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Which approach would you choose and why?

hard🎤 Interviewer Follow-up Q10 of Q15
Bit Manipulation - Bitwise AND of Numbers Range
Suppose you need to find the bitwise AND of all numbers in the range [left, right], but now the numbers are 64-bit unsigned integers and the range can be extremely large (up to 2^64). Which approach would you choose and why?
ABrute force iteration over the range since 64-bit numbers are manageable
BUse the bit-clearing optimal approach since it depends on differing bits, which is efficient even for large ranges
CUse a segment tree to store AND values for subranges
DBetter approach shifting both numbers until equal, as it scales logarithmically with number size
Step-by-Step Solution
Solution:
  1. Step 1: Consider the input size: 64-bit numbers with huge ranges

    Brute force is impossible due to range size; segment tree is impractical for 2^64 range.
  2. Step 2: Compare shifting approach and bit-clearing approach

    Shifting approach is O(log right), but bit-clearing approach depends on differing bits, which is at most 64, making it efficient.
  3. Step 3: Choose bit-clearing approach for guaranteed efficiency on large 64-bit ranges

    It runs in O(k) where k ≤ 64, constant time for fixed bit width.
  4. Final Answer:

    Option B -> Option B
  5. Quick Check:

    Bit-clearing approach scales best for large 64-bit ranges [OK]
Quick Trick: Bit-clearing approach runs in O(number of differing bits) ≤ 64 [OK]
Common Mistakes:
MISTAKES
  • Choosing brute force or segment tree for huge ranges
  • Ignoring bit width limits
Trap Explanation:
PITFALL
  • Candidates may pick shifting approach without realizing bit-clearing is more efficient for fixed bit width.
Interviewer Note:
CONTEXT
  • Tests ability to select scalable approach for very large input sizes.
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