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DSA Rustprogramming~30 mins

Rat in a Maze Problem in DSA Rust - Build from Scratch

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Rat in a Maze Problem
📖 Scenario: Imagine a small rat trying to find its way out of a maze. The maze is a grid where some paths are blocked and some are open. The rat can only move right or down. Your job is to help the rat find a path from the top-left corner to the bottom-right corner.
🎯 Goal: Build a Rust program that represents the maze as a 2D array, sets up a helper variable for the maze size, uses a loop to find a path for the rat, and finally prints the path taken by the rat.
📋 What You'll Learn
Create a 2D vector called maze with the exact values [[1, 0, 0, 0], [1, 1, 0, 1], [0, 1, 0, 0], [1, 1, 1, 1]]
Create a variable called n and set it to the size of the maze (4)
Use a function called solve_maze that takes maze and n and returns a 2D vector solution showing the path
Print the solution matrix where 1s show the path and 0s show blocked or unused cells
💡 Why This Matters
🌍 Real World
Maze solving algorithms are used in robotics for pathfinding and navigation in unknown environments.
💼 Career
Understanding recursive backtracking and pathfinding is important for software engineers working on AI, games, and robotics.
Progress0 / 4 steps
1
Create the maze grid
Create a 2D vector called maze with these exact values: [[1, 0, 0, 0], [1, 1, 0, 1], [0, 1, 0, 0], [1, 1, 1, 1]]
DSA Rust
Hint

Use vec![vec![...], vec![...], ...] to create a 2D vector in Rust.

2
Set the maze size
Create a variable called n and set it to the size of the maze (4)
DSA Rust
Hint

Use let n = 4; to store the maze size.

3
Implement the maze solving function
Write a function called solve_maze that takes maze and n and returns a 2D vector solution showing the path. Use a helper function solve with parameters maze, x, y, solution, and n to find the path recursively. Mark path cells with 1 in solution.
DSA Rust
Hint

Use recursion to try moving right and down. Mark the path in solution with 1s.

4
Print the solution path
Print the solution matrix row by row in main. Use a loop to print each row as space-separated numbers.
DSA Rust
Hint

Use nested loops to print each row and each value separated by spaces.

Practice

(1/5)
1. What is the main goal of the Rat in a Maze problem in data structures?
easy
A. Find a path from the start to the destination in a maze
B. Count the total number of cells in the maze
C. Calculate the shortest distance between two points in a graph
D. Sort the maze cells in ascending order

Solution

  1. Step 1: Understand the problem goal

    The Rat in a Maze problem asks to find a path from the start cell (usually top-left) to the destination cell (usually bottom-right) in a maze represented by a grid.
  2. Step 2: Identify the correct goal

    The goal is not counting cells, sorting, or shortest distance but finding a valid path through allowed cells.
  3. Final Answer:

    Find a path from the start to the destination in a maze -> Option A
  4. Quick Check:

    Goal = Find path [OK]
Hint: Focus on pathfinding, not counting or sorting [OK]
Common Mistakes:
  • Confusing pathfinding with counting cells
  • Thinking it finds shortest path always
  • Mixing it with sorting or graph distance problems
2. Which of the following Rust function signatures is correct for a recursive function solving the Rat in a Maze problem?
easy
A. fn solve_maze(maze: Vec<i32>, x: usize, y: usize) -> Vec<(usize, usize)>
B. fn solve_maze(maze: Vec, x: i32, y: i32) -> i32
C. fn solve_maze(maze: &mut Vec<i32>, x: usize, y: usize) -> bool
D. fn solve_maze(maze: &Vec, x: usize, y: usize, path: &mut Vec<(usize, usize)>) -> bool

Solution

  1. Step 1: Check parameter types for maze and coordinates

    The maze is a 2D grid, so it should be a reference to a vector of vectors of integers (&Vec). Coordinates are usize for indexing.
  2. Step 2: Check return type and path parameter

    The function returns bool to indicate success and uses a mutable path vector to store the route.
  3. Final Answer:

    fn solve_maze(maze: &Vec, x: usize, y: usize, path: &mut Vec<(usize, usize)>) -> bool -> Option D
  4. Quick Check:

