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,Cin,Hin,Win) - Filter:
(Cout,Cin,Hf,Wf) - Output:
(N,Cout,Hout,Wout)
where
Hout=(Hin+2∗paddings[0]−(dilations[0]∗(Hf−1)+1))strides[0]+1Wout=(Win+2∗paddings[1]−(dilations[1]∗(Wf−1)+1))strides[1]+1Hout​Wout​​=strides[0](Hin​+2∗paddings[0]−(dilations[0]∗(Hf​−1)+1))​+1=strides[1](Win​+2∗paddings[1]−(dilations[1]∗(Wf​−1)+1))​+1​
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-v1This will create the following table:
| LayerName | LayerType | InputNames | OutputNames | InputShapes | OutputShapes |
|---|
LayerName | LayerType | InputNames | OutputNames | InputShapes | OutputShapes |
|---|---|---|---|---|---|
| data | ConstantInput | [[1,3,224,224]] | [[1,3,224,224]] | ||
| flatten_473 | Flatten | resnetv17_pool1_fwd | flatten_473 | [[1,2048,1,1]] | [[1,2048,1,1]] |
| resnetv17_batchnorm0_beta | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_batchnorm0_fwd | BatchNorm | resnetv17_conv0_fwd;resnetv17_batchnorm0_gamma;resnetv17_batchnorm0_beta;resnetv17_batchnorm0_running_mean;resnetv17_batchnorm0_running_var | resnetv17_batchnorm0_fwd | [[1,64,112,112],[64],[64],[64],[64]] | [[1,64,112,112],[64],[64],[64],[64]] |
| resnetv17_batchnorm0_gamma | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_batchnorm0_running_mean | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_batchnorm0_running_var | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_conv0_fwd | Conv | data;resnetv17_conv0_weight | resnetv17_conv0_fwd | [[1,3,224,224],[64,3,7,7]] | [[1,64,112,112]] |
| resnetv17_conv0_weight | ConstantInput | [[64,3,7,7]] | [[64,3,7,7]] | ||
| resnetv17_dense0_bias | ConstantInput | [[1000]] | [[1000]] | ||
| resnetv17_dense0_fwd | Gemm | flatten_473;resnetv17_dense0_weight;resnetv17_dense0_bias | resnetv17_dense0_fwd | [[1,2048,1,1],[1000,2048],[1000]] | [[1,1000]] |
| resnetv17_dense0_weight | ConstantInput | [[1000,2048]] | [[1000,2048]] | ||
| resnetv17_pool0_fwd | Pooling | resnetv17_relu0_fwd | resnetv17_pool0_fwd | [[1,64,112,112]] | [[1,64,56,56]] |
| resnetv17_pool1_fwd | GlobalPooling | resnetv17_stage4_activation2 | resnetv17_pool1_fwd | [[1,2048,7,7]] | [[1,2048,1,1]] |
| resnetv17_relu0_fwd | Relu | resnetv17_batchnorm0_fwd | resnetv17_relu0_fwd | [[1,64,112,112]] | [[1,64,112,112]] |
| resnetv17_stage1__plus0 | ElementWise | resnetv17_stage1_batchnorm2_fwd;resnetv17_stage1_batchnorm3_fwd | resnetv17_stage1__plus0 | [[1,256,56,56],[1,256,56,56]] | [[1,256,56,56]] |
| resnetv17_stage1__plus1 | ElementWise | resnetv17_stage1_batchnorm6_fwd;resnetv17_stage1_activation0 | resnetv17_stage1__plus1 | [[1,256,56,56],[1,256,56,56]] | [[1,256,56,56]] |
| resnetv17_stage1__plus2 | ElementWise | resnetv17_stage1_batchnorm9_fwd;resnetv17_stage1_activation1 | resnetv17_stage1__plus2 | [[1,256,56,56],[1,256,56,56]] | [[1,256,56,56]] |
| resnetv17_stage1_activation0 | Relu | resnetv17_stage1__plus0 | resnetv17_stage1_activation0 | [[1,256,56,56]] | [[1,256,56,56]] |
| resnetv17_stage1_activation1 | Relu | resnetv17_stage1__plus1 | resnetv17_stage1_activation1 | [[1,256,56,56]] | [[1,256,56,56]] |
| resnetv17_stage1_activation2 | Relu | resnetv17_stage1__plus2 | resnetv17_stage1_activation2 | [[1,256,56,56]] | [[1,256,56,56]] |
| resnetv17_stage1_batchnorm0_beta | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm0_fwd | BatchNorm | resnetv17_stage1_conv0_fwd;resnetv17_stage1_batchnorm0_gamma;resnetv17_stage1_batchnorm0_beta;resnetv17_stage1_batchnorm0_running_mean;resnetv17_stage1_batchnorm0_running_var | resnetv17_stage1_batchnorm0_fwd | [[1,64,56,56],[64],[64],[64],[64]] | [[1,64,56,56],[64],[64],[64],[64]] |
| resnetv17_stage1_batchnorm0_gamma | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm0_running_mean | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm0_running_var | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm1_beta | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm1_fwd | BatchNorm | resnetv17_stage1_conv1_fwd;resnetv17_stage1_batchnorm1_gamma;resnetv17_stage1_batchnorm1_beta;resnetv17_stage1_batchnorm1_running_mean;resnetv17_stage1_batchnorm1_running_var | resnetv17_stage1_batchnorm1_fwd | [[1,64,56,56],[64],[64],[64],[64]] | [[1,64,56,56],[64],[64],[64],[64]] |
| resnetv17_stage1_batchnorm1_gamma | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm1_running_mean | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm1_running_var | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm2_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm2_fwd | BatchNorm | resnetv17_stage1_conv2_fwd;resnetv17_stage1_batchnorm2_gamma;resnetv17_stage1_batchnorm2_beta;resnetv17_stage1_batchnorm2_running_mean;resnetv17_stage1_batchnorm2_running_var | resnetv17_stage1_batchnorm2_fwd | [[1,256,56,56],[256],[256],[256],[256]] | [[1,256,56,56],[256],[256],[256],[256]] |
| resnetv17_stage1_batchnorm2_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm2_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm2_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm3_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm3_fwd | BatchNorm | resnetv17_stage1_conv3_fwd;resnetv17_stage1_batchnorm3_gamma;resnetv17_stage1_batchnorm3_beta;resnetv17_stage1_batchnorm3_running_mean;resnetv17_stage1_batchnorm3_running_var | resnetv17_stage1_batchnorm3_fwd | [[1,256,56,56],[256],[256],[256],[256]] | [[1,256,56,56],[256],[256],[256],[256]] |
| resnetv17_stage1_batchnorm3_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm3_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm3_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm4_beta | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm4_fwd | BatchNorm | resnetv17_stage1_conv4_fwd;resnetv17_stage1_batchnorm4_gamma;resnetv17_stage1_batchnorm4_beta;resnetv17_stage1_batchnorm4_running_mean;resnetv17_stage1_batchnorm4_running_var | resnetv17_stage1_batchnorm4_fwd | [[1,64,56,56],[64],[64],[64],[64]] | [[1,64,56,56],[64],[64],[64],[64]] |
| resnetv17_stage1_batchnorm4_gamma | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm4_running_mean | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm4_running_var | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm5_beta | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm5_fwd | BatchNorm | resnetv17_stage1_conv5_fwd;resnetv17_stage1_batchnorm5_gamma;resnetv17_stage1_batchnorm5_beta;resnetv17_stage1_batchnorm5_running_mean;resnetv17_stage1_batchnorm5_running_var | resnetv17_stage1_batchnorm5_fwd | [[1,64,56,56],[64],[64],[64],[64]] | [[1,64,56,56],[64],[64],[64],[64]] |
| resnetv17_stage1_batchnorm5_gamma | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm5_running_mean | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm5_running_var | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm6_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm6_fwd | BatchNorm | resnetv17_stage1_conv6_fwd;resnetv17_stage1_batchnorm6_gamma;resnetv17_stage1_batchnorm6_beta;resnetv17_stage1_batchnorm6_running_mean;resnetv17_stage1_batchnorm6_running_var | resnetv17_stage1_batchnorm6_fwd | [[1,256,56,56],[256],[256],[256],[256]] | [[1,256,56,56],[256],[256],[256],[256]] |
