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  1. app.py +395 -0
app.py ADDED
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1
+ import time
2
+ import re
3
+ import pandas as pd
4
+ import numpy as np
5
+ import torch
6
+ import torch.nn.functional as F
7
+ import graphviz as graphviz
8
+ import pydeck as pdk
9
+ import streamlit as st
10
+
11
+ from transformers import AutoTokenizer, AutoModel
12
+ from tokenizers import Tokenizer, AddedToken
13
+ from st_click_detector import click_detector
14
+
15
+ # Define selection options and sort alphabetically
16
+
17
+ st.graphviz_chart('''
18
+ graph G {
19
+ fontname="Helvetica,Arial,sans-serif"
20
+ node [fontname="Helvetica,Arial,sans-serif"]
21
+ edge [fontname="Helvetica,Arial,sans-serif"]
22
+ layout=fdp
23
+ e
24
+ subgraph clusterA {
25
+ a -- b;
26
+ subgraph clusterC {
27
+ C -- D;
28
+ }
29
+ }
30
+ subgraph clusterB {
31
+ d -- f
32
+ }
33
+ d -- D
34
+ e -- clusterB
35
+ clusterC -- clusterB
36
+ }
37
+ ''')
38
+
39
+ st.graphviz_chart('''
40
+ graph Transparency {
41
+ layout=neato
42
+ start=11 // empiric value to set orientation
43
+ bgcolor="#0000ff11"
44
+ node [shape=circle width=2.22 label="" style=filled]
45
+ 5 [color="#0000ff80"]
46
+ 6 [color="#ee00ee80"]
47
+ 1 [color="#ff000080"]
48
+ 2 [color="#eeee0080"]
49
+ 3 [color="#00ff0080"]
50
+ 4 [color="#00eeee80"]
51
+ 1 -- 2 -- 3 -- 4 -- 5 -- 6 -- 1
52
+ }
53
+ ''')
54
+
55
+ st.graphviz_chart('''
56
+ digraph UML_Class_diagram {
57
+ fontname="Helvetica,Arial,sans-serif"
58
+ node [fontname="Helvetica,Arial,sans-serif"]
59
+ edge [fontname="Helvetica,Arial,sans-serif"]
60
+ labelloc="t"
61
+ label="UML Class diagram demo"
62
+ graph [splines=false]
63
+ node [shape=record style=filled fillcolor=gray95]
64
+ edge [arrowhead=vee style=dashed]
65
+ Client -> Interface1 [xlabel=dependency]
66
+ Client -> Interface2
67
+ edge [dir=back arrowtail=empty style=""]
68
+ Interface1 -> Class1 [xlabel=inheritance]
69
+ Interface2 -> Class1 [dir=none]
70
+ Interface2 [label="" xlabel="Simple\ninterface" shape=circle]
71
+ Interface1[label = <{<b>«interface» I/O</b> | + property<br align="left"/>...<br align="left"/>|+ method<br align="left"/>...<br align="left"/>}>]
72
+ Class1[label = <{<b>I/O class</b> | + property<br align="left"/>...<br align="left"/>|+ method<br align="left"/>...<br align="left"/>}>]
73
+ edge [dir=back arrowtail=empty style=dashed]
74
+ Class1 -> System_1 [xlabel=implementation]
75
+ System_1 [label = <{<b>System</b> | + property<br align="left"/>...<br align="left"/>|+ method<br align="left"/>...<br align="left"/>}>]
76
+ "Shared resource" [label = <{<b>Shared resource</b> | + property<br align="left"/>...<br align="left"/>|+ method<br align="left"/>...<br align="left"/>}>]
77
+ edge [dir=back arrowtail=diamond]
78
+ "System_1" -> Subsystem_1 [xlabel="composition"]
79
+ Subsystem_1[label = <{<b>Subsystem 1</b> | + property<br align="left"/>...<br align="left"/>|+ method<br align="left"/>...<br align="left"/>}>]
80
