
Problem Statement
In this intriguing problem, we take a concept from the game of chess, specifically the knight's movement, and merge it with the layout of a typical phone pad used in telecommunication devices. A chess knight has a very specific way of moving - it can jump in an 'L' shape which means either two squares in one direction (horizontal or vertical) and then one square perpendicular to that direction or vice versa.
We are presented with a phone pad, where the knight can start on any of the digit-marked cells. From this starting position, the knight will make a sequence of jumps, following its unique movement pattern, to dial a phone number of a specified length, n
. The challenge lies in calculating the number of distinct phone numbers of length n
that can be dialed using these movements, starting from any digit cell.
For performance reasons, since the numbers can get extremely large with bigger n
, the result should be returned modulo 10^9 + 7
, a common modulus to prevent overflow and manage large numbers in computational problems.
Examples
Example 1
Input:
n = 1
Output:
10
Explanation:
We need to dial a number of length 1, so placing the knight over any numeric cell of the 10 cells is sufficient.
Example 2
Input:
n = 2
Output:
20
Explanation:
All the valid number we can dial are [04, 06, 16, 18, 27, 29, 34, 38, 40, 43, 49, 60, 61, 67, 72, 76, 81, 83, 92, 94]
Example 3
Input:
n = 3131
Output:
136006598
Explanation:
Please take care of the mod.
Constraints
1 <= n <= 5000
Approach and Intuition
Given the unique problem constraints and the large potential value of n
, an efficient approach is crucial. Here is the planned approach based on understanding from the examples and constraints:
Initial Setup:
- Define the phone pad layout. It typically looks like the digit placement on a mobile phone or an ATM machine - digits 0 through 9 placed in a specific order.
- Map the knight’s valid moves from each digit. Each digit will have certain reachable digits considering the knight's 'L' move.
Dynamic Programming Approach:
- Use a dynamic programming array where
dp[k][digit]
represents the number of different phone numbers of lengthk
that end with thedigit
. - Initialize for the base case where the length of the phone number is 1 (
dp[1][digit] = 1
for all digits) since any solo digit is a valid number of length 1.
- Use a dynamic programming array where
Build the DP Table:
- For each length
k
from 2 ton
, update the dp table based on the possible knight moves. For each digit (from 0 to 9), look at the digits that can be reached from it following a knight's move, and aggregate the counts fromdp[k-1][reachable_digit]
. - This builds up the count of valid numbers for increasing lengths incrementally.
- For each length
Modulo Operation:
- Since the numbers can be quite large, integrate the modulo
10^9 + 7
during the calculation to keep the numbers manageable and avoid overflow. - Sum up
dp[n][digit]
for all digits from 0 to 9 to get the final result for numbers of lengthn
.
- Since the numbers can be quite large, integrate the modulo
Result Compilation:
- The sum, taken modulo
10^9 + 7
, gives the count of distinct phone numbers of lengthn
that the knight can dial starting from any numeric cell on the phone pad.
- The sum, taken modulo
Following this method ensures that we leverage previous calculations, making the process efficient even for large values of n
. This dynamic and modular approach helps efficiently solve the problem while keeping within the constraints provided.
Solutions
- C++
- Java
- Python
class Solution {
public:
int dialKnight(int steps) {
if (steps == 1) {
return 10;
}
int posA = 4, posB = 2, posC = 2, posD = 1;
int MODULO = 1e9 + 7;
for (int step = 0; step < steps - 1; step++) {
int nextA = posA, nextB = posB, nextC = posC, nextD = posD;
posA = ((2 * nextB) % MODULO + (2 * nextC) % MODULO) % MODULO;
posB = nextA;
posC = (nextA + (2 * nextD) % MODULO) % MODULO;
posD = nextC;
}
int res = (posA + posB) % MODULO;
res = (res + posC) % MODULO;
return (res + posD) % MODULO;
}
};
The "Knight Dialer" problem involves calculating the number of unique phone numbers that can be dialed using knight moves on a standard keypad. Your task is to compute the possibilities using a dynamic programming approach in C++.