| resnetv17_stage1_batchnorm6_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm6_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm6_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm7_beta | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm7_fwd | BatchNorm | resnetv17_stage1_conv7_fwd;resnetv17_stage1_batchnorm7_gamma;resnetv17_stage1_batchnorm7_beta;resnetv17_stage1_batchnorm7_running_mean;resnetv17_stage1_batchnorm7_running_var | resnetv17_stage1_batchnorm7_fwd | [[1,64,56,56],[64],[64],[64],[64]] | [[1,64,56,56],[64],[64],[64],[64]] |
| resnetv17_stage1_batchnorm7_gamma | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm7_running_mean | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm7_running_var | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm8_beta | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm8_fwd | BatchNorm | resnetv17_stage1_conv8_fwd;resnetv17_stage1_batchnorm8_gamma;resnetv17_stage1_batchnorm8_beta;resnetv17_stage1_batchnorm8_running_mean;resnetv17_stage1_batchnorm8_running_var | resnetv17_stage1_batchnorm8_fwd | [[1,64,56,56],[64],[64],[64],[64]] | [[1,64,56,56],[64],[64],[64],[64]] |
| resnetv17_stage1_batchnorm8_gamma | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm8_running_mean | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm8_running_var | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_batchnorm9_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm9_fwd | BatchNorm | resnetv17_stage1_conv9_fwd;resnetv17_stage1_batchnorm9_gamma;resnetv17_stage1_batchnorm9_beta;resnetv17_stage1_batchnorm9_running_mean;resnetv17_stage1_batchnorm9_running_var | resnetv17_stage1_batchnorm9_fwd | [[1,256,56,56],[256],[256],[256],[256]] | [[1,256,56,56],[256],[256],[256],[256]] |
| resnetv17_stage1_batchnorm9_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm9_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_batchnorm9_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_conv0_bias | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_conv0_fwd | Conv | resnetv17_pool0_fwd;resnetv17_stage1_conv0_weight;resnetv17_stage1_conv0_bias | resnetv17_stage1_conv0_fwd | [[1,64,56,56],[64,64,1,1],[64]] | [[1,64,56,56]] |
| resnetv17_stage1_conv0_weight | ConstantInput | [[64,64,1,1]] | [[64,64,1,1]] | ||
| resnetv17_stage1_conv1_fwd | Conv | resnetv17_stage1_relu0_fwd;resnetv17_stage1_conv1_weight | resnetv17_stage1_conv1_fwd | [[1,64,56,56],[64,64,3,3]] | [[1,64,56,56]] |
| resnetv17_stage1_conv1_weight | ConstantInput | [[64,64,3,3]] | [[64,64,3,3]] | ||
| resnetv17_stage1_conv2_bias | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_conv2_fwd | Conv | resnetv17_stage1_relu1_fwd;resnetv17_stage1_conv2_weight;resnetv17_stage1_conv2_bias | resnetv17_stage1_conv2_fwd | [[1,64,56,56],[256,64,1,1],[256]] | [[1,256,56,56]] |
| resnetv17_stage1_conv2_weight | ConstantInput | [[256,64,1,1]] | [[256,64,1,1]] | ||
| resnetv17_stage1_conv3_fwd | Conv | resnetv17_pool0_fwd;resnetv17_stage1_conv3_weight | resnetv17_stage1_conv3_fwd | [[1,64,56,56],[256,64,1,1]] | [[1,256,56,56]] |
| resnetv17_stage1_conv3_weight | ConstantInput | [[256,64,1,1]] | [[256,64,1,1]] | ||
| resnetv17_stage1_conv4_bias | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_conv4_fwd | Conv | resnetv17_stage1_activation0;resnetv17_stage1_conv4_weight;resnetv17_stage1_conv4_bias | resnetv17_stage1_conv4_fwd | [[1,256,56,56],[64,256,1,1],[64]] | [[1,64,56,56]] |
| resnetv17_stage1_conv4_weight | ConstantInput | [[64,256,1,1]] | [[64,256,1,1]] | ||
| resnetv17_stage1_conv5_fwd | Conv | resnetv17_stage1_relu2_fwd;resnetv17_stage1_conv5_weight | resnetv17_stage1_conv5_fwd | [[1,64,56,56],[64,64,3,3]] | [[1,64,56,56]] |
| resnetv17_stage1_conv5_weight | ConstantInput | [[64,64,3,3]] | [[64,64,3,3]] | ||
| resnetv17_stage1_conv6_bias | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_conv6_fwd | Conv | resnetv17_stage1_relu3_fwd;resnetv17_stage1_conv6_weight;resnetv17_stage1_conv6_bias | resnetv17_stage1_conv6_fwd | [[1,64,56,56],[256,64,1,1],[256]] | [[1,256,56,56]] |
| resnetv17_stage1_conv6_weight | ConstantInput | [[256,64,1,1]] | [[256,64,1,1]] | ||
| resnetv17_stage1_conv7_bias | ConstantInput | [[64]] | [[64]] | ||
| resnetv17_stage1_conv7_fwd | Conv | resnetv17_stage1_activation1;resnetv17_stage1_conv7_weight;resnetv17_stage1_conv7_bias | resnetv17_stage1_conv7_fwd | [[1,256,56,56],[64,256,1,1],[64]] | [[1,64,56,56]] |
| resnetv17_stage1_conv7_weight | ConstantInput | [[64,256,1,1]] | [[64,256,1,1]] | ||
| resnetv17_stage1_conv8_fwd | Conv | resnetv17_stage1_relu4_fwd;resnetv17_stage1_conv8_weight | resnetv17_stage1_conv8_fwd | [[1,64,56,56],[64,64,3,3]] | [[1,64,56,56]] |
| resnetv17_stage1_conv8_weight | ConstantInput | [[64,64,3,3]] | [[64,64,3,3]] | ||
| resnetv17_stage1_conv9_bias | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage1_conv9_fwd | Conv | resnetv17_stage1_relu5_fwd;resnetv17_stage1_conv9_weight;resnetv17_stage1_conv9_bias | resnetv17_stage1_conv9_fwd | [[1,64,56,56],[256,64,1,1],[256]] | [[1,256,56,56]] |
| resnetv17_stage1_conv9_weight | ConstantInput | [[256,64,1,1]] | [[256,64,1,1]] | ||
| resnetv17_stage1_relu0_fwd | Relu | resnetv17_stage1_batchnorm0_fwd | resnetv17_stage1_relu0_fwd | [[1,64,56,56]] | [[1,64,56,56]] |
| resnetv17_stage1_relu1_fwd | Relu | resnetv17_stage1_batchnorm1_fwd | resnetv17_stage1_relu1_fwd | [[1,64,56,56]] | [[1,64,56,56]] |
| resnetv17_stage1_relu2_fwd | Relu | resnetv17_stage1_batchnorm4_fwd | resnetv17_stage1_relu2_fwd | [[1,64,56,56]] | [[1,64,56,56]] |
| resnetv17_stage1_relu3_fwd | Relu | resnetv17_stage1_batchnorm5_fwd | resnetv17_stage1_relu3_fwd | [[1,64,56,56]] | [[1,64,56,56]] |
| resnetv17_stage1_relu4_fwd | Relu | resnetv17_stage1_batchnorm7_fwd | resnetv17_stage1_relu4_fwd | [[1,64,56,56]] | [[1,64,56,56]] |
| resnetv17_stage1_relu5_fwd | Relu | resnetv17_stage1_batchnorm8_fwd | resnetv17_stage1_relu5_fwd | [[1,64,56,56]] | [[1,64,56,56]] |
| resnetv17_stage2__plus0 | ElementWise | resnetv17_stage2_batchnorm2_fwd;resnetv17_stage2_batchnorm3_fwd | resnetv17_stage2__plus0 | [[1,512,28,28],[1,512,28,28]] | [[1,512,28,28]] |
| resnetv17_stage2__plus1 | ElementWise | resnetv17_stage2_batchnorm6_fwd;resnetv17_stage2_activation0 | resnetv17_stage2__plus1 | [[1,512,28,28],[1,512,28,28]] | [[1,512,28,28]] |
| resnetv17_stage2__plus2 | ElementWise | resnetv17_stage2_batchnorm9_fwd;resnetv17_stage2_activation1 | resnetv17_stage2__plus2 | [[1,512,28,28],[1,512,28,28]] | [[1,512,28,28]] |
| resnetv17_stage2__plus3 | ElementWise | resnetv17_stage2_batchnorm12_fwd;resnetv17_stage2_activation2 | resnetv17_stage2__plus3 | [[1,512,28,28],[1,512,28,28]] | [[1,512,28,28]] |
| resnetv17_stage2_activation0 | Relu | resnetv17_stage2__plus0 | resnetv17_stage2_activation0 | [[1,512,28,28]] | [[1,512,28,28]] |
| resnetv17_stage2_activation1 | Relu | resnetv17_stage2__plus1 | resnetv17_stage2_activation1 | [[1,512,28,28]] | [[1,512,28,28]] |
| resnetv17_stage2_activation2 | Relu | resnetv17_stage2__plus2 | resnetv17_stage2_activation2 | [[1,512,28,28]] | [[1,512,28,28]] |
| resnetv17_stage2_activation3 | Relu | resnetv17_stage2__plus3 | resnetv17_stage2_activation3 | [[1,512,28,28]] | [[1,512,28,28]] |
| resnetv17_stage2_batchnorm0_beta | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm0_fwd | BatchNorm | resnetv17_stage2_conv0_fwd;resnetv17_stage2_batchnorm0_gamma;resnetv17_stage2_batchnorm0_beta;resnetv17_stage2_batchnorm0_running_mean;resnetv17_stage2_batchnorm0_running_var | resnetv17_stage2_batchnorm0_fwd | [[1,128,28,28],[128],[128],[128],[128]] | [[1,128,28,28],[128],[128],[128],[128]] |
