwd";
"resnetv17_stage2_batchnorm4_fwd" -> "resnetv17_stage2_relu2_fwd";
"resnetv17_stage2_relu2_fwd" -> "resnetv17_stage2_conv5_fwd";
"resnetv17_stage2_conv5_weight" -> "resnetv17_stage2_conv5_fwd";
"resnetv17_stage2_conv5_fwd" -> "resnetv17_stage2_batchnorm5_fwd";
"resnetv17_stage2_batchnorm5_gamma" -> "resnetv17_stage2_batchnorm5_fwd";
"resnetv17_stage2_batchnorm5_beta" -> "resnetv17_stage2_batchnorm5_fwd";
"resnetv17_stage2_batchnorm5_running_mean" -> "resnetv17_stage2_batchnorm5_fwd";
"resnetv17_stage2_batchnorm5_running_var" -> "resnetv17_stage2_batchnorm5_fwd";
"resnetv17_stage2_batchnorm5_fwd" -> "resnetv17_stage2_relu3_fwd";
"resnetv17_stage2_relu3_fwd" -> "resnetv17_stage2_conv6_fwd";
"resnetv17_stage2_conv6_weight" -> "resnetv17_stage2_conv6_fwd";
"resnetv17_stage2_conv6_bias" -> "resnetv17_stage2_conv6_fwd";
"resnetv17_stage2_conv6_fwd" -> "resnetv17_stage2_batchnorm6_fwd";
"resnetv17_stage2_batchnorm6_gamma" -> "resnetv17_stage2_batchnorm6_fwd";
"resnetv17_stage2_batchnorm6_beta" -> "resnetv17_stage2_batchnorm6_fwd";
"resnetv17_stage2_batchnorm6_running_mean" -> "resnetv17_stage2_batchnorm6_fwd";
"resnetv17_stage2_batchnorm6_running_var" -> "resnetv17_stage2_batchnorm6_fwd";
"resnetv17_stage2_batchnorm6_fwd" -> "resnetv17_stage2__plus1";
"resnetv17_stage2__plus1" -> "resnetv17_stage2_activation1";
"resnetv17_stage2_activation1" -> "resnetv17_stage2_conv7_fwd";
"resnetv17_stage2_activation1" -> "resnetv17_stage2__plus2";
"resnetv17_stage2_conv7_weight" -> "resnetv17_stage2_conv7_fwd";
"resnetv17_stage2_conv7_bias" -> "resnetv17_stage2_conv7_fwd";
"resnetv17_stage2_conv7_fwd" -> "resnetv17_stage2_batchnorm7_fwd";
"resnetv17_stage2_batchnorm7_gamma" -> "resnetv17_stage2_batchnorm7_fwd";
"resnetv17_stage2_batchnorm7_beta" -> "resnetv17_stage2_batchnorm7_fwd";
"resnetv17_stage2_batchnorm7_running_mean" -> "resnetv17_stage2_batchnorm7_fwd";
"resnetv17_stage2_batchnorm7_running_var" -> "resnetv17_stage2_batchnorm7_fwd";
"resnetv17_stage2_batchnorm7_fwd" -> "resnetv17_stage2_relu4_fwd";
"resnetv17_stage2_relu4_fwd" -> "resnetv17_stage2_conv8_fwd";
"resnetv17_stage2_conv8_weight" -> "resnetv17_stage2_conv8_fwd";
"resnetv17_stage2_conv8_fwd" -> "resnetv17_stage2_batchnorm8_fwd";
"resnetv17_stage2_batchnorm8_gamma" -> "resnetv17_stage2_batchnorm8_fwd";
"resnetv17_stage2_batchnorm8_beta" -> "resnetv17_stage2_batchnorm8_fwd";
"resnetv17_stage2_batchnorm8_running_mean" -> "resnetv17_stage2_batchnorm8_fwd";
"resnetv17_stage2_batchnorm8_running_var" -> "resnetv17_stage2_batchnorm8_fwd";
"resnetv17_stage2_batchnorm8_fwd" -> "resnetv17_stage2_relu5_fwd";
"resnetv17_stage2_relu5_fwd" -> "resnetv17_stage2_conv9_fwd";
"resnetv17_stage2_conv9_weight" -> "resnetv17_stage2_conv9_fwd";
"resnetv17_stage2_conv9_bias" -> "resnetv17_stage2_conv9_fwd";
"resnetv17_stage2_conv9_fwd" -> "resnetv17_stage2_batchnorm9_fwd";
"resnetv17_stage2_batchnorm9_gamma" -> "resnetv17_stage2_batchnorm9_fwd";
"resnetv17_stage2_batchnorm9_beta" -> "resnetv17_stage2_batchnorm9_fwd";
"resnetv17_stage2_batchnorm9_running_mean" -> "resnetv17_stage2_batchnorm9_fwd";