+ Subsystem_2[label = <{<b>Subsystem 2</b> | + property<br align="left"/>...<br align="left"/>|+ method<br align="left"/>...<br align="left"/>}>]
81
+ Subsystem_3[label = <{<b>Subsystem 3</b> | + property<br align="left"/>...<br align="left"/>|+ method<br align="left"/>...<br align="left"/>}>]
82
+ "System_1" -> Subsystem_2
83
+ "System_1" -> Subsystem_3
84
+ edge [xdir=back arrowtail=odiamond]
85
+ Subsystem_1 -> "Shared resource" [xlabel=aggregation]
86
+ {Subsystem_2 Subsystem_3 } -> "Shared resource"
87
+ }
88
+ ''')
89
+
90
+
91
+
92
+ st.graphviz_chart('''
93
+ digraph G {
94
+ fontname="Helvetica,Arial,sans-serif"
95
+ node [fontname="Helvetica,Arial,sans-serif"]
96
+ edge [fontname="Helvetica,Arial,sans-serif"]
97
+ subgraph cluster_1 {
98
+ node [ style=filled,shape="box",fillcolor="antiquewhite:aquamarine" ]n5;
99
+ node [ shape="ellipse",fillcolor="bisque4:blue2" ]n4;
100
+ node [ shape="circle",fillcolor="cadetblue1:chocolate1" ]n3;
101
+ node [ shape="diamond",fillcolor="crimson:cyan4" ]n2;
102
+ node [ shape="triangle",fillcolor="deepskyblue2:firebrick" ]n1;
103
+ node [ shape="pentagon",fillcolor="gray24:gray88" ]n0;
104
+ label = "X11 Colors";
105
+ }
106
+ subgraph cluster_2 {
107
+ node [ style=filled,shape="box",fillcolor="bisque:brown" ]n11;
108
+ node [ shape="ellipse",fillcolor="green:darkorchid" ]n10;
109
+ node [ shape="circle",fillcolor="deepskyblue:gold" ]n9;
110
+ node [ shape="diamond",fillcolor="lightseagreen:orangered" ]n8;
111
+ node [ shape="triangle",fillcolor="turquoise:salmon" ]n7;
112
+ node [ shape="pentagon",fillcolor="snow:black" ]n6;
113
+ label = "SVG Colors";
114
+ }
115
+ subgraph cluster_3 {
116
+ node [ style=filled,shape="box",fillcolor="/accent3/1:/accent3/3" ]n17;
117
+ node [ shape="ellipse",fillcolor="/accent4/1:/accent4/4" ]n16;
118
+ node [ shape="circle",fillcolor="/accent5/1:/accent5/5" ]n15;
119
+ node [ shape="diamond",fillcolor="/accent6/1:/accent6/6" ]n14;
120
+ node [ shape="triangle",fillcolor="/accent7/1:/accent7/7" ]n13;
121
+ node [ shape="pentagon",fillcolor="/accent8/1:/accent8/8" ]n12;
122
+ label = "Brewer - accent";
123
+ }
124
+ subgraph cluster_4 {
125
+ node [ style=filled,shape="box",fillcolor="/blues3/1:/blues3/2" ]n23;
126
+ node [ shape="ellipse",fillcolor="/blues4/1:/blues4/3" ]n22;
127
+ node [ shape="circle",fillcolor="/blues5/1:/blues5/4" ]n21;
128
+ node [ shape="diamond",fillcolor="/blues6/1:/blues6/5" ]n20;
129
+ node [ shape="triangle",fillcolor="/blues7/1:/blues7/6" ]n19;
130
+ node [ shape="pentagon",fillcolor="/blues8/1:/blues8/7" ]n18;
131
+ label = "Brewer - blues";
132
+ }
133
+ n3 -> n9 -> n15 -> n21;
134
+ }
135
+ ''')
136
+
137
+ st.graphviz_chart('''
138
+ digraph G {bgcolor="#0000FF44:#FF000044" gradientangle=90
139
+ fontname="Helvetica,Arial,sans-serif"
140
+ node [fontname="Helvetica,Arial,sans-serif"]
141
+ edge [fontname="Helvetica,Arial,sans-serif"]
142
+ subgraph cluster_0 {
143
+ style=filled;
144
+ color=lightgrey;
145
+ fillcolor="darkgray:gold";
146
+ gradientangle=0
147
+ node [fillcolor="yellow:green" style=filled gradientangle=270] a0;
148
+ node [fillcolor="lightgreen:red"] a1;