| resnetv17_stage2_batchnorm0_gamma | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm0_running_mean | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm0_running_var | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm10_beta | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm10_fwd | BatchNorm | resnetv17_stage2_conv10_fwd;resnetv17_stage2_batchnorm10_gamma;resnetv17_stage2_batchnorm10_beta;resnetv17_stage2_batchnorm10_running_mean;resnetv17_stage2_batchnorm10_running_var | resnetv17_stage2_batchnorm10_fwd | [[1,128,28,28],[128],[128],[128],[128]] | [[1,128,28,28],[128],[128],[128],[128]] |
| resnetv17_stage2_batchnorm10_gamma | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm10_running_mean | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm10_running_var | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm11_beta | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm11_fwd | BatchNorm | resnetv17_stage2_conv11_fwd;resnetv17_stage2_batchnorm11_gamma;resnetv17_stage2_batchnorm11_beta;resnetv17_stage2_batchnorm11_running_mean;resnetv17_stage2_batchnorm11_running_var | resnetv17_stage2_batchnorm11_fwd | [[1,128,28,28],[128],[128],[128],[128]] | [[1,128,28,28],[128],[128],[128],[128]] |
| resnetv17_stage2_batchnorm11_gamma | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm11_running_mean | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm11_running_var | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm12_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm12_fwd | BatchNorm | resnetv17_stage2_conv12_fwd;resnetv17_stage2_batchnorm12_gamma;resnetv17_stage2_batchnorm12_beta;resnetv17_stage2_batchnorm12_running_mean;resnetv17_stage2_batchnorm12_running_var | resnetv17_stage2_batchnorm12_fwd | [[1,512,28,28],[512],[512],[512],[512]] | [[1,512,28,28],[512],[512],[512],[512]] |
| resnetv17_stage2_batchnorm12_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm12_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm12_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm1_beta | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm1_fwd | BatchNorm | resnetv17_stage2_conv1_fwd;resnetv17_stage2_batchnorm1_gamma;resnetv17_stage2_batchnorm1_beta;resnetv17_stage2_batchnorm1_running_mean;resnetv17_stage2_batchnorm1_running_var | resnetv17_stage2_batchnorm1_fwd | [[1,128,28,28],[128],[128],[128],[128]] | [[1,128,28,28],[128],[128],[128],[128]] |
| resnetv17_stage2_batchnorm1_gamma | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm1_running_mean | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm1_running_var | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm2_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm2_fwd | BatchNorm | resnetv17_stage2_conv2_fwd;resnetv17_stage2_batchnorm2_gamma;resnetv17_stage2_batchnorm2_beta;resnetv17_stage2_batchnorm2_running_mean;resnetv17_stage2_batchnorm2_running_var | resnetv17_stage2_batchnorm2_fwd | [[1,512,28,28],[512],[512],[512],[512]] | [[1,512,28,28],[512],[512],[512],[512]] |
| resnetv17_stage2_batchnorm2_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm2_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm2_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm3_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm3_fwd | BatchNorm | resnetv17_stage2_conv3_fwd;resnetv17_stage2_batchnorm3_gamma;resnetv17_stage2_batchnorm3_beta;resnetv17_stage2_batchnorm3_running_mean;resnetv17_stage2_batchnorm3_running_var | resnetv17_stage2_batchnorm3_fwd | [[1,512,28,28],[512],[512],[512],[512]] | [[1,512,28,28],[512],[512],[512],[512]] |
| resnetv17_stage2_batchnorm3_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm3_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm3_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm4_beta | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm4_fwd | BatchNorm | resnetv17_stage2_conv4_fwd;resnetv17_stage2_batchnorm4_gamma;resnetv17_stage2_batchnorm4_beta;resnetv17_stage2_batchnorm4_running_mean;resnetv17_stage2_batchnorm4_running_var | resnetv17_stage2_batchnorm4_fwd | [[1,128,28,28],[128],[128],[128],[128]] | [[1,128,28,28],[128],[128],[128],[128]] |
| resnetv17_stage2_batchnorm4_gamma | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm4_running_mean | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm4_running_var | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm5_beta | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm5_fwd | BatchNorm | resnetv17_stage2_conv5_fwd;resnetv17_stage2_batchnorm5_gamma;resnetv17_stage2_batchnorm5_beta;resnetv17_stage2_batchnorm5_running_mean;resnetv17_stage2_batchnorm5_running_var | resnetv17_stage2_batchnorm5_fwd | [[1,128,28,28],[128],[128],[128],[128]] | [[1,128,28,28],[128],[128],[128],[128]] |
| resnetv17_stage2_batchnorm5_gamma | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm5_running_mean | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm5_running_var | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm6_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm6_fwd | BatchNorm | resnetv17_stage2_conv6_fwd;resnetv17_stage2_batchnorm6_gamma;resnetv17_stage2_batchnorm6_beta;resnetv17_stage2_batchnorm6_running_mean;resnetv17_stage2_batchnorm6_running_var | resnetv17_stage2_batchnorm6_fwd | [[1,512,28,28],[512],[512],[512],[512]] | [[1,512,28,28],[512],[512],[512],[512]] |
| resnetv17_stage2_batchnorm6_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm6_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm6_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm7_beta | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm7_fwd | BatchNorm | resnetv17_stage2_conv7_fwd;resnetv17_stage2_batchnorm7_gamma;resnetv17_stage2_batchnorm7_beta;resnetv17_stage2_batchnorm7_running_mean;resnetv17_stage2_batchnorm7_running_var | resnetv17_stage2_batchnorm7_fwd | [[1,128,28,28],[128],[128],[128],[128]] | [[1,128,28,28],[128],[128],[128],[128]] |
| resnetv17_stage2_batchnorm7_gamma | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm7_running_mean | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm7_running_var | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm8_beta | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm8_fwd | BatchNorm | resnetv17_stage2_conv8_fwd;resnetv17_stage2_batchnorm8_gamma;resnetv17_stage2_batchnorm8_beta;resnetv17_stage2_batchnorm8_running_mean;resnetv17_stage2_batchnorm8_running_var | resnetv17_stage2_batchnorm8_fwd | [[1,128,28,28],[128],[128],[128],[128]] | [[1,128,28,28],[128],[128],[128],[128]] |
| resnetv17_stage2_batchnorm8_gamma | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm8_running_mean | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm8_running_var | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_batchnorm9_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm9_fwd | BatchNorm | resnetv17_stage2_conv9_fwd;resnetv17_stage2_batchnorm9_gamma;resnetv17_stage2_batchnorm9_beta;resnetv17_stage2_batchnorm9_running_mean;resnetv17_stage2_batchnorm9_running_var | resnetv17_stage2_batchnorm9_fwd | [[1,512,28,28],[512],[512],[512],[512]] | [[1,512,28,28],[512],[512],[512],[512]] |
