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 #!/usr/bin/python
import gradio as gr
import csv
import random
import numpy as np 
import matplotlib.pyplot as plt
import networkx as nx
import geopy.distance
#import osmnx as ox
#from shapely import geometry
import sys
#import os


IsEdge=[0,1,0,0,0]
#Capasity=[1,4,16,64,258]
Capasity=[1,2,3,4,5,6,7,8,9.,8,7,7,5,5,5,4,4,4,4,3,3,3,3,3,2,2,2,1,1,1]

def Geodist ( i,j ):
       return ( int(geopy.distance.geodesic( (v_lat[i],v_lon[i]), (v_lat[j],v_lon[j]),ellipsoid='GRS-80').km ))

def PathCheck(path):
    try:
        start = path[0]
    except:
        print("No any path!") 
        sys.exit(1)
    return        

def PathDistanceLink(path):
    PathCheck(path)
    distance = 0
    numlink = 0
    start = path[0]
    pathlegend = '(#'+str(v_id[start])+')'+str(v_nodename[start])
    for i in range(1, len(path)):
        end = path[i]
        distance += Geodist ( start,end )
        elabel=str(int(distance))+'км'
        edge_labels[(start,end)] = elabel
        pathlegend += '—'+elabel+'—(#'+str(v_id[end])+')'+str(v_nodename[end])
        numlink += 1
        start = end 
    pathlegend = f'Расстоние: {round(distance,0)}км, Ребер:{numlink} \n{pathlegend}'        
    #print (pathlegend)  
    return distance,numlink,pathlegend
    
def PathCapacity(orderedcapacity, path):
    PathCheck(path)
    numweaknodes = 0
    totalcapacity  = 0
    capacitylegend =  ''    
    for i in range(len(path)):
        start = path[i]    
        addcapacity = OrderedCapacity - v_capasity[start]
        if addcapacity > 0:
            numweaknodes += 1
            totalcapacity += addcapacity
            capacitylegend +=  '(#'+str(start) +')='+ str(round(addcapacity,0)) + 'Гб/с '
    capacitylegend = f'Всего добавить:{totalcapacity}Гб/с \nСлабыхУзлов:{numweaknodes} Добавить: {capacitylegend} '
    #print (capacitylegend)  
    return numweaknodes,totalcapacity,capacitylegend
    

def drawpath(curpath,curcolor,nodesize,nodshape,edgewidth,edgestyle,label):
    curpath_edges = list(zip(curpath,curpath[1:]))
    nx.draw_networkx_nodes(graph,pos,nodelist=curpath,node_color=curcolor, node_size=nodesize, label=label,node_shape=nodshape)
    nx.draw_networkx_edges(graph,pos,edgelist=curpath_edges,edge_color=curcolor,width=edgewidth,style=edgestyle)
    #nx.draw_networkx_edge_labels(graph, pos,edge_labels)
    return  

#________________________________________________________________________________________________



# ЧТЕНИЕ ФАЙЛОВ
def read_init_file(FileVertex,FileEdges):


 # ЧТЕНИЕ ФАЙЛА МОЩНОСТЕЙ  (ВЕРШИН)
    numstr = 0
    with open('file_nodes.csv', newline='') as csvfile:
        reader = csv.DictReader(csvfile)
 
        for row in reader:
            v_id.append( numstr)
            v_nodename.append( row['Город'])    
            v_lat.append( round( float (row['Широта']),2)) 
            v_lon.append( round( float(row['Долгота']),2)) 
            v_capasity.append(round( float(row['Мощность']),2))
            numstr += 1

# ЧТЕНИЕ ФАЙЛА СОЕДИНЕНИЙ  (РЕБЕР)  
    vgraph = np.loadtxt('file_connectivity.csv', delimiter=",")


    vGeodist=np.zeros((numstr, numstr))
    vweight=np.zeros((numstr, numstr))
    for i in range (numstr):
        for j in range (numstr):
            vGeodist[i][j] =  Geodist(i,j)
            if ( i >= j ):
                vgraph[i][j] = 0
                vGeodist[i][j] = 0         
            vGeodist[i][j] =  Geodist(i,j)
            vweight[i][j] = np.minimum( v_capasity[i],v_capasity[j] ) * vgraph[i][j]  

