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Amazon’s OOD interview question – Directed Graph of Letters – interview proxy – 面试代面

Create a class that allows you to build a directed graph of letters.

A directed graph contains Nodes, uniquely identified by a letter.
A directed graph contains Edges, which connect the Nodes as (from, to).

Your class should allow for the following operations:

  1. Add a letter to the graph.
  2. Is a letter in the graph?
  3. Add an edge, specifying the letter "from" and "to".
  4. For a given letter, get all the letters it leads to (by edges).
  5. Remove an edge, specifying the letter "from" and "to".
  6. Remove a letter, but not if it is involved in an edge.

Choose a language and begin:

创建一个类,允许你构建一个字母的有向图。

有向图包含节点,每个节点由一个字母唯一标识。
有向图包含边,连接节点的形式为 (from, to)。

你的类应该允许以下操作:

  1. 向图中添加一个字母。
  2. 检查一个字母是否在图中。
  3. 添加一条边,指定字母“from”和“to”。
  4. 对于给定的字母,获取所有它指向的字母(通过边)。
  5. 删除一条边,指定字母“from”和“to”。
  6. 删除一个字母,但如果它涉及到某条边则不能删除。

选择一种语言并开始:

This problem is a recent interview question from Amazon, focusing on Object-Oriented Design (OOD). It requires designing a class to represent a directed graph of letters with specific operations. This task tests the candidate's ability to apply OOD principles to create a flexible and efficient data structure. Key operations include adding and removing nodes and edges, checking for node existence, and retrieving adjacent nodes.

Solution Approach

  1. Class Definition:
    • Define a class DirectedGraph.
    • Use a dictionary to store nodes and their corresponding edges for efficient lookups and updates.
  2. Attributes:
    • Use a dictionary graph where keys are nodes and values are sets of adjacent nodes.
  3. Methods:
    • add_node(letter): Add a node to the graph.
    • contains(letter): Check if a node exists in the graph.
    • add_edge(from_letter, to_letter): Add a directed edge from one node to another.
    • get_adjacent(letter): Get all nodes that a given node leads to.
    • remove_edge(from_letter, to_letter): Remove a directed edge between two nodes.
    • remove_node(letter): Remove a node if it has no incoming or outgoing edges.

Explanation

  • Initialization: The DirectedGraph class is initialized with an empty dictionary.
  • Add Node: The add_node method adds a new node if it doesn't already exist.
  • Check Existence: The contains method checks if a node is in the graph.
  • Add Edge: The add_edge method adds a directed edge from one node to another.
  • Get Adjacent Nodes: The get_adjacent method retrieves all nodes that the given node points to.
  • Remove Edge: The remove_edge method removes a directed edge between two nodes.
  • Remove Node: The remove_node method removes a node only if it has no edges connected to or from it, ensuring no data integrity issues.

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