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Suppose you need to check if a floating-point number x is an exact power of four (e.g., 4^k for integer k). Which approach would be most suitable?

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Bit Manipulation - Power of Four
Suppose you need to check if a floating-point number x is an exact power of four (e.g., 4^k for integer k). Which approach would be most suitable?
AUse iterative division by 4 after converting to integer
BUse logarithm with tolerance to handle floating point precision
CUse bit manipulation with masks on the floating-point bits
DUse dynamic programming to store powers of four
Step-by-Step Solution
Solution:
  1. Step 1: Understand floating-point challenges

    Bit manipulation on floats is complex and unreliable; iterative division requires integer input.
  2. Step 2: Consider logarithm approach

    Floating point precision errors make exact equality checks unreliable, so use tolerance.
  3. Step 3: Use logarithm with tolerance

    Check if log base 4 of x is close to an integer within a small epsilon.
  4. Final Answer:

    Option B -> Option B
  5. Quick Check:

    Logarithm with tolerance handles floating point precision issues [OK]
Quick Trick: Floating point needs tolerance or precomputed checks [OK]
Common Mistakes:
MISTAKES
  • Using direct bitmask on floats
  • Assuming log equality is exact
Trap Explanation:
PITFALL
  • Candidates often apply integer bit tricks to floats incorrectly.
Interviewer Note:
CONTEXT
  • Tests handling of floating point variants and approach adaptation
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