Using "Decimal" in Python

Question

Can someone please explain what's happening below: (I use Python 3.3)

1. >>> Decimal("0.1") + Decimal("0.1") + Decimal("0.1") - Decimal("0.3")
       Decimal('0.0')

2. >>> Decimal(0.1) + Decimal(0.1) + Decimal(0.1) - Decimal(0.3)
       Decimal('2.775557561565156540423631668E-17')

3. >>> Decimal(0.1 + 0.1 + 0.1 - 0.3)
       Decimal('5.5511151231257827021181583404541015625E-17')

I know it has to do with floating point limitation, I'd be glad if someone can explain why

What has the " " got to do with the difference between example 1 and 2 above
Why does 2 produce a difference answer from 3 given that both have no " "?

NPE · Accepted Answer · 2013-01-28 22:26:44Z

9

In a nutshell, neither 0.1 nor 0.3 can be represented exactly as float:

In [3]: '%.20f' % 0.1
Out[3]: '0.10000000000000000555'

In [4]: '%.20f' % 0.3
Out[4]: '0.29999999999999998890'

Consequently, when you use 0.1 or 0.3 to initialize Decimal(), the resulting value is approximately 0.1 or 0.3.

Using strings ("0.1" or "0.3") does not have this problem.

Finally, your second example produces a different result to your third example because, even though both involve implicit rounding, they involve rounding to a different number of decimal places.

edited Jan 28, 2013 at 22:26

answered Jan 28, 2013 at 22:09

NPE

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