"resnetv17_stage2_batchnorm9_running_var" -> "resnetv17_stage2_batchnorm9_fwd";
"resnetv17_stage2_batchnorm9_fwd" -> "resnetv17_stage2__plus2";
"resnetv17_stage2__plus2" -> "resnetv17_stage2_activation2";
"resnetv17_stage2_activation2" -> "resnetv17_stage2_conv10_fwd";
"resnetv17_stage2_activation2" -> "resnetv17_stage2__plus3";
"resnetv17_stage2_conv10_weight" -> "resnetv17_stage2_conv10_fwd";
"resnetv17_stage2_conv10_bias" -> "resnetv17_stage2_conv10_fwd";
"resnetv17_stage2_conv10_fwd" -> "resnetv17_stage2_batchnorm10_fwd";
"resnetv17_stage2_batchnorm10_gamma" -> "resnetv17_stage2_batchnorm10_fwd";
"resnetv17_stage2_batchnorm10_beta" -> "resnetv17_stage2_batchnorm10_fwd";
"resnetv17_stage2_batchnorm10_running_mean" -> "resnetv17_stage2_batchnorm10_fwd";
"resnetv17_stage2_batchnorm10_running_var" -> "resnetv17_stage2_batchnorm10_fwd";
"resnetv17_stage2_batchnorm10_fwd" -> "resnetv17_stage2_relu6_fwd";
"resnetv17_stage2_relu6_fwd" -> "resnetv17_stage2_conv11_fwd";
"resnetv17_stage2_conv11_weight" -> "resnetv17_stage2_conv11_fwd";
"resnetv17_stage2_conv11_fwd" -> "resnetv17_stage2_batchnorm11_fwd";
"resnetv17_stage2_batchnorm11_gamma" -> "resnetv17_stage2_batchnorm11_fwd";
"resnetv17_stage2_batchnorm11_beta" -> "resnetv17_stage2_batchnorm11_fwd";
"resnetv17_stage2_batchnorm11_running_mean" -> "resnetv17_stage2_batchnorm11_fwd";
"resnetv17_stage2_batchnorm11_running_var" -> "resnetv17_stage2_batchnorm11_fwd";
"resnetv17_stage2_batchnorm11_fwd" -> "resnetv17_stage2_relu7_fwd";
"resnetv17_stage2_relu7_fwd" -> "resnetv17_stage2_conv12_fwd";
"resnetv17_stage2_conv12_weight" -> "resnetv17_stage2_conv12_fwd";
"resnetv17_stage2_conv12_bias" -> "resnetv17_stage2_conv12_fwd";
"resnetv17_stage2_conv12_fwd" -> "resnetv17_stage2_batchnorm12_fwd";
"resnetv17_stage2_batchnorm12_gamma" -> "resnetv17_stage2_batchnorm12_fwd";
"resnetv17_stage2_batchnorm12_beta" -> "resnetv17_stage2_batchnorm12_fwd";
"resnetv17_stage2_batchnorm12_running_mean" -> "resnetv17_stage2_batchnorm12_fwd";
"resnetv17_stage2_batchnorm12_running_var" -> "resnetv17_stage2_batchnorm12_fwd";
"resnetv17_stage2_batchnorm12_fwd" -> "resnetv17_stage2__plus3";
"resnetv17_stage2__plus3" -> "resnetv17_stage2_activation3";
"resnetv17_stage2_activation3" -> "resnetv17_stage3_conv0_fwd";
"resnetv17_stage2_activation3" -> "resnetv17_stage3_conv3_fwd";
"resnetv17_stage3_conv0_weight" -> "resnetv17_stage3_conv0_fwd";
"resnetv17_stage3_conv0_bias" -> "resnetv17_stage3_conv0_fwd";
"resnetv17_stage3_conv0_fwd" -> "resnetv17_stage3_batchnorm0_fwd";
"resnetv17_stage3_batchnorm0_gamma" -> "resnetv17_stage3_batchnorm0_fwd";
"resnetv17_stage3_batchnorm0_beta" -> "resnetv17_stage3_batchnorm0_fwd";
"resnetv17_stage3_batchnorm0_running_mean" -> "resnetv17_stage3_batchnorm0_fwd";
"resnetv17_stage3_batchnorm0_running_var" -> "resnetv17_stage3_batchnorm0_fwd";
"resnetv17_stage3_batchnorm0_fwd" -> "resnetv17_stage3_relu0_fwd";
"resnetv17_stage3_relu0_fwd" -> "resnetv17_stage3_conv1_fwd";
"resnetv17_stage3_conv1_weight" -> "resnetv17_stage3_conv1_fwd";