149
+ node [fillcolor="lightskyblue:darkcyan"] a2;
150
+ node [fillcolor="cyan:lightslateblue"] a3;
151
+ a0 -> a1 -> a2 -> a3;
152
+ label = "process #1";
153
+ }
154
+ subgraph cluster_1 {
155
+ node [fillcolor="yellow:magenta"
156
+ style=filled gradientangle=270] b0;
157
+ node [fillcolor="violet:darkcyan"] b1;
158
+ node [fillcolor="peachpuff:red"] b2;
159
+ node [fillcolor="mediumpurple:purple"] b3;
160
+ b0 -> b1 -> b2 -> b3;
161
+ label = "process #2";
162
+ color=blue
163
+ fillcolor="darkgray:gold";
164
+ gradientangle=0
165
+ style=filled;
166
+ }
167
+ start -> a0;
168
+ start -> b0;
169
+ a1 -> b3;
170
+ b2 -> a3;
171
+ a3 -> a0;
172
+ a3 -> end;
173
+ b3 -> end;
174
+ start [shape=Mdiamond ,
175
+ fillcolor="pink:red",
176
+ gradientangle=90,
177
+ style=radial];
178
+ end [shape=Msquare,
179
+ fillcolor="lightyellow:orange",
180
+ style=radial,
181
+ gradientangle=90];
182
+ }
183
+ ''')
184
+
185
+ st.graphviz_chart('''
186
+ graph Color_wheel {
187
+ graph [
188
+ layout = neato
189
+ label = "Color wheel, 33 colors.\nNeato layout"
190
+ labelloc = b
191
+ fontname = "Helvetica,Arial,sans-serif"
192
+ start = regular
193
+ normalize = 0
194
+ ]
195
+ node [
196
+ shape = circle
197
+ style = filled
198
+ color = "#00000088"
199
+ fontname = "Helvetica,Arial,sans-serif"
200
+ ]
201
+ edge [
202
+ len = 2.7
203
+ color = "#00000088"
204
+ fontname = "Helvetica,Arial,sans-serif"
205
+ ]
206
+ subgraph Dark {
207
+ node [fontcolor = white width = 1.4]
208
+ center [width = 1 style = invis shape = point]
209
+ center -- darkred [label = "0°/360°"]
210
+ darkred [fillcolor = darkred]
211
+ brown [fillcolor = brown]
212
+ brown -- center [label = "30°"]
213
+ olive [fillcolor = olive]
214
+ olive -- center [label = "60°"]
215
+ darkolivegreen [fillcolor = darkolivegreen fontsize = 10]
216
+ darkolivegreen -- center [label = "90°"]
217
+ darkgreen [fillcolor = darkgreen]
218
+ darkgreen -- center [label = "120°"]
219
+ "dark hue 0.416" [color = ".416 1 .6" fontcolor = white]
220
+ "dark hue 0.416" -- center [label = "150°"]
221
+ darkcyan [fillcolor = darkcyan]
222
+ darkcyan -- center [label = "180°"]
223
+ "dark hue 0.583" [color = ".583 1 .6" fontcolor = white]
224
+ "dark hue 0.583" -- center [label = "210°"]
225
+ darkblue [fillcolor = darkblue]
226
+ darkblue -- center [label = "240°"]
227
+ "dark hue 0.750" [color = ".750 1 .6"]
228
+ "dark hue 0.750" -- center [label = "270°"]
229
+ darkmagenta [fillcolor = darkmagenta]
230
+ darkmagenta -- center [label = "300°"]
231
+ "dark hue 0.916" [color = ".916 1 .6"]
232
+ "dark hue 0.916" -- center [label = "330°"]
233
+ }
234
+ subgraph Tue {
235
+ node [width = 1.3]
236
+ "hue 0.083" -- brown
237
+ "hue 0.083" [color = ".083 1 1"]
238
+ "hue 0.125" [color = ".125 1 1"]
239
+ "hue 0.166" -- olive
240
+ "hue 0.166" [color = ".166 1 1"]
241
+ "hue 0.208" [color = ".208 1 1"]
242
+ "hue 0.250" -- darkolivegreen
243
+ "hue 0.250" [color = ".250 1 1"]
244
+ "hue 0.291" [color = ".291 1 1"]
245
+ "hue 0.333" -- darkgreen
246
+ "hue 0.333" [color = ".333 1 1"]
