
Problem Statement
The problem involves finding all "powerful integers" that can be derived using two integers, (x) and (y), such that the sum of (x) raised to the power (i) and (y) raised to the power (j) ((x^i + y^j)) does not exceed a given integer (bound). Both (i) and (j) are non-negative integers (i.e., (i, j \geq 0)). The goal is to return a list of these integers where each value is unique and the list can be in any order.
To contextualize, a "powerful integer" is an integer that can be formed as the sum of two terms, where each term is a power of (x) or (y). Given (x), (y), and the upper constraint (bound), the challenge is to find all such integers that fit the criteria specified above.
Examples
Example 1
Input:
x = 2, y = 3, bound = 10
Output:
[2,3,4,5,7,9,10]
Explanation:
2 = 20 + 30 3 = 21 + 30 4 = 20 + 31 5 = 21 + 31 7 = 22 + 31 9 = 23 + 30 10 = 20 + 32
Example 2
Input:
x = 3, y = 5, bound = 15
Output:
[2,4,6,8,10,14]
Constraints
1 <= x, y <= 100
0 <= bound <= 106
Approach and Intuition
The task requires generating all possible sums (x^i + y^j) that are less than or equal to (bound). Here’s how to tackle it:
To generate powerful integers, we need to consider raising (x) and (y) to various powers starting from zero. However, due to rapid growth in value (especially when (x) or (y) are larger), these values can quickly exceed (bound). To optimize this, we'll need to establish upper limits for (i) and (j).
Determine the maximum values for (i) and (j) based on (bound):
- If (x = 1), increasing (i) does not increase the value of (x^i) (it always equals 1); hence, looping over (i) continually won't make a difference unless (y > 1).
- Use logarithmic calculations to find when (x^i) or (y^j) will exceed (bound) to set practical limits for (i) and (j). The maximum value of (i) (and similarly for (j)) can be approximated by using: ( \text{log}(bound) / \text{log}(x) ), given (x) is not 1.
Use nested loops to iterate over possible values of (i) and (j) up to their respective maximums:
- For each combination of (i) and (j), compute (x^i + y^j).
- If the result does not exceed (bound), store it in a set (to ensure uniqueness).
Once all combinations have been checked, convert the set of powerful integers into a list to be returned as the result.
Example Interpretation
Example 1: Given (x = 2), (y = 3), and (bound = 10), the function should consider indices where powers like (2^0, 2^1), and (3^0, 3^1) up to their respective limits such that the sum remains within the bound of 10. This is efficiently executed through the steps outlined, focusing particularly on constraints to prevent unnecessary calculations.
Example 2: With (x = 3), (y = 5), and (bound = 15), we explore combinations similarly, ensuring that only combinations that sum up to 15 or less are considered, using the methodology to efficiently halt exploration when the sum exceeds (bound).
This procedure effectively leverages computational resources by focusing only on feasible calculations, ensures uniqueness with the set data structure, and respects given constraints for producing the final list of powerful integers.
Solutions
- Java
- Python
class Solution {
public List<Integer> calculatePowerfulIntegers(int base1, int base2, int limit) {
int maxExponent1 = base1 == 1 ? limit : (int) (Math.log(limit) / Math.log(base1));
int maxExponent2 = base2 == 1 ? limit : (int) (Math.log(limit) / Math.log(base2));
HashSet<Integer> result = new HashSet<Integer>();
for (int i = 0; i <= maxExponent1; i++) {
for (int j = 0; j <= maxExponent2; j++) {
int sum = (int) Math.pow(base1, i) + (int) Math.pow(base2, j);
if (sum <= limit) {
result.add(sum);
}
if (base2 == 1) {
break;
}
}
if (base1 == 1) {
break;
}
}
return new ArrayList<Integer>(result);
}
}
Create a Java function that calculates powerful integers within a given limit using two bases. This function, calculatePowerfulIntegers
, utilizes two inputs, base1
and base2
alongside a limit
to derive all unique integers that can be expressed as the sum of any integer powers of base1
and base2
.
Overview of the implementation:
- First, determine the maximum exponents (
maxExponent1
forbase1
andmaxExponent2
forbase2
) such that the base raised to these powers does not exceed the limit. Utilize logarithmic calculations to determine this, unless the base is 1, in which case set the maximum exponent to the limit directly to accommodate the case where any power of 1 is always 1. - Utilize a
HashSet
to store results, ensuring all values are unique. - Employ nested loops to iterate over all combinations of the possible powers of
base1
andbase2
up to their respective maximum exponent values. - For each combination, calculate the sum of the two powers. If this sum is less than or equal to the limit, add it to the
result
set. - The nested loop is exited prematurely if one of the bases is 1 because further calculations would only duplicate results already considered.
- Finally, convert the
HashSet
to anArrayList
to provide the resulting list of powerful integers.
This approach efficiently handles the calculations without redundant checks, and by using a HashSet
, it naturally avoids listing any duplicate results.
class Solution:
def generatePowerfulIntegers(self, x: int, y: int, upperBound: int) -> List[int]:
max_i = upperBound if x == 1 else int(log(upperBound, x))
max_j = upperBound if y == 1 else int(log(upperBound, y))
result_set = set()
for i in range(max_i + 1):
for j in range(max_j + 1):
current_sum = x**i + y**j
if current_sum <= upperBound:
result_set.add(current_sum)
if y == 1:
break
if x == 1:
break
return list(result_set)
This solution defines a method generatePowerfulIntegers
to find all different powerful integers that have a value less than or equal to a given upper bound. Powerful integers are formed by summing the powers of two given integers x
and y
.
- Calculate the maximum power index for
x
andy
using logarithmic calculations to avoid unnecessary computations. - Initialize a set
result_set
to store unique sums. - Implement nested loops iterating up to the calculated maximum indices for both
x
andy
. - For each combination, compute the sum of the current power values of
x
andy
. - Check if this sum is within the upper bound constraint.
- Add it to the set if it is within the constraints to ensure all sums are unique.
- Efficiently minimize computations by stopping the inner loop if
y
equals 1 and similarly the outer loop ifx
equals 1 since further loop iterations would produce redundant results. - Convert the set into a list to get the final result of unique powerful integers within the specified limit.
This code efficiently handles different conditions and edge cases, such as when x
or y
is 1, and utilizes mathematical optimizations to reduce unnecessary computations.
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