"resnetv17_stage3_conv1_fwd" -> "resnetv17_stage3_batchnorm1_fwd";
"resnetv17_stage3_batchnorm1_gamma" -> "resnetv17_stage3_batchnorm1_fwd";
"resnetv17_stage3_batchnorm1_beta" -> "resnetv17_stage3_batchnorm1_fwd";
"resnetv17_stage3_batchnorm1_running_mean" -> "resnetv17_stage3_batchnorm1_fwd";
"resnetv17_stage3_batchnorm1_running_var" -> "resnetv17_stage3_batchnorm1_fwd";
"resnetv17_stage3_batchnorm1_fwd" -> "resnetv17_stage3_relu1_fwd";
"resnetv17_stage3_relu1_fwd" -> "resnetv17_stage3_conv2_fwd";
"resnetv17_stage3_conv2_weight" -> "resnetv17_stage3_conv2_fwd";
"resnetv17_stage3_conv2_bias" -> "resnetv17_stage3_conv2_fwd";
"resnetv17_stage3_conv2_fwd" -> "resnetv17_stage3_batchnorm2_fwd";
"resnetv17_stage3_batchnorm2_gamma" -> "resnetv17_stage3_batchnorm2_fwd";
"resnetv17_stage3_batchnorm2_beta" -> "resnetv17_stage3_batchnorm2_fwd";
"resnetv17_stage3_batchnorm2_running_mean" -> "resnetv17_stage3_batchnorm2_fwd";
"resnetv17_stage3_batchnorm2_running_var" -> "resnetv17_stage3_batchnorm2_fwd";
"resnetv17_stage3_batchnorm2_fwd" -> "resnetv17_stage3__plus0";
"resnetv17_stage3_conv3_weight" -> "resnetv17_stage3_conv3_fwd";
"resnetv17_stage3_conv3_fwd" -> "resnetv17_stage3_batchnorm3_fwd";
"resnetv17_stage3_batchnorm3_gamma" -> "resnetv17_stage3_batchnorm3_fwd";
"resnetv17_stage3_batchnorm3_beta" -> "resnetv17_stage3_batchnorm3_fwd";
"resnetv17_stage3_batchnorm3_running_mean" -> "resnetv17_stage3_batchnorm3_fwd";
"resnetv17_stage3_batchnorm3_running_var" -> "resnetv17_stage3_batchnorm3_fwd";
"resnetv17_stage3_batchnorm3_fwd" -> "resnetv17_stage3__plus0";
"resnetv17_stage3__plus0" -> "resnetv17_stage3_activation0";
"resnetv17_stage3_activation0" -> "resnetv17_stage3_conv4_fwd";
"resnetv17_stage3_activation0" -> "resnetv17_stage3__plus1";
"resnetv17_stage3_conv4_weight" -> "resnetv17_stage3_conv4_fwd";
"resnetv17_stage3_conv4_bias" -> "resnetv17_stage3_conv4_fwd";
"resnetv17_stage3_conv4_fwd" -> "resnetv17_stage3_batchnorm4_fwd";
"resnetv17_stage3_batchnorm4_gamma" -> "resnetv17_stage3_batchnorm4_fwd";
"resnetv17_stage3_batchnorm4_beta" -> "resnetv17_stage3_batchnorm4_fwd";
"resnetv17_stage3_batchnorm4_running_mean" -> "resnetv17_stage3_batchnorm4_fwd";
"resnetv17_stage3_batchnorm4_running_var" -> "resnetv17_stage3_batchnorm4_fwd";
"resnetv17_stage3_batchnorm4_fwd" -> "resnetv17_stage3_relu2_fwd";
"resnetv17_stage3_relu2_fwd" -> "resnetv17_stage3_conv5_fwd";
"resnetv17_stage3_conv5_weight" -> "resnetv17_stage3_conv5_fwd";
"resnetv17_stage3_conv5_fwd" -> "resnetv17_stage3_batchnorm5_fwd";
"resnetv17_stage3_batchnorm5_gamma" -> "resnetv17_stage3_batchnorm5_fwd";
"resnetv17_stage3_batchnorm5_beta" -> "resnetv17_stage3_batchnorm5_fwd";
"resnetv17_stage3_batchnorm5_running_mean" -> "resnetv17_stage3_batchnorm5_fwd";
"resnetv17_stage3_batchnorm5_running_var" -> "resnetv17_stage3_batchnorm5_fwd";
"resnetv17_stage3_batchnorm5_fwd" -> "resnetv17_stage3_relu3_fwd";
"resnetv17_stage3_relu3_fwd" -> "resnetv17_stage3_conv6_fwd";
"resnetv17_stage3_conv6_weight" -> "resnetv17_stage3_conv6_fwd";
"resnetv17_stage3_conv6_bias" -> "resnetv17_stage3_conv6_fwd";
