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HomeBackend DevelopmentPython TutorialHow to Precisely Truncate Float Values Without Rounding?

How to Precisely Truncate Float Values Without Rounding?

How to Get Precisely Truncated Float Values?

Truncating float values, or removing digits beyond a specified number of decimal places, is a common operation in programming. However, achieving accurate truncation without rounding can be challenging due to the limitations of floating-point representation.

Understanding the Issue

Consider the example:

1.923328437452 -> 1.923

A naive approach would be to convert the float to a string and truncate it, but this can lead to errors due to the imprecise nature of floating-point representations. Different floating-point values may have the same binary representation, resulting in ambiguous truncation.

For Python versions 2.7 and above, the following function provides accurate truncation without rounding:

def truncate(f, n):
    '''Truncates/pads a float f to n decimal places without rounding'''
    s = '{}'.format(f)
    if 'e' in s or 'E' in s:
        return '{0:.{1}f}'.format(f, n)
    i, p, d = s.partition('.')
    return '.'.join([i, (d+'0'*n)[:n]])

Explanation

The core of this method is to convert the float to a string using '{}'.format(f) and truncate the string to the desired number of decimal places. For values in scientific notation ('e' or 'E'), the '{0:.{1}f}'.format(f, n) syntax is used to specify the precision.

Handling Special Cases

In rare cases, floats very close to round numbers may still be truncated incorrectly. For such cases, specify a higher precision to ensure that rounding during string conversion does not affect the result.

Alternatives for Older Python Versions

For Python versions below 2.7, a less accurate method involves rounding the float to 12 decimal places before truncation:

def truncate(f, n):
    '''Truncates/pads a float f to n decimal places without rounding'''
    s = '%.12f' % f
    i, p, d = s.partition('.')
    return '.'.join([i, (d+'0'*n)[:n]])

Conclusion

This code provides a robust solution for truncating float values without rounding, ensuring accurate truncation for a wide range of inputs.

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