-
Notifications
You must be signed in to change notification settings - Fork 0
/
model_architecture.drawio
82 lines (82 loc) · 99.7 KB
/
model_architecture.drawio
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
<mxfile host="app.diagrams.net" modified="2023-08-05T05:12:27.646Z" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/115.0.0.0 Safari/537.36" etag="L6wr7uDACzjndVJHlm4R" version="21.6.2" type="device">
<diagram name="Trang-1" id="PPkfNsOQatgNWVTLaJZk">
<mxGraphModel dx="1434" dy="790" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="827" pageHeight="1169" math="0" shadow="0">
<root>
<mxCell id="0" />
<mxCell id="1" parent="0" />
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-12" value="" style="shape=image;verticalLabelPosition=bottom;labelBackgroundColor=default;verticalAlign=top;aspect=fixed;imageAspect=0;image=data:image/png,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;" vertex="1" parent="1">
<mxGeometry x="60" y="110" width="204.71" height="600" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-1" value="<font style="font-size: 17px;">224 x 224 x 64</font>" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=190;fillColor=#ffe6cc;strokeColor=#d79b00;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;" vertex="1" parent="1">
<mxGeometry x="180" y="120" width="210" height="590" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-2" value="" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=110;fillColor=#f8cecc;strokeColor=#b85450;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;" vertex="1" parent="1">
<mxGeometry x="240" y="250" width="130" height="345" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-13" value="<font style="font-size: 17px;">112 x 112 x 128</font>" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=110;fillColor=#ffe6cc;strokeColor=#d79b00;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;" vertex="1" parent="1">
<mxGeometry x="280" y="250" width="160" height="345" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-16" value="" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=50;fillColor=#f8cecc;strokeColor=#b85450;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;" vertex="1" parent="1">
<mxGeometry x="360" y="332.5" width="100" height="180" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-17" value="<font style="font-size: 17px;">56 x 56 x 256</font>" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=50;fillColor=#ffe6cc;strokeColor=#d79b00;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;fontSize=16;" vertex="1" parent="1">
<mxGeometry x="430" y="332.5" width="160" height="180" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-18" value="" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=20;fillColor=#f8cecc;strokeColor=#b85450;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;fontSize=16;" vertex="1" parent="1">
<mxGeometry x="556" y="383" width="131" height="88.75" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-19" value="28 x 28 x 512" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=20;fillColor=#ffe6cc;strokeColor=#d79b00;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;fontSize=16;" vertex="1" parent="1">
<mxGeometry x="680" y="383" width="240" height="88.75" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-37" value="Conv1" style="text;html=1;align=left;verticalAlign=middle;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;fontSize=16;fontStyle=1" vertex="1" parent="1">
<mxGeometry x="350" y="80" width="70" height="30" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-38" value="Conv2" style="text;html=1;align=left;verticalAlign=middle;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;fontSize=16;fontStyle=1" vertex="1" parent="1">
<mxGeometry x="400" y="210" width="70" height="30" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-39" value="Conv3" style="text;html=1;align=left;verticalAlign=middle;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;fontSize=16;fontStyle=1" vertex="1" parent="1">
<mxGeometry x="500" y="290" width="70" height="30" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-40" value="Conv4" style="text;html=1;align=left;verticalAlign=middle;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;fontSize=16;fontStyle=1" vertex="1" parent="1">
<mxGeometry x="765" y="340" width="70" height="30" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-41" value="14 x 14 x 512" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=10;fillColor=#f8cecc;strokeColor=#b85450;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;fontSize=16;" vertex="1" parent="1">
<mxGeometry x="910" y="405" width="220" height="42.03" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-20" value="1 x 1 x 300" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=7;fillColor=#dae8fc;strokeColor=#6c8ebf;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;fontSize=16;" vertex="1" parent="1">
<mxGeometry x="1127" y="415" width="110" height="20.81" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-21" value="1 x 1 x 300" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=7;fillColor=#dae8fc;strokeColor=#6c8ebf;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;fontSize=16;" vertex="1" parent="1">
<mxGeometry x="1247" y="415" width="110" height="20.81" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-22" value="1 x 1 x 75" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=7;fillColor=#d5e8d4;strokeColor=#82b366;labelPosition=center;verticalLabelPosition=bottom;align=left;verticalAlign=top;fontSize=15;" vertex="1" parent="1">
<mxGeometry x="1367" y="415" width="70" height="20.81" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-23" value="" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=20;fillColor=#ffe6cc;strokeColor=#d79b00;labelPosition=right;verticalLabelPosition=middle;align=left;verticalAlign=middle;fontSize=16;" vertex="1" parent="1">
<mxGeometry x="1127" y="495" width="70" height="40" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-28" value="" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=20;fillColor=#f8cecc;strokeColor=#b85450;labelPosition=right;verticalLabelPosition=middle;align=left;verticalAlign=middle;fontSize=16;" vertex="1" parent="1">
<mxGeometry x="1127" y="539.5" width="70" height="40" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-30" value="" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=20;fillColor=#dae8fc;strokeColor=#6c8ebf;labelPosition=right;verticalLabelPosition=middle;align=left;verticalAlign=middle;fontSize=16;" vertex="1" parent="1">
<mxGeometry x="1128" y="585" width="70" height="40" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-31" value="" style="shape=cube;whiteSpace=wrap;html=1;boundedLbl=1;backgroundOutline=1;darkOpacity=0.05;darkOpacity2=0.1;flipH=1;size=20;fillColor=#d5e8d4;strokeColor=#82b366;labelPosition=right;verticalLabelPosition=middle;align=left;verticalAlign=middle;fontSize=16;" vertex="1" parent="1">
<mxGeometry x="1128" y="631" width="70" height="40" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-32" value="Convolutional + ReLU" style="text;html=1;align=left;verticalAlign=middle;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;fontSize=16;fontStyle=1" vertex="1" parent="1">
<mxGeometry x="1217" y="495" width="190" height="30" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-33" value="Max Pooling" style="text;html=1;align=left;verticalAlign=middle;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;fontSize=16;fontStyle=1" vertex="1" parent="1">
<mxGeometry x="1217" y="539.5" width="120" height="30" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-34" value="Fully Connected + ReLU" style="text;html=1;align=left;verticalAlign=middle;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;fontSize=16;fontStyle=1" vertex="1" parent="1">
<mxGeometry x="1217" y="585" width="210" height="30" as="geometry" />
</mxCell>
<mxCell id="Y_BpgY0RQD8Je3n0F0rW-35" value="Softmax" style="text;html=1;align=left;verticalAlign=middle;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;fontSize=16;fontStyle=1" vertex="1" parent="1">
<mxGeometry x="1217" y="631" width="90" height="30" as="geometry" />
</mxCell>
</root>
</mxGraphModel>
</diagram>
</mxfile>