"resnetv17_stage3_conv6_fwd" -> "resnetv17_stage3_batchnorm6_fwd";
"resnetv17_stage3_batchnorm6_gamma" -> "resnetv17_stage3_batchnorm6_fwd";
"resnetv17_stage3_batchnorm6_beta" -> "resnetv17_stage3_batchnorm6_fwd";
"resnetv17_stage3_batchnorm6_running_mean" -> "resnetv17_stage3_batchnorm6_fwd";
"resnetv17_stage3_batchnorm6_running_var" -> "resnetv17_stage3_batchnorm6_fwd";
"resnetv17_stage3_batchnorm6_fwd" -> "resnetv17_stage3__plus1";
"resnetv17_stage3__plus1" -> "resnetv17_stage3_activation1";
"resnetv17_stage3_activation1" -> "resnetv17_stage3_conv7_fwd";
"resnetv17_stage3_activation1" -> "resnetv17_stage3__plus2";
"resnetv17_stage3_conv7_weight" -> "resnetv17_stage3_conv7_fwd";
"resnetv17_stage3_conv7_bias" -> "resnetv17_stage3_conv7_fwd";
"resnetv17_stage3_conv7_fwd" -> "resnetv17_stage3_batchnorm7_fwd";
"resnetv17_stage3_batchnorm7_gamma" -> "resnetv17_stage3_batchnorm7_fwd";
"resnetv17_stage3_batchnorm7_beta" -> "resnetv17_stage3_batchnorm7_fwd";
"resnetv17_stage3_batchnorm7_running_mean" -> "resnetv17_stage3_batchnorm7_fwd";
"resnetv17_stage3_batchnorm7_running_var" -> "resnetv17_stage3_batchnorm7_fwd";
"resnetv17_stage3_batchnorm7_fwd" -> "resnetv17_stage3_relu4_fwd";
"resnetv17_stage3_relu4_fwd" -> "resnetv17_stage3_conv8_fwd";
"resnetv17_stage3_conv8_weight" -> "resnetv17_stage3_conv8_fwd";
"resnetv17_stage3_conv8_fwd" -> "resnetv17_stage3_batchnorm8_fwd";
"resnetv17_stage3_batchnorm8_gamma" -> "resnetv17_stage3_batchnorm8_fwd";
"resnetv17_stage3_batchnorm8_beta" -> "resnetv17_stage3_batchnorm8_fwd";
"resnetv17_stage3_batchnorm8_running_mean" -> "resnetv17_stage3_batchnorm8_fwd";
"resnetv17_stage3_batchnorm8_running_var" -> "resnetv17_stage3_batchnorm8_fwd";
"resnetv17_stage3_batchnorm8_fwd" -> "resnetv17_stage3_relu5_fwd";
"resnetv17_stage3_relu5_fwd" -> "resnetv17_stage3_conv9_fwd";
"resnetv17_stage3_conv9_weight" -> "resnetv17_stage3_conv9_fwd";
"resnetv17_stage3_conv9_bias" -> "resnetv17_stage3_conv9_fwd";
"resnetv17_stage3_conv9_fwd" -> "resnetv17_stage3_batchnorm9_fwd";
"resnetv17_stage3_batchnorm9_gamma" -> "resnetv17_stage3_batchnorm9_fwd";
"resnetv17_stage3_batchnorm9_beta" -> "resnetv17_stage3_batchnorm9_fwd";
"resnetv17_stage3_batchnorm9_running_mean" -> "resnetv17_stage3_batchnorm9_fwd";
"resnetv17_stage3_batchnorm9_running_var" -> "resnetv17_stage3_batchnorm9_fwd";
"resnetv17_stage3_batchnorm9_fwd" -> "resnetv17_stage3__plus2";
"resnetv17_stage3__plus2" -> "resnetv17_stage3_activation2";
"resnetv17_stage3_activation2" -> "resnetv17_stage3_conv10_fwd";
"resnetv17_stage3_activation2" -> "resnetv17_stage3__plus3";
"resnetv17_stage3_conv10_weight" -> "resnetv17_stage3_conv10_fwd";
"resnetv17_stage3_conv10_bias" -> "resnetv17_stage3_conv10_fwd";
"resnetv17_stage3_conv10_fwd" -> "resnetv17_stage3_batchnorm10_fwd";
"resnetv17_stage3_batchnorm10_gamma" -> "resnetv17_stage3_batchnorm10_fwd";
"resnetv17_stage3_batchnorm10_beta" -> "resnetv17_stage3_batchnorm10_fwd";
"resnetv17_stage3_batchnorm10_running_mean" -> "resnetv17_stage3_batchnorm10_fwd";
"resnetv17_stage3_batchnorm10_running_var" -> "resnetv17_stage3_batchnorm10_fwd";