| resnetv17_stage2_batchnorm9_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm9_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_batchnorm9_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_conv0_bias | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_conv0_fwd | Conv | resnetv17_stage1_activation2;resnetv17_stage2_conv0_weight;resnetv17_stage2_conv0_bias | resnetv17_stage2_conv0_fwd | [[1,256,56,56],[128,256,1,1],[128]] | [[1,128,28,28]] |
| resnetv17_stage2_conv0_weight | ConstantInput | [[128,256,1,1]] | [[128,256,1,1]] | ||
| resnetv17_stage2_conv10_bias | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_conv10_fwd | Conv | resnetv17_stage2_activation2;resnetv17_stage2_conv10_weight;resnetv17_stage2_conv10_bias | resnetv17_stage2_conv10_fwd | [[1,512,28,28],[128,512,1,1],[128]] | [[1,128,28,28]] |
| resnetv17_stage2_conv10_weight | ConstantInput | [[128,512,1,1]] | [[128,512,1,1]] | ||
| resnetv17_stage2_conv11_fwd | Conv | resnetv17_stage2_relu6_fwd;resnetv17_stage2_conv11_weight | resnetv17_stage2_conv11_fwd | [[1,128,28,28],[128,128,3,3]] | [[1,128,28,28]] |
| resnetv17_stage2_conv11_weight | ConstantInput | [[128,128,3,3]] | [[128,128,3,3]] | ||
| resnetv17_stage2_conv12_bias | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_conv12_fwd | Conv | resnetv17_stage2_relu7_fwd;resnetv17_stage2_conv12_weight;resnetv17_stage2_conv12_bias | resnetv17_stage2_conv12_fwd | [[1,128,28,28],[512,128,1,1],[512]] | [[1,512,28,28]] |
| resnetv17_stage2_conv12_weight | ConstantInput | [[512,128,1,1]] | [[512,128,1,1]] | ||
| resnetv17_stage2_conv1_fwd | Conv | resnetv17_stage2_relu0_fwd;resnetv17_stage2_conv1_weight | resnetv17_stage2_conv1_fwd | [[1,128,28,28],[128,128,3,3]] | [[1,128,28,28]] |
| resnetv17_stage2_conv1_weight | ConstantInput | [[128,128,3,3]] | [[128,128,3,3]] | ||
| resnetv17_stage2_conv2_bias | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_conv2_fwd | Conv | resnetv17_stage2_relu1_fwd;resnetv17_stage2_conv2_weight;resnetv17_stage2_conv2_bias | resnetv17_stage2_conv2_fwd | [[1,128,28,28],[512,128,1,1],[512]] | [[1,512,28,28]] |
| resnetv17_stage2_conv2_weight | ConstantInput | [[512,128,1,1]] | [[512,128,1,1]] | ||
| resnetv17_stage2_conv3_fwd | Conv | resnetv17_stage1_activation2;resnetv17_stage2_conv3_weight | resnetv17_stage2_conv3_fwd | [[1,256,56,56],[512,256,1,1]] | [[1,512,28,28]] |
| resnetv17_stage2_conv3_weight | ConstantInput | [[512,256,1,1]] | [[512,256,1,1]] | ||
| resnetv17_stage2_conv4_bias | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_conv4_fwd | Conv | resnetv17_stage2_activation0;resnetv17_stage2_conv4_weight;resnetv17_stage2_conv4_bias | resnetv17_stage2_conv4_fwd | [[1,512,28,28],[128,512,1,1],[128]] | [[1,128,28,28]] |
| resnetv17_stage2_conv4_weight | ConstantInput | [[128,512,1,1]] | [[128,512,1,1]] | ||
| resnetv17_stage2_conv5_fwd | Conv | resnetv17_stage2_relu2_fwd;resnetv17_stage2_conv5_weight | resnetv17_stage2_conv5_fwd | [[1,128,28,28],[128,128,3,3]] | [[1,128,28,28]] |
| resnetv17_stage2_conv5_weight | ConstantInput | [[128,128,3,3]] | [[128,128,3,3]] | ||
| resnetv17_stage2_conv6_bias | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_conv6_fwd | Conv | resnetv17_stage2_relu3_fwd;resnetv17_stage2_conv6_weight;resnetv17_stage2_conv6_bias | resnetv17_stage2_conv6_fwd | [[1,128,28,28],[512,128,1,1],[512]] | [[1,512,28,28]] |
| resnetv17_stage2_conv6_weight | ConstantInput | [[512,128,1,1]] | [[512,128,1,1]] | ||
| resnetv17_stage2_conv7_bias | ConstantInput | [[128]] | [[128]] | ||
| resnetv17_stage2_conv7_fwd | Conv | resnetv17_stage2_activation1;resnetv17_stage2_conv7_weight;resnetv17_stage2_conv7_bias | resnetv17_stage2_conv7_fwd | [[1,512,28,28],[128,512,1,1],[128]] | [[1,128,28,28]] |
| resnetv17_stage2_conv7_weight | ConstantInput | [[128,512,1,1]] | [[128,512,1,1]] | ||
| resnetv17_stage2_conv8_fwd | Conv | resnetv17_stage2_relu4_fwd;resnetv17_stage2_conv8_weight | resnetv17_stage2_conv8_fwd | [[1,128,28,28],[128,128,3,3]] | [[1,128,28,28]] |
| resnetv17_stage2_conv8_weight | ConstantInput | [[128,128,3,3]] | [[128,128,3,3]] | ||
| resnetv17_stage2_conv9_bias | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage2_conv9_fwd | Conv | resnetv17_stage2_relu5_fwd;resnetv17_stage2_conv9_weight;resnetv17_stage2_conv9_bias | resnetv17_stage2_conv9_fwd | [[1,128,28,28],[512,128,1,1],[512]] | [[1,512,28,28]] |
| resnetv17_stage2_conv9_weight | ConstantInput | [[512,128,1,1]] | [[512,128,1,1]] | ||
| resnetv17_stage2_relu0_fwd | Relu | resnetv17_stage2_batchnorm0_fwd | resnetv17_stage2_relu0_fwd | [[1,128,28,28]] | [[1,128,28,28]] |
| resnetv17_stage2_relu1_fwd | Relu | resnetv17_stage2_batchnorm1_fwd | resnetv17_stage2_relu1_fwd | [[1,128,28,28]] | [[1,128,28,28]] |
| resnetv17_stage2_relu2_fwd | Relu | resnetv17_stage2_batchnorm4_fwd | resnetv17_stage2_relu2_fwd | [[1,128,28,28]] | [[1,128,28,28]] |
| resnetv17_stage2_relu3_fwd | Relu | resnetv17_stage2_batchnorm5_fwd | resnetv17_stage2_relu3_fwd | [[1,128,28,28]] | [[1,128,28,28]] |
| resnetv17_stage2_relu4_fwd | Relu | resnetv17_stage2_batchnorm7_fwd | resnetv17_stage2_relu4_fwd | [[1,128,28,28]] | [[1,128,28,28]] |
| resnetv17_stage2_relu5_fwd | Relu | resnetv17_stage2_batchnorm8_fwd | resnetv17_stage2_relu5_fwd | [[1,128,28,28]] | [[1,128,28,28]] |
| resnetv17_stage2_relu6_fwd | Relu | resnetv17_stage2_batchnorm10_fwd | resnetv17_stage2_relu6_fwd | [[1,128,28,28]] | [[1,128,28,28]] |
| resnetv17_stage2_relu7_fwd | Relu | resnetv17_stage2_batchnorm11_fwd | resnetv17_stage2_relu7_fwd | [[1,128,28,28]] | [[1,128,28,28]] |
| resnetv17_stage3__plus0 | ElementWise | resnetv17_stage3_batchnorm2_fwd;resnetv17_stage3_batchnorm3_fwd | resnetv17_stage3__plus0 | [[1,1024,14,14],[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3__plus1 | ElementWise | resnetv17_stage3_batchnorm6_fwd;resnetv17_stage3_activation0 | resnetv17_stage3__plus1 | [[1,1024,14,14],[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3__plus2 | ElementWise | resnetv17_stage3_batchnorm9_fwd;resnetv17_stage3_activation1 | resnetv17_stage3__plus2 | [[1,1024,14,14],[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3__plus3 | ElementWise | resnetv17_stage3_batchnorm12_fwd;resnetv17_stage3_activation2 | resnetv17_stage3__plus3 | [[1,1024,14,14],[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3__plus4 | ElementWise | resnetv17_stage3_batchnorm15_fwd;resnetv17_stage3_activation3 | resnetv17_stage3__plus4 | [[1,1024,14,14],[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3__plus5 | ElementWise | resnetv17_stage3_batchnorm18_fwd;resnetv17_stage3_activation4 | resnetv17_stage3__plus5 | [[1,1024,14,14],[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3_activation0 | Relu | resnetv17_stage3__plus0 | resnetv17_stage3_activation0 | [[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3_activation1 | Relu | resnetv17_stage3__plus1 | resnetv17_stage3_activation1 | [[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3_activation2 | Relu | resnetv17_stage3__plus2 | resnetv17_stage3_activation2 | [[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3_activation3 | Relu | resnetv17_stage3__plus3 | resnetv17_stage3_activation3 | [[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3_activation4 | Relu | resnetv17_stage3__plus4 | resnetv17_stage3_activation4 | [[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3_activation5 | Relu | resnetv17_stage3__plus5 | resnetv17_stage3_activation5 | [[1,1024,14,14]] | [[1,1024,14,14]] |