247
+ "hue 0.375" [color = ".375 1 1"]
248
+ "hue 0.416" -- "dark hue 0.416"
249
+ "hue 0.416" [color = ".416 1 1"]
250
+ "hue 0.458" [color = ".458 1 1"]
251
+ "hue 0.500" -- darkcyan
252
+ "hue 0.500" [color = ".500 1 1"]
253
+ "hue 0.541" [color = ".541 1 1"]
254
+ node [fontcolor = white]
255
+ "hue 0.000" [color = ".000 1 1"]
256
+ "hue 0.000" -- darkred
257
+ "hue 0.041" [color = ".041 1 1"]
258
+ "hue 0.583" -- "dark hue 0.583"
259
+ "hue 0.583" [color = ".583 1 1"]
260
+ "hue 0.625" [color = ".625 1 1"]
261
+ "hue 0.666" -- darkblue
262
+ "hue 0.666" [color = ".666 1 1"]
263
+ "hue 0.708" [color = ".708 1 1"]
264
+ "hue 0.750" -- "dark hue 0.750"
265
+ "hue 0.750" [color = ".750 1 1"]
266
+ "hue 0.791" [color = ".791 1 1"]
267
+ "hue 0.833" -- darkmagenta
268
+ "hue 0.833" [color = ".833 1 1"]
269
+ "hue 0.875" [color = ".875 1 1"]
270
+ "hue 0.916" -- "dark hue 0.916"
271
+ "hue 0.916" [color = ".916 1 1"]
272
+ "hue 0.958" [color = ".958 1 1"]
273
+ edge [len = 1]
274
+ "hue 0.000" -- "hue 0.041" -- "hue 0.083" -- "hue 0.125" -- "hue 0.166" -- "hue 0.208"
275
+ "hue 0.208" -- "hue 0.250" -- "hue 0.291" -- "hue 0.333" -- "hue 0.375" -- "hue 0.416"
276
+ "hue 0.416" -- "hue 0.458" -- "hue 0.500" --"hue 0.541" -- "hue 0.583" -- "hue 0.625"
277
+ "hue 0.625" -- "hue 0.666" -- "hue 0.708" -- "hue 0.750" -- "hue 0.791" -- "hue 0.833"
278
+ "hue 0.833" -- "hue 0.875" -- "hue 0.916" -- "hue 0.958" -- "hue 0.000"
279
+ }
280
+ subgraph Main_colors {
281
+ node [width = 2 fontsize = 20]
282
+ red [fillcolor = red fontcolor = white]
283
+ orangered [fillcolor = orangered]
284
+ orange [fillcolor = orange]
285
+ gold [fillcolor = gold]
286
+ yellow [fillcolor = yellow]
287
+ yellowgreen [fillcolor = yellowgreen]
288
+ deeppink [fillcolor = deeppink fontcolor = white]
289
+ fuchsia [label = "fuchsia\nmagenta" fillcolor = fuchsia fontcolor = white]
290
+ purple [fillcolor = purple fontcolor = white]
291
+ blue [fillcolor = blue fontcolor = white]
292
+ cornflowerblue [fillcolor = cornflowerblue]
293
+ deepskyblue [fillcolor = deepskyblue]
294
+ aqua [fillcolor = aqua label = "aqua\ncyan"]
295
+ springgreen [fillcolor = springgreen]
296
+ green [fillcolor = green]
297
+ purple -- fuchsia -- deeppink -- red
298
+ cornflowerblue -- blue -- purple
299
+ cornflowerblue -- deepskyblue -- aqua [len = 1.7]
300
+ aqua -- springgreen -- green -- yellowgreen -- yellow
301
+ yellow -- gold -- orange -- orangered -- red [len = 1.6]
302
+ orange -- "hue 0.083"
303
+ deeppink -- "hue 0.916"
304
+ deeppink -- "hue 0.875"
305
+ red -- "hue 0.000"
306
+ yellowgreen -- "hue 0.250"
307
+ blue -- "hue 0.666"
308
+ yellow -- "hue 0.166"
309
+ gold -- "hue 0.125"
310
+ green -- "hue 0.333"
311
+ springgreen -- "hue 0.416"
312
+ aqua -- "hue 0.500"
313
+ cornflowerblue -- "hue 0.583"
314
+ deepskyblue -- "hue 0.541"
315
+ purple -- "hue 0.791"
316
+ purple -- "hue 0.750"
317
+ fuchsia -- "hue 0.833"
318
+ }
319
+ subgraph Light_colors {
320
+ node [width = 2 fontsize = 20]
321
+ node [shape = circle width = 1.8]
322
+ edge [len = 2.1]