"resnetv17_stage3_batchnorm10_fwd" -> "resnetv17_stage3_relu6_fwd";
"resnetv17_stage3_relu6_fwd" -> "resnetv17_stage3_conv11_fwd";
"resnetv17_stage3_conv11_weight" -> "resnetv17_stage3_conv11_fwd";
"resnetv17_stage3_conv11_fwd" -> "resnetv17_stage3_batchnorm11_fwd";
"resnetv17_stage3_batchnorm11_gamma" -> "resnetv17_stage3_batchnorm11_fwd";
"resnetv17_stage3_batchnorm11_beta" -> "resnetv17_stage3_batchnorm11_fwd";
"resnetv17_stage3_batchnorm11_running_mean" -> "resnetv17_stage3_batchnorm11_fwd";
"resnetv17_stage3_batchnorm11_running_var" -> "resnetv17_stage3_batchnorm11_fwd";
"resnetv17_stage3_batchnorm11_fwd" -> "resnetv17_stage3_relu7_fwd";
"resnetv17_stage3_relu7_fwd" -> "resnetv17_stage3_conv12_fwd";
"resnetv17_stage3_conv12_weight" -> "resnetv17_stage3_conv12_fwd";
"resnetv17_stage3_conv12_bias" -> "resnetv17_stage3_conv12_fwd";
"resnetv17_stage3_conv12_fwd" -> "resnetv17_stage3_batchnorm12_fwd";
"resnetv17_stage3_batchnorm12_gamma" -> "resnetv17_stage3_batchnorm12_fwd";
"resnetv17_stage3_batchnorm12_beta" -> "resnetv17_stage3_batchnorm12_fwd";
"resnetv17_stage3_batchnorm12_running_mean" -> "resnetv17_stage3_batchnorm12_fwd";
"resnetv17_stage3_batchnorm12_running_var" -> "resnetv17_stage3_batchnorm12_fwd";
"resnetv17_stage3_batchnorm12_fwd" -> "resnetv17_stage3__plus3";
"resnetv17_stage3__plus3" -> "resnetv17_stage3_activation3";
"resnetv17_stage3_activation3" -> "resnetv17_stage3_conv13_fwd";
"resnetv17_stage3_activation3" -> "resnetv17_stage3__plus4";
"resnetv17_stage3_conv13_weight" -> "resnetv17_stage3_conv13_fwd";
"resnetv17_stage3_conv13_bias" -> "resnetv17_stage3_conv13_fwd";
"resnetv17_stage3_conv13_fwd" -> "resnetv17_stage3_batchnorm13_fwd";
"resnetv17_stage3_batchnorm13_gamma" -> "resnetv17_stage3_batchnorm13_fwd";
"resnetv17_stage3_batchnorm13_beta" -> "resnetv17_stage3_batchnorm13_fwd";
"resnetv17_stage3_batchnorm13_running_mean" -> "resnetv17_stage3_batchnorm13_fwd";
"resnetv17_stage3_batchnorm13_running_var" -> "resnetv17_stage3_batchnorm13_fwd";
"resnetv17_stage3_batchnorm13_fwd" -> "resnetv17_stage3_relu8_fwd";
"resnetv17_stage3_relu8_fwd" -> "resnetv17_stage3_conv14_fwd";
"resnetv17_stage3_conv14_weight" -> "resnetv17_stage3_conv14_fwd";
"resnetv17_stage3_conv14_fwd" -> "resnetv17_stage3_batchnorm14_fwd";
"resnetv17_stage3_batchnorm14_gamma" -> "resnetv17_stage3_batchnorm14_fwd";
"resnetv17_stage3_batchnorm14_beta" -> "resnetv17_stage3_batchnorm14_fwd";
"resnetv17_stage3_batchnorm14_running_mean" -> "resnetv17_stage3_batchnorm14_fwd";
"resnetv17_stage3_batchnorm14_running_var" -> "resnetv17_stage3_batchnorm14_fwd";
"resnetv17_stage3_batchnorm14_fwd" -> "resnetv17_stage3_relu9_fwd";
"resnetv17_stage3_relu9_fwd" -> "resnetv17_stage3_conv15_fwd";
"resnetv17_stage3_conv15_weight" -> "resnetv17_stage3_conv15_fwd";
"resnetv17_stage3_conv15_bias" -> "resnetv17_stage3_conv15_fwd";
"resnetv17_stage3_conv15_fwd" -> "resnetv17_stage3_batchnorm15_fwd";
"resnetv17_stage3_batchnorm15_gamma" -> "resnetv17_stage3_batchnorm15_fwd";
"resnetv17_stage3_batchnorm15_beta" -> "resnetv17_stage3_batchnorm15_fwd";