Start by initializing the phone pad positions
posA
,posB
,posC
, andposD
representing the numbers of possible sequences ending at different groups of keys.Use a modulo constant
MODULO
for large numbers as1e9 + 7
to prevent overflow.Use a loop to iterate through the required number of steps minus one, recalculating the position values based on the knight's move possibilities:
posA
will update based on the current positions atposB
andposC
.posB
takes the value from the previousposA
.posC
updates consideringposD
andposA
.posD
takes the value from the previousposC
.
After iterating through the steps, combine the results from all ending positions (
posA
,posB
,posC
,posD
) using modulo arithmetic to get the total number of sequences.Return the result which is the total count of all unique dialable numbers.
Apply these concepts in a method dialKnight
that handles the computation for a given number of steps. The result is efficiently calculated using transitions derived from possible knight moves on the keypad.
class Solution {
public int dialerKnight(int steps) {
if (steps == 1) {
return 10;
}
int X = 4;
int Y = 2;
int Z = 2;
int W = 1;
int MODULO = (int) 1e9 + 7;
for (int j = 0; j < steps - 1; j++) {
int newX = X;
int newY = Y;
int newZ = Z;
int newW = W;
X = ((2 * newY) % MODULO + (2 * newZ) % MODULO) % MODULO;
Y = newX;
Z = (newX + (2 * newW) % MODULO) % MODULO;
W = newZ;
}
int result = (X + Y) % MODULO;
result = (result + Z) % MODULO;
return (result + W) % MODULO;
}
}
The "Knight Dialer" algorithm calculates the number of different phone numbers that can potentially be dialed using a knight chess move pattern on a standard 3x4 number pad. Here's a concise breakdown of how the solution in Java works:
- Initialize variables for various counters (
X
,Y
,Z
,W
) corresponding to the position of a knight after making certain moves. - Use a loop controlled by given input
steps
. For each iteration, calculate new positions based on the knight's possible moves and update the counters. - Use modulus operation with
MODULO = 1e9 + 7
(common in algorithm challenges to prevent overflow and maintain numbers manageable). - Update the counters
(X, Y, Z, W)
considering potential symmetries and overlapping moves on a typical phone keypad layout. - At the end of all iterations, aggregate the counters modulo
1e9 + 7
to get the final number of unique numbers that can be dialed.
Ensure proper initialization before the loop begins to cover edge cases (here for steps == 1
), resulting in an immediate return value of 10, representing one starting step from each dial pad number without any moves. The program iteratively handles transitions of knight moves and accumulates the result efficiently using simple arithmetic operations and modulus to prevent integer overflow.
class Dialer:
def calculateMoves(self, steps: int) -> int:
if steps == 1:
return 10
countA = 4
countB = 2
countC = 2
countD = 1
MODULO = 10 ** 9 + 7
for i in range(steps - 1):
countA, countB, countC, countD = (2 * (countB + countC)) % MODULO, countA, (countA + 2 * countD) % MODULO, countC
return (countA + countB + countC + countD) % MODULO
The Knight Dialer problem involves calculating the number of distinct phone numbers of given length that can be dialed using a keypad, where the movement of the "knight" follows the rules similar to the knight in chess. Understanding your Python solution to this problem requires knowledge of dynamic programming and modular arithmetic.
- Initialize the function
calculateMoves
that takessteps
—the length of the phone number—as an input parameter. - Use base case handling such that if
steps
equals 1, the function returns 10. This indicates that from any number on the dial pad, you can dial any of the 10 digits. - Set variables
countA
,countB
,countC
, andcountD
to represent different start positions on the keypad that have varying degrees of freedom to move. Their initial values correspond to their respective points on a typical dial pad accessible by the knight. - Define
MODULO
as(10**9 + 7)
to ensure all results are computed under this modulo, a common technique to avoid large number computations. - Employ a for loop to iterate from the second step up to
steps - 1
and recalculate countscountA
,countB
,countC
, andcountD
based on prior values. This process accounts for how the knight moves from one key to another, adjusting for the number of unique numbers that can be produced. - After completing the iterations, sum up all counts and take modulo
10**9 + 7
of the result to get the final count of the distinct phone numbers that can be dialed.
By the time the computation ends, calculateMoves
returns the total number of unique dialable numbers for steps
number of movements, taking modulo 10**9 + 7
with the current state of counts.
This solution efficiently uses dynamic programming to simplify a potentially complex computational problem by breaking it down into simpler subproblems with optimized calculations through each loop iteration.
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