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MLOpsStreamlit
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import time
import re
import pandas as pd
import numpy as np
import torch
import torch.nn.functional as F
import graphviz as graphviz
import pydeck as pdk
import streamlit as st

from transformers import AutoTokenizer, AutoModel
from tokenizers import Tokenizer, AddedToken
from st_click_detector import click_detector


st.graphviz_chart('''
graph Color_wheel {
	graph [
		layout = neato
		label = "Color wheel, 33 colors.\nNeato layout"
		labelloc = b
		fontname = "Helvetica,Arial,sans-serif"
		start = regular
		normalize = 0
	]
	node [
		shape = circle
		style = filled
		color = "#00000088"
		fontname = "Helvetica,Arial,sans-serif"
	]
	edge [
		len = 2.7
		color = "#00000088"
		fontname = "Helvetica,Arial,sans-serif"
	]
	subgraph Dark {
		node [fontcolor = white width = 1.4]
		center [width = 1 style = invis shape = point]
		center -- darkred [label = "0°/360°"]
		darkred [fillcolor = darkred]
		brown [fillcolor = brown]
		brown -- center [label = "30°"]
		olive [fillcolor = olive]
		olive -- center [label = "60°"]
		darkolivegreen [fillcolor = darkolivegreen fontsize = 10]
		darkolivegreen -- center [label = "90°"]
		darkgreen [fillcolor = darkgreen]
		darkgreen -- center [label = "120°"]
		"dark hue 0.416" [color = ".416 1 .6" fontcolor = white]
		"dark hue 0.416" -- center [label = "150°"]
		darkcyan [fillcolor = darkcyan]
		darkcyan -- center [label = "180°"]
		"dark hue 0.583" [color = ".583 1 .6" fontcolor = white]
		"dark hue 0.583" -- center [label = "210°"]
		darkblue [fillcolor = darkblue]
		darkblue -- center [label = "240°"]
		"dark hue 0.750" [color = ".750 1 .6"]
		"dark hue 0.750" -- center [label = "270°"]
		darkmagenta [fillcolor = darkmagenta]
		darkmagenta -- center [label = "300°"]
		"dark hue 0.916" [color = ".916 1 .6"]
		"dark hue 0.916" -- center [label = "330°"]
	}
	subgraph Tue {
		node [width = 1.3]
		"hue 0.083" -- brown
		"hue 0.083" [color = ".083 1 1"]
		"hue 0.125" [color = ".125 1 1"]
		"hue 0.166" -- olive
		"hue 0.166" [color = ".166 1 1"]
		"hue 0.208" [color = ".208 1 1"]
		"hue 0.250" -- darkolivegreen
		"hue 0.250" [color = ".250 1 1"]
		"hue 0.291" [color = ".291 1 1"]
		"hue 0.333" -- darkgreen
		"hue 0.333" [color = ".333 1 1"]
		"hue 0.375" [color = ".375 1 1"]
		"hue 0.416" -- "dark hue 0.416"
		"hue 0.416" [color = ".416 1 1"]
		"hue 0.458" [color = ".458 1 1"]
		"hue 0.500" -- darkcyan
		"hue 0.500" [color = ".500 1 1"]
		"hue 0.541" [color = ".541 1 1"]
		node [fontcolor = white]
		"hue 0.000" [color = ".000 1 1"]
		"hue 0.000" -- darkred
		"hue 0.041" [color = ".041 1 1"]
		"hue 0.583" -- "dark hue 0.583"
		"hue 0.583" [color = ".583 1 1"]
		"hue 0.625" [color = ".625 1 1"]
		"hue 0.666" -- darkblue
		"hue 0.666" [color = ".666 1 1"]
		"hue 0.708" [color = ".708 1 1"]
		"hue 0.750" -- "dark hue 0.750"
		"hue 0.750" [color = ".750 1 1"]
		"hue 0.791" [color = ".791 1 1"]
		"hue 0.833" -- darkmagenta
		"hue 0.833" [color = ".833 1 1"]
		"hue 0.875" [color = ".875 1 1"]
		"hue 0.916" -- "dark hue 0.916"
		"hue 0.916" [color = ".916 1 1"]
		"hue 0.958" [color = ".958 1 1"]
		edge [len = 1]
		"hue 0.000" -- "hue 0.041" -- "hue 0.083" -- "hue 0.125" -- "hue 0.166" -- "hue 0.208"
		"hue 0.208" -- "hue 0.250" -- "hue 0.291" -- "hue 0.333" -- "hue 0.375" -- "hue 0.416"
		"hue 0.416" -- "hue 0.458" -- "hue 0.500" --"hue 0.541" -- "hue 0.583" -- "hue 0.625"
		"hue 0.625" -- "hue 0.666" -- "hue 0.708" -- "hue 0.750" -- "hue 0.791" -- "hue 0.833"
		"hue 0.833" -- "hue 0.875" -- "hue 0.916" -- "hue 0.958" -- "hue 0.000"
	}
	subgraph Main_colors {
		node [width = 2 fontsize = 20]
		red [fillcolor = red fontcolor = white]
		orangered [fillcolor = orangered]
		orange [fillcolor = orange]
		gold [fillcolor = gold]
		yellow [fillcolor = yellow]
		yellowgreen [fillcolor = yellowgreen]
