Sunday, 1 December 2024

Bitwise and Precision in Python



a = (1 << 52)

print((a + 0.5) == a)

Code Explanation:


a = (1 << 52)
print((a + 0.5) == a)
  1. 1 << 52:
    • The << operator is a bitwise left shift.
    • 1 << 52 shifts the binary representation of 1 to the left by 52 places, resulting in 2522^{52}.
    • So, a = 1 << 52 sets a to 2522^{52}, which is 4,503,599,627,370,496.
  2. a + 0.5:
    • Adds 0.5 to the value of a. In this case, a+0.5=4,503,599,627,370,496.5a + 0.5 = 4,503,599,627,370,496.5.
  3. Equality Check (==):

    • The expression (a + 0.5) == a compares whether a+0.5a + 0.5 is equal to aa.

Why does the result evaluate to True?

This happens because of the limitations of floating-point precision in Python:

  • Python uses 64-bit floating-point numbers (IEEE 754 standard).
  • A 64-bit floating-point number can precisely represent integers up to 2532^{53} (inclusive), but not fractional values beyond this precision.
  • 252=4,503,599,627,370,4962^{52} = 4,503,599,627,370,496 is close to the upper limit of this precision. When adding 0.5 to 2522^{52}, the fractional part (0.5) is effectively rounded off due to the lack of precision.
  • As a result, a+0.5a + 0.5 is rounded back to a, making (a + 0.5) == a evaluate to True.

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