| resnetv17_stage3_batchnorm0_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm0_fwd | BatchNorm | resnetv17_stage3_conv0_fwd;resnetv17_stage3_batchnorm0_gamma;resnetv17_stage3_batchnorm0_beta;resnetv17_stage3_batchnorm0_running_mean;resnetv17_stage3_batchnorm0_running_var | resnetv17_stage3_batchnorm0_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm0_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm0_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm0_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm10_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm10_fwd | BatchNorm | resnetv17_stage3_conv10_fwd;resnetv17_stage3_batchnorm10_gamma;resnetv17_stage3_batchnorm10_beta;resnetv17_stage3_batchnorm10_running_mean;resnetv17_stage3_batchnorm10_running_var | resnetv17_stage3_batchnorm10_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm10_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm10_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm10_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm11_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm11_fwd | BatchNorm | resnetv17_stage3_conv11_fwd;resnetv17_stage3_batchnorm11_gamma;resnetv17_stage3_batchnorm11_beta;resnetv17_stage3_batchnorm11_running_mean;resnetv17_stage3_batchnorm11_running_var | resnetv17_stage3_batchnorm11_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm11_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm11_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm11_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm12_beta | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm12_fwd | BatchNorm | resnetv17_stage3_conv12_fwd;resnetv17_stage3_batchnorm12_gamma;resnetv17_stage3_batchnorm12_beta;resnetv17_stage3_batchnorm12_running_mean;resnetv17_stage3_batchnorm12_running_var | resnetv17_stage3_batchnorm12_fwd | [[1,1024,14,14],[1024],[1024],[1024],[1024]] | [[1,1024,14,14],[1024],[1024],[1024],[1024]] |
| resnetv17_stage3_batchnorm12_gamma | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm12_running_mean | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm12_running_var | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm13_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm13_fwd | BatchNorm | resnetv17_stage3_conv13_fwd;resnetv17_stage3_batchnorm13_gamma;resnetv17_stage3_batchnorm13_beta;resnetv17_stage3_batchnorm13_running_mean;resnetv17_stage3_batchnorm13_running_var | resnetv17_stage3_batchnorm13_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm13_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm13_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm13_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm14_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm14_fwd | BatchNorm | resnetv17_stage3_conv14_fwd;resnetv17_stage3_batchnorm14_gamma;resnetv17_stage3_batchnorm14_beta;resnetv17_stage3_batchnorm14_running_mean;resnetv17_stage3_batchnorm14_running_var | resnetv17_stage3_batchnorm14_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm14_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm14_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm14_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm15_beta | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm15_fwd | BatchNorm | resnetv17_stage3_conv15_fwd;resnetv17_stage3_batchnorm15_gamma;resnetv17_stage3_batchnorm15_beta;resnetv17_stage3_batchnorm15_running_mean;resnetv17_stage3_batchnorm15_running_var | resnetv17_stage3_batchnorm15_fwd | [[1,1024,14,14],[1024],[1024],[1024],[1024]] | [[1,1024,14,14],[1024],[1024],[1024],[1024]] |
| resnetv17_stage3_batchnorm15_gamma | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm15_running_mean | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm15_running_var | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm16_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm16_fwd | BatchNorm | resnetv17_stage3_conv16_fwd;resnetv17_stage3_batchnorm16_gamma;resnetv17_stage3_batchnorm16_beta;resnetv17_stage3_batchnorm16_running_mean;resnetv17_stage3_batchnorm16_running_var | resnetv17_stage3_batchnorm16_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm16_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm16_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm16_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm17_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm17_fwd | BatchNorm | resnetv17_stage3_conv17_fwd;resnetv17_stage3_batchnorm17_gamma;resnetv17_stage3_batchnorm17_beta;resnetv17_stage3_batchnorm17_running_mean;resnetv17_stage3_batchnorm17_running_var | resnetv17_stage3_batchnorm17_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm17_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm17_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm17_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm18_beta | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm18_fwd | BatchNorm | resnetv17_stage3_conv18_fwd;resnetv17_stage3_batchnorm18_gamma;resnetv17_stage3_batchnorm18_beta;resnetv17_stage3_batchnorm18_running_mean;resnetv17_stage3_batchnorm18_running_var | resnetv17_stage3_batchnorm18_fwd | [[1,1024,14,14],[1024],[1024],[1024],[1024]] | [[1,1024,14,14],[1024],[1024],[1024],[1024]] |
| resnetv17_stage3_batchnorm18_gamma | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm18_running_mean | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm18_running_var | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm1_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm1_fwd | BatchNorm | resnetv17_stage3_conv1_fwd;resnetv17_stage3_batchnorm1_gamma;resnetv17_stage3_batchnorm1_beta;resnetv17_stage3_batchnorm1_running_mean;resnetv17_stage3_batchnorm1_running_var | resnetv17_stage3_batchnorm1_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm1_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm1_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm1_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm2_beta | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm2_fwd | BatchNorm | resnetv17_stage3_conv2_fwd;resnetv17_stage3_batchnorm2_gamma;resnetv17_stage3_batchnorm2_beta;resnetv17_stage3_batchnorm2_running_mean;resnetv17_stage3_batchnorm2_running_var | resnetv17_stage3_batchnorm2_fwd | [[1,1024,14,14],[1024],[1024],[1024],[1024]] | [[1,1024,14,14],[1024],[1024],[1024],[1024]] |
| resnetv17_stage3_batchnorm2_gamma | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm2_running_mean | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm2_running_var | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm3_beta | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm3_fwd | BatchNorm | resnetv17_stage3_conv3_fwd;resnetv17_stage3_batchnorm3_gamma;resnetv17_stage3_batchnorm3_beta;resnetv17_stage3_batchnorm3_running_mean;resnetv17_stage3_batchnorm3_running_var | resnetv17_stage3_batchnorm3_fwd | [[1,1024,14,14],[1024],[1024],[1024],[1024]] | [[1,1024,14,14],[1024],[1024],[1024],[1024]] |
