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  • python 迪克斯特拉(Dijkstra)

    从起点到终点的路径如上图所示,每条路径的长度都不相同(权重),如何从起点找到一条路径,长度最短?

    建模:GRAPH存储了整张图的结构;costs存储了从起点开始,到每个点的最短距离(从起点到A是6,但是从 起点-> B -> A 是5,所以后面A的路径其实会变成5);PARENTS记录了每个地点的父节点,譬如开始时 A 的父节点是 起点,但是从 起点->B->A 更近,所以 A 的父节点会变成 B)

    graph ={}
    
    graph['start'] = {}
    graph['start']['a'] = 6
    graph['start']['b'] = 2
    
    graph["a"] = {}
    graph["a"]["fin"] = 1
    
    graph["b"] = {}
    graph["b"]["a"] = 3
    graph["b"]["fin"] = 5
    
    graph["fin"] = {} 
    
    infinity = float("inf")
    
    
    costs = {}
    costs["a"] = 6
    costs["b"] = 2
    costs["fin"] = infinity
    
    parents = {}
    parents["a"] = "start"
    parents["b"] = "start"
    parents["fin"] = None
    processed = []
    
    def find_lowest_cost_node(costs):
        lowest_cost = float("inf")
        lowest_cost_node = None
        for node in costs: # 遍历所有的节点
            cost = costs[node]
            if cost < lowest_cost and node not in processed: # 如果当前节点的开销更低且未处理过,
                lowest_cost = cost  # 就将其视为开销最低的节点
                lowest_cost_node = node
        return lowest_cost_node
    
    node = find_lowest_cost_node(costs)  # 在未处理的节点中找出开销最小的节点
    
    
    while node is not None:  # 这个while循环在所有节点都被处理过后结束
        print('
    花费节点:',costs)
        cost = costs[node]
        print('最低花费节点:%s , 花费:' % node,cost)
        neighbors = graph[node]
        
        for n in neighbors.keys():  # 遍历当前节点的所有邻居
            new_cost = cost + neighbors[n]
            print('邻居:',neighbors)
            print('邻居:',n,'总花费:',new_cost)
            print('%s 原本花费'%n,costs[n])
            if costs[n] > new_cost:  # 如果经当前节点前往该邻居更近,
                costs[n] = new_cost  # 就更新该邻居的开销
                parents[n] = node  # 同时将该邻居的父节点设置为当前节点
                print('%s cost -> %s , parents -> %s' %(n,new_cost,node))
            else:
                print('%s 原本的费用更小,不用改'%n)
        processed.append(node)  # 将当前节点标记为处理过
        node = find_lowest_cost_node(costs)  # 找出接下来要处理的节点,并循环
    
    print(costs["fin"])
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  • 原文地址:https://www.cnblogs.com/wztshine/p/13038828.html
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