On 04/16/2015 01:03 AM, Jim Mooney wrote:
Why does Fraction interpret a number and string so differently? They come
out the same, but it seems rather odd
from fractions import Fraction
Fraction(1.64)
Fraction(7385903388887613, 4503599627370496)
Fraction("1.64")
Fraction(41, 25)
41/25
1.64
7385903388887613 / 4503599627370496
1.64
When a number isn't an exact integer (and sometimes when the integer is
large enough), some common computer number formats cannot store the
number exactly. Naturally we know about transcendentals, which cannot
be stored exactly in any base. PI and E and the square-root of two are
three well known examples.
But even rational numbers cannot be stored exactly unless they happen to
match the base you're using to store them. For example, 1/3 cannot be
stored exactly in any common base. In decimal, it'd be a repeating set
of 3's. And whenever you stopped putting down threes, you've made an
approximation.
0.3333333333
Python defaults to using a float type, which is a binary floating point
representation that uses the special hardware available in most recent
computers. And in fact, when you use a literal number in your source,
it's converted to a float by the compiler, not stored as the digits you
typed.
The number you specified in decimal, 1.64, is never going to be stored
in a finite number of binary bits, in a float.
>>> from fractions import Fraction
>>> from decimal import Decimal
>>> y = 1.64
Conversion to float appens at compile time, so the value given to y is
already approximate.
roughly equivalent to the following
>>> y = float("1.64")
>>> Fraction(y)
Fraction(7385903388887613, 4503599627370496)
If you converted it in string form instead to Decimal, then the number
you entered would be saved exactly.
>>> x = Decimal("1.64")
This value is stored exactly.
>>> x
Decimal('1.64')
>>> Fraction(x)
Fraction(41, 25)
Sometimes it's convenient to do the conversion in our head, as it were.
Since 1.64 is shorthand for 164/100, we can just pass those integers to
Fraction, and get an exact answer again.
>>> Fraction(164, 100)
Fraction(41, 25)
Nothing about this says that Decimal is necessarily better than float.
It appears better because we enter values in decimal form and to use
float, those have to be converted, and there's frequently a loss during
conversion. But Decimal is slower and takes more space, so most current
languages use binary floating point instead.
I implemented the math on a machine 40 years ago where all user
arithmetic was done in decimal floating point. i thought it was a good
idea at the time because of a principle I called "least surprise."
There were roundoff errors, but only in places where you'd get the same
ones doing it by hand.
History has decided differently. When the IEEE committee first met,
Intel already had its 8087 implemented, and many decisions were based on
what that chip could do and couldn't do. So that standard became the
default standard that future implementations would use, whatever company.
--
DaveA
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