"resnetv17_stage3_batchnorm15_running_mean" -> "resnetv17_stage3_batchnorm15_fwd";
"resnetv17_stage3_batchnorm15_running_var" -> "resnetv17_stage3_batchnorm15_fwd";
"resnetv17_stage3_batchnorm15_fwd" -> "resnetv17_stage3__plus4";
"resnetv17_stage3__plus4" -> "resnetv17_stage3_activation4";
"resnetv17_stage3_activation4" -> "resnetv17_stage3_conv16_fwd";
"resnetv17_stage3_activation4" -> "resnetv17_stage3__plus5";
"resnetv17_stage3_conv16_weight" -> "resnetv17_stage3_conv16_fwd";
"resnetv17_stage3_conv16_bias" -> "resnetv17_stage3_conv16_fwd";
"resnetv17_stage3_conv16_fwd" -> "resnetv17_stage3_batchnorm16_fwd";
"resnetv17_stage3_batchnorm16_gamma" -> "resnetv17_stage3_batchnorm16_fwd";
"resnetv17_stage3_batchnorm16_beta" -> "resnetv17_stage3_batchnorm16_fwd";
"resnetv17_stage3_batchnorm16_running_mean" -> "resnetv17_stage3_batchnorm16_fwd";
"resnetv17_stage3_batchnorm16_running_var" -> "resnetv17_stage3_batchnorm16_fwd";
"resnetv17_stage3_batchnorm16_fwd" -> "resnetv17_stage3_relu10_fwd";
"resnetv17_stage3_relu10_fwd" -> "resnetv17_stage3_conv17_fwd";
"resnetv17_stage3_conv17_weight" -> "resnetv17_stage3_conv17_fwd";
"resnetv17_stage3_conv17_fwd" -> "resnetv17_stage3_batchnorm17_fwd";
"resnetv17_stage3_batchnorm17_gamma" -> "resnetv17_stage3_batchnorm17_fwd";
"resnetv17_stage3_batchnorm17_beta" -> "resnetv17_stage3_batchnorm17_fwd";
"resnetv17_stage3_batchnorm17_running_mean" -> "resnetv17_stage3_batchnorm17_fwd";
"resnetv17_stage3_batchnorm17_running_var" -> "resnetv17_stage3_batchnorm17_fwd";
"resnetv17_stage3_batchnorm17_fwd" -> "resnetv17_stage3_relu11_fwd";
"resnetv17_stage3_relu11_fwd" -> "resnetv17_stage3_conv18_fwd";
"resnetv17_stage3_conv18_weight" -> "resnetv17_stage3_conv18_fwd";
"resnetv17_stage3_conv18_bias" -> "resnetv17_stage3_conv18_fwd";
"resnetv17_stage3_conv18_fwd" -> "resnetv17_stage3_batchnorm18_fwd";
"resnetv17_stage3_batchnorm18_gamma" -> "resnetv17_stage3_batchnorm18_fwd";
"resnetv17_stage3_batchnorm18_beta" -> "resnetv17_stage3_batchnorm18_fwd";
"resnetv17_stage3_batchnorm18_running_mean" -> "resnetv17_stage3_batchnorm18_fwd";
"resnetv17_stage3_batchnorm18_running_var" -> "resnetv17_stage3_batchnorm18_fwd";
"resnetv17_stage3_batchnorm18_fwd" -> "resnetv17_stage3__plus5";
"resnetv17_stage3__plus5" -> "resnetv17_stage3_activation5";
"resnetv17_stage3_activation5" -> "resnetv17_stage4_conv0_fwd";
"resnetv17_stage3_activation5" -> "resnetv17_stage4_conv3_fwd";
"resnetv17_stage4_conv0_weight" -> "resnetv17_stage4_conv0_fwd";
"resnetv17_stage4_conv0_bias" -> "resnetv17_stage4_conv0_fwd";
"resnetv17_stage4_conv0_fwd" -> "resnetv17_stage4_batchnorm0_fwd";
"resnetv17_stage4_batchnorm0_gamma" -> "resnetv17_stage4_batchnorm0_fwd";
"resnetv17_stage4_batchnorm0_beta" -> "resnetv17_stage4_batchnorm0_fwd";
"resnetv17_stage4_batchnorm0_running_mean" -> "resnetv17_stage4_batchnorm0_fwd";
"resnetv17_stage4_batchnorm0_running_var" -> "resnetv17_stage4_batchnorm0_fwd";
"resnetv17_stage4_batchnorm0_fwd" -> "resnetv17_stage4_relu0_fwd";
"resnetv17_stage4_relu0_fwd" -> "resnetv17_stage4_conv1_fwd";