| resnetv17_stage3_batchnorm3_gamma | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm3_running_mean | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm3_running_var | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm4_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm4_fwd | BatchNorm | resnetv17_stage3_conv4_fwd;resnetv17_stage3_batchnorm4_gamma;resnetv17_stage3_batchnorm4_beta;resnetv17_stage3_batchnorm4_running_mean;resnetv17_stage3_batchnorm4_running_var | resnetv17_stage3_batchnorm4_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm4_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm4_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm4_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm5_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm5_fwd | BatchNorm | resnetv17_stage3_conv5_fwd;resnetv17_stage3_batchnorm5_gamma;resnetv17_stage3_batchnorm5_beta;resnetv17_stage3_batchnorm5_running_mean;resnetv17_stage3_batchnorm5_running_var | resnetv17_stage3_batchnorm5_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm5_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm5_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm5_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm6_beta | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm6_fwd | BatchNorm | resnetv17_stage3_conv6_fwd;resnetv17_stage3_batchnorm6_gamma;resnetv17_stage3_batchnorm6_beta;resnetv17_stage3_batchnorm6_running_mean;resnetv17_stage3_batchnorm6_running_var | resnetv17_stage3_batchnorm6_fwd | [[1,1024,14,14],[1024],[1024],[1024],[1024]] | [[1,1024,14,14],[1024],[1024],[1024],[1024]] |
| resnetv17_stage3_batchnorm6_gamma | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm6_running_mean | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm6_running_var | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm7_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm7_fwd | BatchNorm | resnetv17_stage3_conv7_fwd;resnetv17_stage3_batchnorm7_gamma;resnetv17_stage3_batchnorm7_beta;resnetv17_stage3_batchnorm7_running_mean;resnetv17_stage3_batchnorm7_running_var | resnetv17_stage3_batchnorm7_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm7_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm7_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm7_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm8_beta | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm8_fwd | BatchNorm | resnetv17_stage3_conv8_fwd;resnetv17_stage3_batchnorm8_gamma;resnetv17_stage3_batchnorm8_beta;resnetv17_stage3_batchnorm8_running_mean;resnetv17_stage3_batchnorm8_running_var | resnetv17_stage3_batchnorm8_fwd | [[1,256,14,14],[256],[256],[256],[256]] | [[1,256,14,14],[256],[256],[256],[256]] |
| resnetv17_stage3_batchnorm8_gamma | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm8_running_mean | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm8_running_var | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_batchnorm9_beta | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm9_fwd | BatchNorm | resnetv17_stage3_conv9_fwd;resnetv17_stage3_batchnorm9_gamma;resnetv17_stage3_batchnorm9_beta;resnetv17_stage3_batchnorm9_running_mean;resnetv17_stage3_batchnorm9_running_var | resnetv17_stage3_batchnorm9_fwd | [[1,1024,14,14],[1024],[1024],[1024],[1024]] | [[1,1024,14,14],[1024],[1024],[1024],[1024]] |
| resnetv17_stage3_batchnorm9_gamma | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm9_running_mean | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_batchnorm9_running_var | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_conv0_bias | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_conv0_fwd | Conv | resnetv17_stage2_activation3;resnetv17_stage3_conv0_weight;resnetv17_stage3_conv0_bias | resnetv17_stage3_conv0_fwd | [[1,512,28,28],[256,512,1,1],[256]] | [[1,256,14,14]] |
| resnetv17_stage3_conv0_weight | ConstantInput | [[256,512,1,1]] | [[256,512,1,1]] | ||
| resnetv17_stage3_conv10_bias | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_conv10_fwd | Conv | resnetv17_stage3_activation2;resnetv17_stage3_conv10_weight;resnetv17_stage3_conv10_bias | resnetv17_stage3_conv10_fwd | [[1,1024,14,14],[256,1024,1,1],[256]] | [[1,256,14,14]] |
| resnetv17_stage3_conv10_weight | ConstantInput | [[256,1024,1,1]] | [[256,1024,1,1]] | ||
| resnetv17_stage3_conv11_fwd | Conv | resnetv17_stage3_relu6_fwd;resnetv17_stage3_conv11_weight | resnetv17_stage3_conv11_fwd | [[1,256,14,14],[256,256,3,3]] | [[1,256,14,14]] |
| resnetv17_stage3_conv11_weight | ConstantInput | [[256,256,3,3]] | [[256,256,3,3]] | ||
| resnetv17_stage3_conv12_bias | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_conv12_fwd | Conv | resnetv17_stage3_relu7_fwd;resnetv17_stage3_conv12_weight;resnetv17_stage3_conv12_bias | resnetv17_stage3_conv12_fwd | [[1,256,14,14],[1024,256,1,1],[1024]] | [[1,1024,14,14]] |
| resnetv17_stage3_conv12_weight | ConstantInput | [[1024,256,1,1]] | [[1024,256,1,1]] | ||
| resnetv17_stage3_conv13_bias | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_conv13_fwd | Conv | resnetv17_stage3_activation3;resnetv17_stage3_conv13_weight;resnetv17_stage3_conv13_bias | resnetv17_stage3_conv13_fwd | [[1,1024,14,14],[256,1024,1,1],[256]] | [[1,256,14,14]] |
| resnetv17_stage3_conv13_weight | ConstantInput | [[256,1024,1,1]] | [[256,1024,1,1]] | ||
| resnetv17_stage3_conv14_fwd | Conv | resnetv17_stage3_relu8_fwd;resnetv17_stage3_conv14_weight | resnetv17_stage3_conv14_fwd | [[1,256,14,14],[256,256,3,3]] | [[1,256,14,14]] |
| resnetv17_stage3_conv14_weight | ConstantInput | [[256,256,3,3]] | [[256,256,3,3]] | ||
| resnetv17_stage3_conv15_bias | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_conv15_fwd | Conv | resnetv17_stage3_relu9_fwd;resnetv17_stage3_conv15_weight;resnetv17_stage3_conv15_bias | resnetv17_stage3_conv15_fwd | [[1,256,14,14],[1024,256,1,1],[1024]] | [[1,1024,14,14]] |
| resnetv17_stage3_conv15_weight | ConstantInput | [[1024,256,1,1]] | [[1024,256,1,1]] | ||
| resnetv17_stage3_conv16_bias | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_conv16_fwd | Conv | resnetv17_stage3_activation4;resnetv17_stage3_conv16_weight;resnetv17_stage3_conv16_bias | resnetv17_stage3_conv16_fwd | [[1,1024,14,14],[256,1024,1,1],[256]] | [[1,256,14,14]] |
| resnetv17_stage3_conv16_weight | ConstantInput | [[256,1024,1,1]] | [[256,1024,1,1]] | ||
| resnetv17_stage3_conv17_fwd | Conv | resnetv17_stage3_relu10_fwd;resnetv17_stage3_conv17_weight | resnetv17_stage3_conv17_fwd | [[1,256,14,14],[256,256,3,3]] | [[1,256,14,14]] |
| resnetv17_stage3_conv17_weight | ConstantInput | [[256,256,3,3]] | [[256,256,3,3]] | ||
| resnetv17_stage3_conv18_bias | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_conv18_fwd | Conv | resnetv17_stage3_relu11_fwd;resnetv17_stage3_conv18_weight;resnetv17_stage3_conv18_bias | resnetv17_stage3_conv18_fwd | [[1,256,14,14],[1024,256,1,1],[1024]] | [[1,1024,14,14]] |
| resnetv17_stage3_conv18_weight | ConstantInput | [[1024,256,1,1]] | [[1024,256,1,1]] | ||
| resnetv17_stage3_conv1_fwd | Conv | resnetv17_stage3_relu0_fwd;resnetv17_stage3_conv1_weight | resnetv17_stage3_conv1_fwd | [[1,256,14,14],[256,256,3,3]] | [[1,256,14,14]] |
| resnetv17_stage3_conv1_weight | ConstantInput | [[256,256,3,3]] | [[256,256,3,3]] | ||
| resnetv17_stage3_conv2_bias | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_conv2_fwd | Conv | resnetv17_stage3_relu1_fwd;resnetv17_stage3_conv2_weight;resnetv17_stage3_conv2_bias | resnetv17_stage3_conv2_fwd | [[1,256,14,14],[1024,256,1,1],[1024]] | [[1,1024,14,14]] |
| resnetv17_stage3_conv2_weight | ConstantInput | [[1024,256,1,1]] | [[1024,256,1,1]] | ||