		deeppink [fillcolor = deeppink fontcolor = white]
		fuchsia [label = "fuchsia\nmagenta" fillcolor = fuchsia fontcolor = white]
		purple [fillcolor = purple fontcolor = white]
		blue [fillcolor = blue fontcolor = white]
		cornflowerblue [fillcolor = cornflowerblue]
		deepskyblue [fillcolor = deepskyblue]
		aqua [fillcolor = aqua label = "aqua\ncyan"]
		springgreen [fillcolor = springgreen]
		green [fillcolor = green]
		purple -- fuchsia -- deeppink -- red
		cornflowerblue -- blue -- purple
		cornflowerblue -- deepskyblue -- aqua [len = 1.7]
		aqua -- springgreen -- green -- yellowgreen -- yellow
		yellow -- gold -- orange -- orangered -- red [len = 1.6]
		orange -- "hue 0.083"
		deeppink -- "hue 0.916"
		deeppink -- "hue 0.875"
		red -- "hue 0.000"
		yellowgreen -- "hue 0.250"
		blue -- "hue 0.666"
		yellow -- "hue 0.166"
		gold -- "hue 0.125"
		green -- "hue 0.333"
		springgreen -- "hue 0.416"
		aqua -- "hue 0.500"
		cornflowerblue -- "hue 0.583"
		deepskyblue -- "hue 0.541"
		purple -- "hue 0.791"
		purple -- "hue 0.750"
		fuchsia -- "hue 0.833"
	}
	subgraph Light_colors {
		node [width = 2 fontsize = 20]
		node [shape = circle width = 1.8]
		edge [len = 2.1]
		pink [fillcolor = pink]
		pink -- red
		lightyellow [fillcolor = lightyellow]
		lightyellow -- yellow
		mediumpurple [fillcolor = mediumpurple]
		mediumpurple -- purple
		violet [fillcolor = violet]
		violet -- fuchsia
		hotpink [fillcolor = hotpink]
		hotpink -- deeppink
		"light hue 0.250" [color = ".250 .2 1"]
		"light hue 0.250" -- yellowgreen
		lightcyan [fillcolor = lightcyan]
		lightcyan -- aqua
		lightslateblue [fillcolor = lightslateblue]
		lightslateblue -- blue
		lightgreen [fillcolor = lightgreen]
		lightgreen -- green
		lightskyblue [fillcolor = lightskyblue]
		lightskyblue -- deepskyblue
		peachpuff [fillcolor = peachpuff]
		peachpuff -- orange
		"light hue 0.416" [color = ".416 .2 1"]
		"light hue 0.416" -- springgreen
	}
	subgraph Tints {
		node [width = 1]
		edge [len = 2.4]
		"hue 0 tint" -- pink
		"hue 0 tint" [color = "0 .1 1"]
		"hue 0.041 tint" [color = ".041 .1 1"]
		"hue 0.083 tint" -- peachpuff
		"hue 0.083 tint" [color = ".083 .1 1"]
		"hue 0.125 tint" [color = ".125 .1 1"]
		"hue 0.166 tint" -- lightyellow
		"hue 0.166 tint" [color = ".166 .1 1"]
		"hue 0.208 tint" [color = ".208 .1 1"]
		"hue 0.250 tint" -- "light hue 0.250"
		"hue 0.250 tint" [color = ".250 .1 1"]
		"hue 0.291 tint" [color = ".291 .1 1"]
		"hue 0.333 tint" -- lightgreen
		"hue 0.333 tint" [color = ".333 .1 1"]
		"hue 0.375 tint" [color = ".375 .1 1"]
		"hue 0.416 tint" -- "light hue 0.416"
		"hue 0.416 tint" [color = ".416 .1 1"]
		"hue 0.458 tint" [color = ".458 .1 1"]
		"hue 0.5 tint" -- lightcyan
		"hue 0.5 tint" [color = ".5 .1 1"]
		"hue 0.541 tint" -- lightskyblue
		"hue 0.541 tint" [color = ".541 .1 1"]
		"hue 0.583 tint" [color = ".583 .1 1"]
		"hue 0.625 tint" [color = ".625 .1 1"]
		"hue 0.666 tint" -- lightslateblue
		"hue 0.666 tint" [color = ".666 .1 1"]
		"hue 0.708 tint" [color = ".708 .1 1"]
		"hue 0.750 tint" -- mediumpurple
		"hue 0.750 tint" [color = ".750 .1 1"]
		"hue 0.791 tint" [color = ".791 .1 1"]
		"hue 0.833 tint" -- violet
		"hue 0.833 tint" [color = ".833 .1 1"]
		"hue 0.875 tint" [color = ".875 .1 1"]
		"hue 0.916 tint" -- hotpink
		"hue 0.916 tint" [color = ".916 .1 1"]
		"hue 0.958 tint" [color = ".958 .1 1"]
		edge [len = 2]
		"hue 0 tint" -- "hue 0.041 tint" -- "hue 0.083 tint" -- "hue 0.125 tint" -- "hue 0.166 tint" -- "hue 0.208 tint"
		"hue 0.208 tint" -- "hue 0.250 tint" -- "hue 0.291 tint" -- "hue 0.333 tint" -- "hue 0.375 tint" -- "hue 0.416 tint"
		"hue 0.416 tint" -- "hue 0.458 tint" -- "hue 0.5 tint" --"hue 0.541 tint" -- "hue 0.583 tint" -- "hue 0.625 tint"
		"hue 0.625 tint" -- "hue 0.666 tint" -- "hue 0.708 tint" -- "hue 0.750 tint" -- "hue 0.791 tint" -- "hue 0.833 tint"
		"hue 0.833 tint" -- "hue 0.875 tint" -- "hue 0.916 tint" -- "hue 0.958 tint" -- "hue 0 tint"
	}
	}
''')