"resnetv17_stage4_conv1_weight" -> "resnetv17_stage4_conv1_fwd";
"resnetv17_stage4_conv1_fwd" -> "resnetv17_stage4_batchnorm1_fwd";
"resnetv17_stage4_batchnorm1_gamma" -> "resnetv17_stage4_batchnorm1_fwd";
"resnetv17_stage4_batchnorm1_beta" -> "resnetv17_stage4_batchnorm1_fwd";
"resnetv17_stage4_batchnorm1_running_mean" -> "resnetv17_stage4_batchnorm1_fwd";
"resnetv17_stage4_batchnorm1_running_var" -> "resnetv17_stage4_batchnorm1_fwd";
"resnetv17_stage4_batchnorm1_fwd" -> "resnetv17_stage4_relu1_fwd";
"resnetv17_stage4_relu1_fwd" -> "resnetv17_stage4_conv2_fwd";
"resnetv17_stage4_conv2_weight" -> "resnetv17_stage4_conv2_fwd";
"resnetv17_stage4_conv2_bias" -> "resnetv17_stage4_conv2_fwd";
"resnetv17_stage4_conv2_fwd" -> "resnetv17_stage4_batchnorm2_fwd";
"resnetv17_stage4_batchnorm2_gamma" -> "resnetv17_stage4_batchnorm2_fwd";
"resnetv17_stage4_batchnorm2_beta" -> "resnetv17_stage4_batchnorm2_fwd";
"resnetv17_stage4_batchnorm2_running_mean" -> "resnetv17_stage4_batchnorm2_fwd";
"resnetv17_stage4_batchnorm2_running_var" -> "resnetv17_stage4_batchnorm2_fwd";
"resnetv17_stage4_batchnorm2_fwd" -> "resnetv17_stage4__plus0";
"resnetv17_stage4_conv3_weight" -> "resnetv17_stage4_conv3_fwd";
"resnetv17_stage4_conv3_fwd" -> "resnetv17_stage4_batchnorm3_fwd";
"resnetv17_stage4_batchnorm3_gamma" -> "resnetv17_stage4_batchnorm3_fwd";
"resnetv17_stage4_batchnorm3_beta" -> "resnetv17_stage4_batchnorm3_fwd";
"resnetv17_stage4_batchnorm3_running_mean" -> "resnetv17_stage4_batchnorm3_fwd";
"resnetv17_stage4_batchnorm3_running_var" -> "resnetv17_stage4_batchnorm3_fwd";
"resnetv17_stage4_batchnorm3_fwd" -> "resnetv17_stage4__plus0";
"resnetv17_stage4__plus0" -> "resnetv17_stage4_activation0";
"resnetv17_stage4_activation0" -> "resnetv17_stage4_conv4_fwd";
"resnetv17_stage4_activation0" -> "resnetv17_stage4__plus1";
"resnetv17_stage4_conv4_weight" -> "resnetv17_stage4_conv4_fwd";
"resnetv17_stage4_conv4_bias" -> "resnetv17_stage4_conv4_fwd";
"resnetv17_stage4_conv4_fwd" -> "resnetv17_stage4_batchnorm4_fwd";
"resnetv17_stage4_batchnorm4_gamma" -> "resnetv17_stage4_batchnorm4_fwd";
"resnetv17_stage4_batchnorm4_beta" -> "resnetv17_stage4_batchnorm4_fwd";
"resnetv17_stage4_batchnorm4_running_mean" -> "resnetv17_stage4_batchnorm4_fwd";
"resnetv17_stage4_batchnorm4_running_var" -> "resnetv17_stage4_batchnorm4_fwd";
"resnetv17_stage4_batchnorm4_fwd" -> "resnetv17_stage4_relu2_fwd";
"resnetv17_stage4_relu2_fwd" -> "resnetv17_stage4_conv5_fwd";
"resnetv17_stage4_conv5_weight" -> "resnetv17_stage4_conv5_fwd";
"resnetv17_stage4_conv5_fwd" -> "resnetv17_stage4_batchnorm5_fwd";
"resnetv17_stage4_batchnorm5_gamma" -> "resnetv17_stage4_batchnorm5_fwd";
"resnetv17_stage4_batchnorm5_beta" -> "resnetv17_stage4_batchnorm5_fwd";
"resnetv17_stage4_batchnorm5_running_mean" -> "resnetv17_stage4_batchnorm5_fwd";
"resnetv17_stage4_batchnorm5_running_var" -> "resnetv17_stage4_batchnorm5_fwd";
"resnetv17_stage4_batchnorm5_fwd" -> "resnetv17_stage4_relu3_fwd";
"resnetv17_stage4_relu3_fwd" -> "resnetv17_stage4_conv6_fwd";
"resnetv17_stage4_conv6_weight" -> "resnetv17_stage4_conv6_fwd";