    return   numstr,  v_id ,v_nodename, v_lat, v_lon, v_capasity, vweight



def CalcFixBrokenNode(BreakedNode,Cutoff):        
    FileVertex='mapmos-cap.csv'
    FileEdges='mapmos-matrix.csv'
    numstr,  v_id ,v_nodename, v_lat, v_lon, v_capasity, vweight = read_init_file(FileVertex,FileEdges)
    #Source, Target, = 8,19
    OrderedCapacity =4
    #customer_path= [8,58,10,22,20,1,48,60,44,67,54] 
 

    fig = plt.Figure()

    labels = {}
    for i in range(numstr):
        labels[i] = str(v_id[i])+'/'+str( v_nodename[i] )
    for i in range(numstr):
        for j in range(numstr):
            if vweight[i][j] !=0:
                graph.add_edge(i,j , weight= vweight[i][j] )
    av = 3* ( vweight.min()+  vweight .max() )/4

    elarge = [(u, v) for (u, v, d) in graph.edges(data=True) if d["weight"] > av]
    esmall = [(u, v) for (u, v, d) in graph.edges(data=True) if d["weight"] <= av]


    for i in range(numstr):
        pos[i] = (float(v_lon[i]), float(v_lat[i]))
    fig =  plt.figure(figsize=(20,10))
    fig.set_facecolor("Honeydew")
    nx.draw_networkx_nodes(graph, pos, node_color="lightgrey",node_size=400, alpha=0.5,node_shape='o')
    nx.draw_networkx_labels(graph,pos,labels) 
    nx.draw_networkx_edges(graph, pos, edgelist=elarge, alpha=0.5, width=3,edge_color='g',style="dashed",label='мощность >75%')
    nx.draw_networkx_edges(graph, pos, edgelist=esmall, alpha=0.5, width=1,edge_color='g',style="dotted",label='мощность < 75%')

    

    pathmin_distance = []
    pathmin_numlink = []
    pathmin_numweaknodes = []
    pathmin_sumaddedcapacity = []
    pathmin_integral = []
    max_int = sys.maxsize
    min_int = -sys.maxsize - 1
 
    Distance,Numlink,Numweaknodes,Sumaddedcapacity  =  max_int, max_int, max_int,max_int
    #print ( PathOptions(customer_path) )
    pathlegend1 = PathDistanceLink(customer_path)[2] 
    pathlegend2 = 'Не существует'
    #print ( pathlegend1 )
     #numweaknodes,totalcapacity,capacitylegend1 = PathCapacity(16, customer_path)
    #print( capacitylegend1)
    drawpath(customer_path,'Crimson',200,'o',5,':','Исходный маршрут')
    nx.draw_networkx_nodes(graph,pos,nodelist=[customer_path[BreakedNode],customer_path[BreakedNode]],node_color='Black', node_size=400,node_shape='X')
    Source = customer_path[BreakedNode-1]
    Target = customer_path[BreakedNode+1]
    path_min_distance = []
    max_int = sys.maxsize
    min_int = -sys.maxsize - 1
    Distance  =  max_int
    #print(customer_path)
    for path in nx.all_simple_paths(graph , source=Source, target=Target,cutoff=Cutoff ):
        midpath = path[1 : len(path)-1]
        #print(path,' / ',midpath)
        #print (  len( list(set(midpath) & set(customer_path ) ) ) )
        if  len( list(set(midpath) & set(customer_path ) ) )==0 :
            drawpath(path,'Blue',100,'o',1,':','')
            PDistance =  PathDistanceLink(path)[0]
            if Distance > PDistance: 
                path_min_distance = path
                Distance = PDistance
                pathlegend2 = PathDistanceLink(path)[2] 
    newpath = customer_path[ :BreakedNode ]+path_min_distance+customer_path[ BreakedNode+1 : ]
    pathlegend3 = PathDistanceLink(newpath)[2] 
    #print ( pathlegend3 )    
    #numweaknodes,totalcapacity,capacitylegend2 = PathCapacity(16, newpath)
    #print( capacitylegend2 )
    drawpath(path_min_distance,'Blue',200,'o',5,'-','Новый маршрут')
 


    ax = plt.gca()
    ax.set_title(GTitle,weight='bold',fontsize=24)
    plt.legend(loc='upper right', shadow=True, fontsize=20)
    plt.grid(True)
    plt.box(True)
    plt.xlabel('Долгота')
    plt.ylabel('Широта')
    plt.tight_layout()
    #plt.savefig("mapmos-gradio.pdf")
    plt.show()
    #Legends= "Исходный маршрут. "+pathlegend1+'\nИзменение маршрута. '+pathlegend2+"\nНовый маршрут. "+pathlegend3
    return  pathlegend1,pathlegend2,pathlegend3, fig
 
graph = nx.Graph()   
pos={}
v_id = []
v_nodename = []
v_lat = []
v_lon = []
v_capasity = []
edge_labels = {}
        