    Correct signature uses references and bool return [OK]
Hint: Use references for maze and bool return for success [OK]
Common Mistakes:
  • Passing maze by value causing unnecessary copying
  • Using wrong coordinate types (i32 instead of usize)
  • Returning wrong types like i32 or Vec instead of bool
3. Given the following Rust code snippet for Rat in a Maze, what will be printed?
fn main() {
    let maze = vec![
        vec![1, 0, 0, 0],
        vec![1, 1, 0, 1],
        vec![0, 1, 0, 0],
        vec![1, 1, 1, 1],
    ];
    let mut path = Vec::new();
    if solve_maze(&maze, 0, 0, &mut path) {
        println!("Path found: {:?}", path);
    } else {
        println!("No path found");
    }
}

fn solve_maze(maze: &Vec, x: usize, y: usize, path: &mut Vec<(usize, usize)>) -> bool {
    let n = maze.len();
    if x == n - 1 && y == n - 1 {
        path.push((x, y));
        return true;
    }
    if x < n && y < n && maze[x][y] == 1 {
        path.push((x, y));
        if x + 1 < n && solve_maze(maze, x + 1, y, path) {
            return true;
        }
        if y + 1 < n && solve_maze(maze, x, y + 1, path) {
            return true;
        }
        path.pop();
    }
    false
}
medium
A. Path found: [(0, 0), (1, 0), (1, 1), (2, 1), (3, 1), (3, 2), (3, 3)]
B. Path found: [(0, 0), (0, 1), (1, 1), (2, 1), (3, 1), (3, 2), (3, 3)]
C. No path found
D. Path found: [(0, 0), (1, 0), (2, 0), (3, 0), (3, 1), (3, 2), (3, 3)]

Solution

  1. Step 1: Trace the recursive calls from (0,0)

    Start at (0,0) which is 1 (allowed). Try moving down to (1,0) which is 1, then (2,0) is 0 (blocked), so backtrack. Then try right from (1,0) to (1,1) which is 1.
  2. Step 2: Continue path to destination

    From (1,1), down to (2,1) is 1, then down to (3,1) is 1, right to (3,2) is 1, and right to (3,3) is 1 (destination). Path is [(0,0),(1,0),(1,1),(2,1),(3,1),(3,2),(3,3)].
  3. Final Answer:

    Path found: [(0, 0), (1, 0), (1, 1), (2, 1), (3, 1), (3, 2), (3, 3)] -> Option A
  4. Quick Check:

    Recursive path = Path found: [(0, 0), (1, 0), (1, 1), (2, 1), (3, 1), (3, 2), (3, 3)] [OK]
Hint: Follow down then right moves recursively [OK]
Common Mistakes:
  • Assuming path goes right first instead of down
  • Not backtracking correctly on blocked cells
  • Confusing coordinates order in path
4. Identify the bug in this Rust code snippet for Rat in a Maze and select the fix:
fn solve_maze(maze: &Vec, x: usize, y: usize, path: &mut Vec<(usize, usize)>) -> bool {
    let n = maze.len();
    if x == n - 1 && y == n - 1 {
        path.push((x, y));
        return true;
    }
    if x < n && y < n && maze[x][y] == 1 {
        path.push((x, y));
        if solve_maze(maze, x + 1, y, path) {
            return true;
        }
        if solve_maze(maze, x, y + 1, path) {
            return true;
        }
        path.pop();
    }
    false
}
medium
A. Change maze parameter to mutable reference
B. Remove path.pop() to keep all visited cells
C. Add boundary checks before recursive calls to avoid out-of-bounds
D. Return i32 instead of bool for success

Solution

  1. Step 1: Analyze recursive calls for boundary safety

    The recursive calls use x+1 and y+1 without checking if they exceed maze size, risking out-of-bounds panic.
  2. Step 2: Fix by adding boundary checks before recursion

    Adding checks like x + 1 < n and y + 1 < n before calling solve_maze prevents invalid indexing.
  3. Final Answer:

    Add boundary checks before recursive calls to avoid out-of-bounds -> Option C
  4. Quick Check:

    Boundary checks prevent panic [OK]
Hint: Always check indices before recursive calls [OK]
Common Mistakes:
  • Ignoring index bounds causing runtime panic
  • Changing maze to mutable unnecessarily
  • Removing path.pop() causing wrong paths
5. You want to modify the Rat in a Maze solution in Rust to find all possible paths from start to finish instead of just one. Which approach is best?
hard
A. Use a queue to perform breadth-first search and return the shortest path only
B. Return a vector of paths and explore all possible moves recursively without stopping at first success
C. Stop recursion as soon as one path is found to save time
D. Modify the maze to mark visited cells permanently to avoid revisiting

Solution

  1. Step 1: Understand requirement to find all paths

    Finding all paths means exploring every possible route without stopping at the first success.
  2. Step 2: Use recursion to explore all moves and collect paths

    Return a vector of paths and do not return early. Backtrack properly to explore all options.
  3. Final Answer:

    Return a vector of paths and explore all possible moves recursively without stopping at first success -> Option B
  4. Quick Check:

    Explore all paths recursively [OK]
Hint: Collect all paths, don't stop at first success [OK]
Common Mistakes:
  • Stopping recursion early losing other paths
  • Using BFS only for shortest path, not all paths
  • Marking visited permanently blocking other paths
Recommended

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10 questions~5 mineasy hard