| resnetv17_stage3_conv3_fwd | Conv | resnetv17_stage2_activation3;resnetv17_stage3_conv3_weight | resnetv17_stage3_conv3_fwd | [[1,512,28,28],[1024,512,1,1]] | [[1,1024,14,14]] |
| resnetv17_stage3_conv3_weight | ConstantInput | [[1024,512,1,1]] | [[1024,512,1,1]] | ||
| resnetv17_stage3_conv4_bias | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_conv4_fwd | Conv | resnetv17_stage3_activation0;resnetv17_stage3_conv4_weight;resnetv17_stage3_conv4_bias | resnetv17_stage3_conv4_fwd | [[1,1024,14,14],[256,1024,1,1],[256]] | [[1,256,14,14]] |
| resnetv17_stage3_conv4_weight | ConstantInput | [[256,1024,1,1]] | [[256,1024,1,1]] | ||
| resnetv17_stage3_conv5_fwd | Conv | resnetv17_stage3_relu2_fwd;resnetv17_stage3_conv5_weight | resnetv17_stage3_conv5_fwd | [[1,256,14,14],[256,256,3,3]] | [[1,256,14,14]] |
| resnetv17_stage3_conv5_weight | ConstantInput | [[256,256,3,3]] | [[256,256,3,3]] | ||
| resnetv17_stage3_conv6_bias | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_conv6_fwd | Conv | resnetv17_stage3_relu3_fwd;resnetv17_stage3_conv6_weight;resnetv17_stage3_conv6_bias | resnetv17_stage3_conv6_fwd | [[1,256,14,14],[1024,256,1,1],[1024]] | [[1,1024,14,14]] |
| resnetv17_stage3_conv6_weight | ConstantInput | [[1024,256,1,1]] | [[1024,256,1,1]] | ||
| resnetv17_stage3_conv7_bias | ConstantInput | [[256]] | [[256]] | ||
| resnetv17_stage3_conv7_fwd | Conv | resnetv17_stage3_activation1;resnetv17_stage3_conv7_weight;resnetv17_stage3_conv7_bias | resnetv17_stage3_conv7_fwd | [[1,1024,14,14],[256,1024,1,1],[256]] | [[1,256,14,14]] |
| resnetv17_stage3_conv7_weight | ConstantInput | [[256,1024,1,1]] | [[256,1024,1,1]] | ||
| resnetv17_stage3_conv8_fwd | Conv | resnetv17_stage3_relu4_fwd;resnetv17_stage3_conv8_weight | resnetv17_stage3_conv8_fwd | [[1,256,14,14],[256,256,3,3]] | [[1,256,14,14]] |
| resnetv17_stage3_conv8_weight | ConstantInput | [[256,256,3,3]] | [[256,256,3,3]] | ||
| resnetv17_stage3_conv9_bias | ConstantInput | [[1024]] | [[1024]] | ||
| resnetv17_stage3_conv9_fwd | Conv | resnetv17_stage3_relu5_fwd;resnetv17_stage3_conv9_weight;resnetv17_stage3_conv9_bias | resnetv17_stage3_conv9_fwd | [[1,256,14,14],[1024,256,1,1],[1024]] | [[1,1024,14,14]] |
| resnetv17_stage3_conv9_weight | ConstantInput | [[1024,256,1,1]] | [[1024,256,1,1]] | ||
| resnetv17_stage3_relu0_fwd | Relu | resnetv17_stage3_batchnorm0_fwd | resnetv17_stage3_relu0_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu10_fwd | Relu | resnetv17_stage3_batchnorm16_fwd | resnetv17_stage3_relu10_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu11_fwd | Relu | resnetv17_stage3_batchnorm17_fwd | resnetv17_stage3_relu11_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu1_fwd | Relu | resnetv17_stage3_batchnorm1_fwd | resnetv17_stage3_relu1_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu2_fwd | Relu | resnetv17_stage3_batchnorm4_fwd | resnetv17_stage3_relu2_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu3_fwd | Relu | resnetv17_stage3_batchnorm5_fwd | resnetv17_stage3_relu3_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu4_fwd | Relu | resnetv17_stage3_batchnorm7_fwd | resnetv17_stage3_relu4_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu5_fwd | Relu | resnetv17_stage3_batchnorm8_fwd | resnetv17_stage3_relu5_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu6_fwd | Relu | resnetv17_stage3_batchnorm10_fwd | resnetv17_stage3_relu6_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu7_fwd | Relu | resnetv17_stage3_batchnorm11_fwd | resnetv17_stage3_relu7_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu8_fwd | Relu | resnetv17_stage3_batchnorm13_fwd | resnetv17_stage3_relu8_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage3_relu9_fwd | Relu | resnetv17_stage3_batchnorm14_fwd | resnetv17_stage3_relu9_fwd | [[1,256,14,14]] | [[1,256,14,14]] |
| resnetv17_stage4__plus0 | ElementWise | resnetv17_stage4_batchnorm2_fwd;resnetv17_stage4_batchnorm3_fwd | resnetv17_stage4__plus0 | [[1,2048,7,7],[1,2048,7,7]] | [[1,2048,7,7]] |
| resnetv17_stage4__plus1 | ElementWise | resnetv17_stage4_batchnorm6_fwd;resnetv17_stage4_activation0 | resnetv17_stage4__plus1 | [[1,2048,7,7],[1,2048,7,7]] | [[1,2048,7,7]] |
| resnetv17_stage4__plus2 | ElementWise | resnetv17_stage4_batchnorm9_fwd;resnetv17_stage4_activation1 | resnetv17_stage4__plus2 | [[1,2048,7,7],[1,2048,7,7]] | [[1,2048,7,7]] |
| resnetv17_stage4_activation0 | Relu | resnetv17_stage4__plus0 | resnetv17_stage4_activation0 | [[1,2048,7,7]] | [[1,2048,7,7]] |
| resnetv17_stage4_activation1 | Relu | resnetv17_stage4__plus1 | resnetv17_stage4_activation1 | [[1,2048,7,7]] | [[1,2048,7,7]] |
| resnetv17_stage4_activation2 | Relu | resnetv17_stage4__plus2 | resnetv17_stage4_activation2 | [[1,2048,7,7]] | [[1,2048,7,7]] |
| resnetv17_stage4_batchnorm0_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm0_fwd | BatchNorm | resnetv17_stage4_conv0_fwd;resnetv17_stage4_batchnorm0_gamma;resnetv17_stage4_batchnorm0_beta;resnetv17_stage4_batchnorm0_running_mean;resnetv17_stage4_batchnorm0_running_var | resnetv17_stage4_batchnorm0_fwd | [[1,512,7,7],[512],[512],[512],[512]] | [[1,512,7,7],[512],[512],[512],[512]] |
| resnetv17_stage4_batchnorm0_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm0_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm0_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm1_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm1_fwd | BatchNorm | resnetv17_stage4_conv1_fwd;resnetv17_stage4_batchnorm1_gamma;resnetv17_stage4_batchnorm1_beta;resnetv17_stage4_batchnorm1_running_mean;resnetv17_stage4_batchnorm1_running_var | resnetv17_stage4_batchnorm1_fwd | [[1,512,7,7],[512],[512],[512],[512]] | [[1,512,7,7],[512],[512],[512],[512]] |
| resnetv17_stage4_batchnorm1_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm1_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm1_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm2_beta | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm2_fwd | BatchNorm | resnetv17_stage4_conv2_fwd;resnetv17_stage4_batchnorm2_gamma;resnetv17_stage4_batchnorm2_beta;resnetv17_stage4_batchnorm2_running_mean;resnetv17_stage4_batchnorm2_running_var | resnetv17_stage4_batchnorm2_fwd | [[1,2048,7,7],[2048],[2048],[2048],[2048]] | [[1,2048,7,7],[2048],[2048],[2048],[2048]] |
| resnetv17_stage4_batchnorm2_gamma | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm2_running_mean | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm2_running_var | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm3_beta | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm3_fwd | BatchNorm | resnetv17_stage4_conv3_fwd;resnetv17_stage4_batchnorm3_gamma;resnetv17_stage4_batchnorm3_beta;resnetv17_stage4_batchnorm3_running_mean;resnetv17_stage4_batchnorm3_running_var | resnetv17_stage4_batchnorm3_fwd | [[1,2048,7,7],[2048],[2048],[2048],[2048]] | [[1,2048,7,7],[2048],[2048],[2048],[2048]] |
| resnetv17_stage4_batchnorm3_gamma | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm3_running_mean | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm3_running_var | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm4_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm4_fwd | BatchNorm | resnetv17_stage4_conv4_fwd;resnetv17_stage4_batchnorm4_gamma;resnetv17_stage4_batchnorm4_beta;resnetv17_stage4_batchnorm4_running_mean;resnetv17_stage4_batchnorm4_running_var | resnetv17_stage4_batchnorm4_fwd | [[1,512,7,7],[512],[512],[512],[512]] | [[1,512,7,7],[512],[512],[512],[512]] |