FileVertex='mapmos-cap.csv'
FileEdges='mapmos-matrix.csv'
numstr,  v_id ,v_nodename, v_lat, v_lon, v_capasity, vweight = read_init_file(FileVertex,FileEdges)
#Source, Target= 8,19
OrderedCapacity =4
customer_path= [8,58,10,22,20,1,41,66,57,49,51,60,44, 25,7,17,67,54] 
Source, Target = customer_path[0], customer_path[-1]
GTitle=f'Маршрут: [#{v_id[Source] }]{v_nodename[Source]} ({ v_lat[Source] } , {v_lon[ Source ]})—[#{v_id[Target] }]{v_nodename[Target] }({ v_lat[Target] } , { v_lon[ Target ]}) '

#CalcFixBrokenNode(4,3)




 
'''
demo = gr.Interface(
    CalcFixBrokenNode,
    [
        gr.Slider(1, len(customer_path)-2, value=5, step=1, label="Поврежденный узел"),
        gr.Radio([1,2,3,4],  info="Переключений"),
    ],
    [
    "text",
    "text",
    "text",
    "plot"
    ]
)

demo.launch()

'''
# Gradio interface
theme=gr.themes.Default( primary_hue=gr.themes.colors.red, secondary_hue=gr.themes.colors.pink )
with gr.Blocks(theme=theme) as demo:

    #FileVertex = gr.Textbox(label="FileVertex", value='mapmos-cap.csv')
    #FileEdges = gr.Textbox(label="FileEdges", value='mapmos-matrix.csv')
    #Source = gr.Number(label="Source", value=19)
    #Target = gr.Number(label="Target", value=18)
    #Cutoff  = gr.Number(label="Cutoff", value=3)
    #OrderedCapacity = gr.Number(label="OrderedCapacity", value=4)
    #customer_path = gr.Textbox(label="customer_path", value=[6,8,22,1,48,60,44,67,54] )
    #BreakedNode = gr.Number(label='BreakedNode', value = 4).
    #m1 = [0,0,0,0]
    with gr.Row():
        with gr.Column(scale=10):
            plot = gr.Plot()
            text1=gr.Textbox(label="Исходный маршрут", info="", lines=1, value="")    
            text3=gr.Textbox(label="Новый маршрут", info="", lines=1, value='')    
        with gr.Column(scale=1):
            with gr.Row():
                text2=gr.Textbox(label="Изменение маршрута", info="Расстояния (км), Пропускные способности (гб/с)", lines=1, value="")    
                BreakedNode = gr.Slider(
                    minimum=1, maximum=len(customer_path)-2, value=5, step=1, label="# Узла", info='Номер поврежденного узла с начала маршрута'
                )
                Cutoff = gr.Radio([1,2,3,4],  value=2,label="Переключений", info='Количество переключение в обходном маршруте')
                #Method = gr.Radio([1,2,3,4],  value=1,label="Меньше", info='1- расстояние 2-переключений 3-слабых узлов 4-добавить мощности')
                #Method=gr.CheckboxGroup([1, 2, 3,4], label="Меньше", info="1- расстояние 2-переключений 3-слабых узлов 4-добавить мощности")
                #gr.Checkbox(label=m1, info="Меньше расстояние")
                #mm2=gr.Checkbox(info="Меньше переключений"),
                #mm3=gr.Checkbox(info="Меньше слабых узлов"),
                #mm4=gr.Checkbox(info="Меньше добавить мощности"),
                #Cutoff = gr.Slider(
                  #  minimum=1, maximum=4, value=2, step=1, label="Переключений"
               # )
                #Cut = gr.Radio([1, 2, 3,4], value=1, label="Переключений", info=""),
                btn = gr.Button("Рассчитать")
                btn.click(CalcFixBrokenNode, inputs=[BreakedNode, Cutoff], outputs=[text1,text2, text3, plot])
demo.launch()