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:
- Add a letter to the graph.
- Is a letter in the graph?
- Add an edge, specifying the letter "from" and "to".
- For a given letter, get all the letters it leads to (by edges).
- Remove an edge, specifying the letter "from" and "to".
- 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:
- 向图中添加一个字母。
- 检查一个字母是否在图中。
- 添加一条边,指定字母“from”和“to”。
- 对于给定的字母,获取所有它指向的字母(通过边)。
- 删除一条边,指定字母“from”和“to”。
- 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
- Class Definition:
- Define a class
DirectedGraph
. - Use a dictionary to store nodes and their corresponding edges for efficient lookups and updates.
- Define a class
- Attributes:
- Use a dictionary
graph
where keys are nodes and values are sets of adjacent nodes.
- Use a dictionary
- 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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