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Challenge: Graph Depth-First Traversal

Instructions

Write a function called depthFirstTraversal that performs a Depth First Traversal of a graph starting from a specified vertex and returns an array containing the vertices visited in the order they were traversed. Use the Graph class as well as the Stack class from the previous lessons.

Function Signature

/**
 * Returns an array containing the vertices visited in the order they were traversed.
 * @param {Graph} graph - The graph to traverse.
 * @param {string} startingVertex - The vertex to start the traversal from.
 * @returns {string[]} - The vertices visited in the order they were traversed.
 */
function depthFirstTraversal(graph: Graph, startingVertex: string): string[];

Example

// Example Graph
// A --- B
// |     |
// |     |
// C --- D
// |     |
// |     |
// E --- F

const graph = new Graph();

// Add vertices
graph.addVertex('A');
graph.addVertex('B');
graph.addVertex('C');
graph.addVertex('D');
graph.addVertex('E');
graph.addVertex('F');

// Add edges
graph.addEdge('A', 'B');
graph.addEdge('A', 'C');
graph.addEdge('B', 'D');
graph.addEdge('C', 'D');
graph.addEdge('C', 'E');
graph.addEdge('D', 'F');
graph.addEdge('E', 'F');

depthFirstTraversal(g, 'A');
// ['A', 'C', 'E', 'F', 'D', 'B'];

Hints

  • The Graph class has an adjacencyList property that stores the vertices and their neighbors.
  • The Stack class has a push method that adds an element to the top of the stack and a pop method that removes the top element from the stack.
  • Use a results array to store the vertices visited in the order they were traversed

Solutions

Click For Solution

Using an adjacency list:

function depthFirstTraversal(graph, startingVertex) {
  if (!graph.adjacencyList[startingVertex]) {
    return [];
  }

  const visited = {};
  const stack = [startingVertex];
  const result = [];

  visited[startingVertex] = true;

  while (stack.length) {
    const currentVertex = stack.pop();
    result.push(currentVertex);

    graph.adjacencyList[currentVertex].forEach((neighbor) => {
      if (!visited[neighbor]) {
        visited[neighbor] = true;
        stack.push(neighbor);
      }
    });
  }

  return result;
}

Explanation

  • Check if the starting vertex exists in the graph's adjacency list. If it doesn't, return an empty array.
  • Initialize an empty object called visited to store the vertices visited.
  • Initialize a stack with the starting vertex.
  • Initialize an empty array called result to store the vertices visited in the order they were traversed.
  • Mark the starting vertex as visited.
  • While the stack is not empty:
    • Pop a vertex from the stack and push it to the result array.
    • For each neighbor of the vertex:
      • If the neighbor has not been visited:
        • Mark the neighbor as visited.
        • Push the neighbor to the stack.
  • Return the result array.

Test Cases

describe('Graph Depth-First Traversal', () => {
  test('should perform depth-first traversal correctly', () => {
    const g = new Graph();
    g.addVertex('A');
    g.addVertex('B');
    g.addVertex('C');
    g.addVertex('D');
    g.addVertex('E');
    g.addVertex('F');
    g.addVertex('G');

    g.addEdge('A', 'B');
    g.addEdge('A', 'C');
    g.addEdge('B', 'D');
    g.addEdge('C', 'E');
    g.addEdge('D', 'E');
    g.addEdge('D', 'F');
    g.addEdge('E', 'G');
    g.addEdge('F', 'G');

    const result = depthFirstTraversal(g, 'A').sort();
    const expected = ['A', 'B', 'C', 'D', 'E', 'F', 'G'].sort();
    expect(result).toEqual(expected);
  });

  test('should handle loops correctly', () => {
    const g = new Graph();
    g.addVertex('X');
    g.addVertex('Y');
    g.addVertex('Z');

    g.addEdge('X', 'Y');
    g.addEdge('Y', 'Z');
    g.addEdge('Z', 'X');

    const result = depthFirstTraversal(g, 'X').sort();
    const expected = ['X', 'Y', 'Z'].sort();
    expect(result).toEqual(expected);
  });

  test('should return an empty array for an empty graph', () => {
    const g = new Graph();

    expect(depthFirstTraversal(g, 'A')).toEqual([]);
  });
});