"resnetv17_stage4_conv6_bias" -> "resnetv17_stage4_conv6_fwd";
"resnetv17_stage4_conv6_fwd" -> "resnetv17_stage4_batchnorm6_fwd";
"resnetv17_stage4_batchnorm6_gamma" -> "resnetv17_stage4_batchnorm6_fwd";
"resnetv17_stage4_batchnorm6_beta" -> "resnetv17_stage4_batchnorm6_fwd";
"resnetv17_stage4_batchnorm6_running_mean" -> "resnetv17_stage4_batchnorm6_fwd";
"resnetv17_stage4_batchnorm6_running_var" -> "resnetv17_stage4_batchnorm6_fwd";
"resnetv17_stage4_batchnorm6_fwd" -> "resnetv17_stage4__plus1";
"resnetv17_stage4__plus1" -> "resnetv17_stage4_activation1";
"resnetv17_stage4_activation1" -> "resnetv17_stage4_conv7_fwd";
"resnetv17_stage4_activation1" -> "resnetv17_stage4__plus2";
"resnetv17_stage4_conv7_weight" -> "resnetv17_stage4_conv7_fwd";
"resnetv17_stage4_conv7_bias" -> "resnetv17_stage4_conv7_fwd";
"resnetv17_stage4_conv7_fwd" -> "resnetv17_stage4_batchnorm7_fwd";
"resnetv17_stage4_batchnorm7_gamma" -> "resnetv17_stage4_batchnorm7_fwd";
"resnetv17_stage4_batchnorm7_beta" -> "resnetv17_stage4_batchnorm7_fwd";
"resnetv17_stage4_batchnorm7_running_mean" -> "resnetv17_stage4_batchnorm7_fwd";
"resnetv17_stage4_batchnorm7_running_var" -> "resnetv17_stage4_batchnorm7_fwd";
"resnetv17_stage4_batchnorm7_fwd" -> "resnetv17_stage4_relu4_fwd";
"resnetv17_stage4_relu4_fwd" -> "resnetv17_stage4_conv8_fwd";
"resnetv17_stage4_conv8_weight" -> "resnetv17_stage4_conv8_fwd";
"resnetv17_stage4_conv8_fwd" -> "resnetv17_stage4_batchnorm8_fwd";
"resnetv17_stage4_batchnorm8_gamma" -> "resnetv17_stage4_batchnorm8_fwd";
"resnetv17_stage4_batchnorm8_beta" -> "resnetv17_stage4_batchnorm8_fwd";
"resnetv17_stage4_batchnorm8_running_mean" -> "resnetv17_stage4_batchnorm8_fwd";
"resnetv17_stage4_batchnorm8_running_var" -> "resnetv17_stage4_batchnorm8_fwd";
"resnetv17_stage4_batchnorm8_fwd" -> "resnetv17_stage4_relu5_fwd";
"resnetv17_stage4_relu5_fwd" -> "resnetv17_stage4_conv9_fwd";
"resnetv17_stage4_conv9_weight" -> "resnetv17_stage4_conv9_fwd";
"resnetv17_stage4_conv9_bias" -> "resnetv17_stage4_conv9_fwd";
"resnetv17_stage4_conv9_fwd" -> "resnetv17_stage4_batchnorm9_fwd";
"resnetv17_stage4_batchnorm9_gamma" -> "resnetv17_stage4_batchnorm9_fwd";
"resnetv17_stage4_batchnorm9_beta" -> "resnetv17_stage4_batchnorm9_fwd";
"resnetv17_stage4_batchnorm9_running_mean" -> "resnetv17_stage4_batchnorm9_fwd";
"resnetv17_stage4_batchnorm9_running_var" -> "resnetv17_stage4_batchnorm9_fwd";
"resnetv17_stage4_batchnorm9_fwd" -> "resnetv17_stage4__plus2";
"resnetv17_stage4__plus2" -> "resnetv17_stage4_activation2";
"resnetv17_stage4_activation2" -> "resnetv17_pool1_fwd";
"resnetv17_pool1_fwd" -> "flatten_473";
"flatten_473" -> "resnetv17_dense0_fwd";
"resnetv17_dense0_weight" -> "resnetv17_dense0_fwd";
"resnetv17_dense0_bias" -> "resnetv17_dense0_fwd";
}Create Table
A table can be created to show the shapes of all tensors in the graph using
benanza layerstats --model_path //ResNet50-v1NOTE: You will have to scroll to the right to view the shape information which are in the last few columns.
This will create the following table: