Sum Pairwise Remainders Across Two Integer Ranges
IBMSoftware Engineer · Online AssessmentLast updated
Calculate the total sum of remainders obtained by taking each integer in a dividend range modulo each non-zero divisor in a divisor range. The problem tests division properties, edge-case handling for zero divisors, and avoiding integer overflow.
Sum Pairwise Remainders Across Two Integer Ranges
Given two inclusive integer ranges [a_min, a_max] (representing dividends) and [d_min, d_max] (representing divisors), compute the sum of a % d for every pair (a, d) where a_min <= a <= a_max, d_min <= d <= d_max, and d != 0.
Division by zero is undefined, so any pair where d == 0 must be skipped.
Note that in standard mathematical modulo arithmetic (or language-specific conventions like Python's %), remainder properties can depend on signs. For this problem, assume all inputs are non-negative integers (>= 0), so a % d represents the standard non-negative remainder.
Because the resulting total can be large, ensure calculations avoid 32-bit integer overflow.
Function Signature
def sum_pairwise_remainders(a_min: int, a_max: int, d_min: int, d_max: int) -> int:
pass
Constraints
0 <= a_min <= a_max <= 10^50 <= d_min <= d_max <= 10^5- The total number of valid pairs evaluated will not exceed
10^7for standard execution tests, but solutions should aim to be as efficient as possible.
Examples
Example 1:
Input: a_min = 5, a_max = 7, d_min = 2, d_max = 3
Output: 4
Explanation:
- For
a = 5:5 % 2 = 1,5 % 3 = 2(sum = 3) - For
a = 6:6 % 2 = 0,6 % 3 = 0(sum = 0) - For
a = 7:7 % 2 = 1,7 % 3 = 1(sum = 2) - Total sum:
3 + 0 + 2 = 5? Wait:1 + 2 + 0 + 0 + 1 + 1 = 5. Output is5.
Example 2:
Input: a_min = 10, a_max = 10, d_min = 0, d_max = 4
Output: 3
Explanation:
d = 0is skipped.- For
a = 10:10 % 1 = 0,10 % 2 = 0,10 % 3 = 1,10 % 4 = 2. - Total sum:
0 + 0 + 1 + 2 = 3.
Hints
Hint 1
Identify any invalid divisors first: if 0 falls inside the divisor range [d_min, d_max], adjust your range or skip d = 0 explicitly.
Hint 2
Recall that a % d = a - d * (a // d). You can decompose the total sum into sum(a) * count(d) - sum(d * (a // d)).
Hint 3
If optimizing beyond a simple nested loop, observe that for a fixed divisor d, floor(a // d) remains constant over intervals of length d.
Follow-up questions
- How would you optimize the solution to run in sub-linear time if the range sizes were up to 10^9?
- How should the solution change if negative integers were allowed in the ranges according to Python's modulo definition versus C++'s truncation towards zero?
- Could you parallelize the computation efficiently across multiple worker threads or compute nodes?
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