| resnetv17_stage4_batchnorm4_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm4_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm4_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm5_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm5_fwd | BatchNorm | resnetv17_stage4_conv5_fwd;resnetv17_stage4_batchnorm5_gamma;resnetv17_stage4_batchnorm5_beta;resnetv17_stage4_batchnorm5_running_mean;resnetv17_stage4_batchnorm5_running_var | resnetv17_stage4_batchnorm5_fwd | [[1,512,7,7],[512],[512],[512],[512]] | [[1,512,7,7],[512],[512],[512],[512]] |
| resnetv17_stage4_batchnorm5_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm5_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm5_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm6_beta | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm6_fwd | BatchNorm | resnetv17_stage4_conv6_fwd;resnetv17_stage4_batchnorm6_gamma;resnetv17_stage4_batchnorm6_beta;resnetv17_stage4_batchnorm6_running_mean;resnetv17_stage4_batchnorm6_running_var | resnetv17_stage4_batchnorm6_fwd | [[1,2048,7,7],[2048],[2048],[2048],[2048]] | [[1,2048,7,7],[2048],[2048],[2048],[2048]] |
| resnetv17_stage4_batchnorm6_gamma | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm6_running_mean | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm6_running_var | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm7_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm7_fwd | BatchNorm | resnetv17_stage4_conv7_fwd;resnetv17_stage4_batchnorm7_gamma;resnetv17_stage4_batchnorm7_beta;resnetv17_stage4_batchnorm7_running_mean;resnetv17_stage4_batchnorm7_running_var | resnetv17_stage4_batchnorm7_fwd | [[1,512,7,7],[512],[512],[512],[512]] | [[1,512,7,7],[512],[512],[512],[512]] |
| resnetv17_stage4_batchnorm7_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm7_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm7_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm8_beta | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm8_fwd | BatchNorm | resnetv17_stage4_conv8_fwd;resnetv17_stage4_batchnorm8_gamma;resnetv17_stage4_batchnorm8_beta;resnetv17_stage4_batchnorm8_running_mean;resnetv17_stage4_batchnorm8_running_var | resnetv17_stage4_batchnorm8_fwd | [[1,512,7,7],[512],[512],[512],[512]] | [[1,512,7,7],[512],[512],[512],[512]] |
| resnetv17_stage4_batchnorm8_gamma | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm8_running_mean | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm8_running_var | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_batchnorm9_beta | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm9_fwd | BatchNorm | resnetv17_stage4_conv9_fwd;resnetv17_stage4_batchnorm9_gamma;resnetv17_stage4_batchnorm9_beta;resnetv17_stage4_batchnorm9_running_mean;resnetv17_stage4_batchnorm9_running_var | resnetv17_stage4_batchnorm9_fwd | [[1,2048,7,7],[2048],[2048],[2048],[2048]] | [[1,2048,7,7],[2048],[2048],[2048],[2048]] |
| resnetv17_stage4_batchnorm9_gamma | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm9_running_mean | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_batchnorm9_running_var | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_conv0_bias | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_conv0_fwd | Conv | resnetv17_stage3_activation5;resnetv17_stage4_conv0_weight;resnetv17_stage4_conv0_bias | resnetv17_stage4_conv0_fwd | [[1,1024,14,14],[512,1024,1,1],[512]] | [[1,512,7,7]] |
| resnetv17_stage4_conv0_weight | ConstantInput | [[512,1024,1,1]] | [[512,1024,1,1]] | ||
| resnetv17_stage4_conv1_fwd | Conv | resnetv17_stage4_relu0_fwd;resnetv17_stage4_conv1_weight | resnetv17_stage4_conv1_fwd | [[1,512,7,7],[512,512,3,3]] | [[1,512,7,7]] |
| resnetv17_stage4_conv1_weight | ConstantInput | [[512,512,3,3]] | [[512,512,3,3]] | ||
| resnetv17_stage4_conv2_bias | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_conv2_fwd | Conv | resnetv17_stage4_relu1_fwd;resnetv17_stage4_conv2_weight;resnetv17_stage4_conv2_bias | resnetv17_stage4_conv2_fwd | [[1,512,7,7],[2048,512,1,1],[2048]] | [[1,2048,7,7]] |
| resnetv17_stage4_conv2_weight | ConstantInput | [[2048,512,1,1]] | [[2048,512,1,1]] | ||
| resnetv17_stage4_conv3_fwd | Conv | resnetv17_stage3_activation5;resnetv17_stage4_conv3_weight | resnetv17_stage4_conv3_fwd | [[1,1024,14,14],[2048,1024,1,1]] | [[1,2048,7,7]] |
| resnetv17_stage4_conv3_weight | ConstantInput | [[2048,1024,1,1]] | [[2048,1024,1,1]] | ||
| resnetv17_stage4_conv4_bias | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_conv4_fwd | Conv | resnetv17_stage4_activation0;resnetv17_stage4_conv4_weight;resnetv17_stage4_conv4_bias | resnetv17_stage4_conv4_fwd | [[1,2048,7,7],[512,2048,1,1],[512]] | [[1,512,7,7]] |
| resnetv17_stage4_conv4_weight | ConstantInput | [[512,2048,1,1]] | [[512,2048,1,1]] | ||
| resnetv17_stage4_conv5_fwd | Conv | resnetv17_stage4_relu2_fwd;resnetv17_stage4_conv5_weight | resnetv17_stage4_conv5_fwd | [[1,512,7,7],[512,512,3,3]] | [[1,512,7,7]] |
| resnetv17_stage4_conv5_weight | ConstantInput | [[512,512,3,3]] | [[512,512,3,3]] | ||
| resnetv17_stage4_conv6_bias | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_conv6_fwd | Conv | resnetv17_stage4_relu3_fwd;resnetv17_stage4_conv6_weight;resnetv17_stage4_conv6_bias | resnetv17_stage4_conv6_fwd | [[1,512,7,7],[2048,512,1,1],[2048]] | [[1,2048,7,7]] |
| resnetv17_stage4_conv6_weight | ConstantInput | [[2048,512,1,1]] | [[2048,512,1,1]] | ||
| resnetv17_stage4_conv7_bias | ConstantInput | [[512]] | [[512]] | ||
| resnetv17_stage4_conv7_fwd | Conv | resnetv17_stage4_activation1;resnetv17_stage4_conv7_weight;resnetv17_stage4_conv7_bias | resnetv17_stage4_conv7_fwd | [[1,2048,7,7],[512,2048,1,1],[512]] | [[1,512,7,7]] |
| resnetv17_stage4_conv7_weight | ConstantInput | [[512,2048,1,1]] | [[512,2048,1,1]] | ||
| resnetv17_stage4_conv8_fwd | Conv | resnetv17_stage4_relu4_fwd;resnetv17_stage4_conv8_weight | resnetv17_stage4_conv8_fwd | [[1,512,7,7],[512,512,3,3]] | [[1,512,7,7]] |
| resnetv17_stage4_conv8_weight | ConstantInput | [[512,512,3,3]] | [[512,512,3,3]] | ||
| resnetv17_stage4_conv9_bias | ConstantInput | [[2048]] | [[2048]] | ||
| resnetv17_stage4_conv9_fwd | Conv | resnetv17_stage4_relu5_fwd;resnetv17_stage4_conv9_weight;resnetv17_stage4_conv9_bias | resnetv17_stage4_conv9_fwd | [[1,512,7,7],[2048,512,1,1],[2048]] | [[1,2048,7,7]] |
| resnetv17_stage4_conv9_weight | ConstantInput | [[2048,512,1,1]] | [[2048,512,1,1]] | ||
| resnetv17_stage4_relu0_fwd | Relu | resnetv17_stage4_batchnorm0_fwd | resnetv17_stage4_relu0_fwd | [[1,512,7,7]] | [[1,512,7,7]] |
| resnetv17_stage4_relu1_fwd | Relu | resnetv17_stage4_batchnorm1_fwd | resnetv17_stage4_relu1_fwd | [[1,512,7,7]] | [[1,512,7,7]] |
| resnetv17_stage4_relu2_fwd | Relu | resnetv17_stage4_batchnorm4_fwd | resnetv17_stage4_relu2_fwd | [[1,512,7,7]] | [[1,512,7,7]] |
| resnetv17_stage4_relu3_fwd | Relu | resnetv17_stage4_batchnorm5_fwd | resnetv17_stage4_relu3_fwd | [[1,512,7,7]] | [[1,512,7,7]] |
| resnetv17_stage4_relu4_fwd | Relu | resnetv17_stage4_batchnorm7_fwd | resnetv17_stage4_relu4_fwd | [[1,512,7,7]] | [[1,512,7,7]] |
| resnetv17_stage4_relu5_fwd | Relu | resnetv17_stage4_batchnorm8_fwd | resnetv17_stage4_relu5_fwd | [[1,512,7,7]] | [[1,512,7,7]] |