323
+ pink [fillcolor = pink]
324
+ pink -- red
325
+ lightyellow [fillcolor = lightyellow]
326
+ lightyellow -- yellow
327
+ mediumpurple [fillcolor = mediumpurple]
328
+ mediumpurple -- purple
329
+ violet [fillcolor = violet]
330
+ violet -- fuchsia
331
+ hotpink [fillcolor = hotpink]
332
+ hotpink -- deeppink
333
+ "light hue 0.250" [color = ".250 .2 1"]
334
+ "light hue 0.250" -- yellowgreen
335
+ lightcyan [fillcolor = lightcyan]
336
+ lightcyan -- aqua
337
+ lightslateblue [fillcolor = lightslateblue]
338
+ lightslateblue -- blue
339
+ lightgreen [fillcolor = lightgreen]
340
+ lightgreen -- green
341
+ lightskyblue [fillcolor = lightskyblue]
342
+ lightskyblue -- deepskyblue
343
+ peachpuff [fillcolor = peachpuff]
344
+ peachpuff -- orange
345
+ "light hue 0.416" [color = ".416 .2 1"]
346
+ "light hue 0.416" -- springgreen
347
+ }
348
+ subgraph Tints {
349
+ node [width = 1]
350
+ edge [len = 2.4]
351
+ "hue 0 tint" -- pink
352
+ "hue 0 tint" [color = "0 .1 1"]
353
+ "hue 0.041 tint" [color = ".041 .1 1"]
354
+ "hue 0.083 tint" -- peachpuff
355
+ "hue 0.083 tint" [color = ".083 .1 1"]
356
+ "hue 0.125 tint" [color = ".125 .1 1"]
357
+ "hue 0.166 tint" -- lightyellow
358
+ "hue 0.166 tint" [color = ".166 .1 1"]
359
+ "hue 0.208 tint" [color = ".208 .1 1"]
360
+ "hue 0.250 tint" -- "light hue 0.250"
361
+ "hue 0.250 tint" [color = ".250 .1 1"]
362
+ "hue 0.291 tint" [color = ".291 .1 1"]
363
+ "hue 0.333 tint" -- lightgreen
364
+ "hue 0.333 tint" [color = ".333 .1 1"]
365
+ "hue 0.375 tint" [color = ".375 .1 1"]
366
+ "hue 0.416 tint" -- "light hue 0.416"
367
+ "hue 0.416 tint" [color = ".416 .1 1"]
368
+ "hue 0.458 tint" [color = ".458 .1 1"]
369
+ "hue 0.5 tint" -- lightcyan
370
+ "hue 0.5 tint" [color = ".5 .1 1"]
371
+ "hue 0.541 tint" -- lightskyblue
372
+ "hue 0.541 tint" [color = ".541 .1 1"]
373
+ "hue 0.583 tint" [color = ".583 .1 1"]
374
+ "hue 0.625 tint" [color = ".625 .1 1"]
375
+ "hue 0.666 tint" -- lightslateblue
376
+ "hue 0.666 tint" [color = ".666 .1 1"]
377
+ "hue 0.708 tint" [color = ".708 .1 1"]
378
+ "hue 0.750 tint" -- mediumpurple
379
+ "hue 0.750 tint" [color = ".750 .1 1"]
380
+ "hue 0.791 tint" [color = ".791 .1 1"]
381
+ "hue 0.833 tint" -- violet
382
+ "hue 0.833 tint" [color = ".833 .1 1"]
383
+ "hue 0.875 tint" [color = ".875 .1 1"]
384
+ "hue 0.916 tint" -- hotpink
385
+ "hue 0.916 tint" [color = ".916 .1 1"]
386
+ "hue 0.958 tint" [color = ".958 .1 1"]
387
+ edge [len = 2]
388
+ "hue 0 tint" -- "hue 0.041 tint" -- "hue 0.083 tint" -- "hue 0.125 tint" -- "hue 0.166 tint" -- "hue 0.208 tint"
389
+ "hue 0.208 tint" -- "hue 0.250 tint" -- "hue 0.291 tint" -- "hue 0.333 tint" -- "hue 0.375 tint" -- "hue 0.416 tint"
390
+ "hue 0.416 tint" -- "hue 0.458 tint" -- "hue 0.5 tint" --"hue 0.541 tint" -- "hue 0.583 tint" -- "hue 0.625 tint"
391
+ "hue 0.625 tint" -- "hue 0.666 tint" -- "hue 0.708 tint" -- "hue 0.750 tint" -- "hue 0.791 tint" -- "hue 0.833 tint"
392
+ "hue 0.833 tint" -- "hue 0.875 tint" -- "hue 0.916 tint" -- "hue 0.958 tint" -- "hue 0 tint"
393
+ }
394
+ }
395
+ ''')