What if you could instantly find the cheapest way through a maze of city blocks without trying every path?
Why Minimum Path Sum in Grid in DSA C?
Imagine you are walking through a city grid from the top-left corner to the bottom-right corner. Each block has a cost to cross, like traffic or tolls. You want to find the cheapest path to reach your destination.
Trying every possible path manually is slow and confusing because the number of paths grows very fast. You might miss the cheapest route or waste time checking paths that are too expensive.
The Minimum Path Sum method uses a smart way to remember the cheapest cost to reach each block. It builds up the answer step by step, so you don't repeat work and quickly find the cheapest path.
int minPathSum(int grid[][100], int rows, int cols) {
// Try all paths recursively - very slow
// No memory of past results
}int minPathSum(int grid[][100], int rows, int cols) { int dp[rows][cols]; // Fill dp with minimum sums step by step // Use dp to avoid repeated work }
This method lets you quickly find the cheapest route in a grid, saving time and effort even for large maps.
Delivery drivers use this to find the cheapest route through city blocks with different traffic costs, saving fuel and time.
Manual checking of all paths is too slow and error-prone.
Dynamic programming remembers past results to speed up finding the minimum path sum.
This approach helps in real-world route planning and cost optimization.
Practice
Given a grid of numbers, find the path from top-left to bottom-right with the smallest sum. Which is true?Solution
Step 1: Understand the movement constraints
The problem allows moving only right or down from each cell in the grid.Step 2: Identify the goal
The goal is to find the path from the top-left corner to the bottom-right corner with the minimum sum of all numbers on the path.Final Answer:
Find the path with the smallest sum moving only right or down. -> Option AQuick Check:
Minimum path sum = smallest sum with right/down moves [OK]
- Thinking diagonal moves are allowed
- Looking for maximum sum instead of minimum
- Moving left or up which is not allowed
grid with 3 rows and 3 columns filled with zeros?Solution
Step 1: Understand array initialization in C
Initializing a 2D array with zeros can be done by setting all elements to zero using memset after declaration.Step 2: Check each option
int grid[3][3]; memset(grid, 0, sizeof(grid)); declares the array and then uses memset to set all bytes to zero, correctly initializing all elements to zero.Final Answer:
int grid[3][3]; memset(grid, 0, sizeof(grid)); -> Option CQuick Check:
memset sets all elements to zero [OK]
- Using {1} only initializes first element
- Confusing single braces with double braces
- Not including string.h for memset
int grid[2][2] = {{1, 3}, {1, 5}};
int dp[2][2];
dp[0][0] = grid[0][0];
for(int i=1; i<2; i++) dp[0][i] = dp[0][i-1] + grid[0][i];
for(int i=1; i<2; i++) dp[i][0] = dp[i-1][0] + grid[i][0];
for(int i=1; i<2; i++) {
for(int j=1; j<2; j++) {
dp[i][j] = (dp[i-1][j] < dp[i][j-1] ? dp[i-1][j] : dp[i][j-1]) + grid[i][j];
}
}
printf("%d\n", dp[1][1]);Solution
Step 1: Calculate first row and column sums
dp[0][0] = 1
dp[0][1] = 1 + 3 = 4
dp[1][0] = 1 + 1 = 2Step 2: Calculate dp[1][1]
Minimum of dp[0][1] = 4 and dp[1][0] = 2 is 2
dp[1][1] = 2 + 5 = 7Final Answer:
7 -> Option DQuick Check:
Minimum path sum = 7 [OK]
- Adding max instead of min
- Incorrect dp initialization
- Off-by-one errors in loops
int grid[3][3] = {{1,2,3},{4,5,6},{7,8,9}};
int dp[3][3];
dp[0][0] = grid[0][0];
for(int i=1; i<3; i++) dp[0][i] = dp[0][i-1] + grid[0][i];
for(int i=1; i<3; i++) dp[i][0] = dp[i-1][0] + grid[i][0];
for(int i=1; i<3; i++) {
for(int j=1; j<3; j++) {
dp[i][j] = dp[i-1][j] + dp[i][j-1] + grid[i][j];
}
}Solution
Step 1: Analyze dp update formula
The code adds dp[i-1][j] and dp[i][j-1] together plus grid[i][j], which is incorrect.Step 2: Correct dp update
It should take the minimum of dp[i-1][j] and dp[i][j-1], then add grid[i][j].Final Answer:
The dp update adds both dp[i-1][j] and dp[i][j-1] instead of taking the minimum. -> Option AQuick Check:
Use min(dp[i-1][j], dp[i][j-1]) + grid[i][j] [OK]
- Adding dp values instead of min
- Wrong loop ranges
- Not initializing dp[0][0]
int grid[3][3] = {
{1, 3, 1},
{1, 5, 1},
{4, 2, 1}
};Write the minimum path sum from top-left to bottom-right moving only right or down. What is the minimum sum?
Solution
Step 1: Calculate dp first row and column
dp[0][0] = 1
dp[0][1] = 1+3=4
dp[0][2] = 4+1=5
dp[1][0] = 1+1=2
dp[2][0] = 2+4=6Step 2: Calculate inner dp cells
dp[1][1] = min(dp[0][1], dp[1][0]) + 5 = min(4,2)+5=7
dp[1][2] = min(dp[0][2], dp[1][1]) + 1 = min(5,7)+1=6
dp[2][1] = min(dp[1][1], dp[2][0]) + 2 = min(7,6)+2=8
dp[2][2] = min(dp[1][2], dp[2][1]) + 1 = min(6,8)+1=7Final Answer:
7 -> Option BQuick Check:
Minimum path sum = 7 [OK]
- Choosing wrong min between top and left
- Incorrect dp initialization
- Misreading grid values
Ready to prove it?
Pass the test and this pattern moves unknown
