c ++不正确的浮点运算

Question

For the following program:

#include <iostream>
#include <iomanip>
using namespace std;
int main()
{
    for (float a = 1.0; a < 10; a++)
        cout << std::setprecision(30) << 1.0/a << endl;
    return 0;
}

I recieve the following output:

1
0.5
0.333333333333333314829616256247
0.25
0.200000000000000011102230246252
0.166666666666666657414808128124
0.142857142857142849212692681249
0.125
0.111111111111111104943205418749

Which is definitely not right right for the lower place digits, particularly with respect to 1/3,1/5,1/7, and 1/9. things just start going wrong around 10^-16 I would expect to see out put more resembling:

1
0.5
0.333333333333333333333333333333
0.25
0.2
0.166666666666666666666666666666
0.142857142857142857142857142857
0.125
0.111111111111111111111111111111

Is this an inherit flaw in the float class? Is there a way to overcome this and have proper division? Is there a special datatype for doing precise decimal operations? Am I just doing something stupid or wrong in my example?

Answer 1

There are a lot of numbers that computers cannot represent, even if you use float or double-precision float. 1/3, or .3 repeating, is one of those numbers. So it just does the best it can, which is the result you get.

See http://floating-point-gui.de/ , or google float precision, there's a ton of info out there (including many SO questions) on this subject.

To answer your questions -- yes, this is an inherent limitation in both the float class and the double class. Some mathematical programs (MathCAD, probably Mathematica) can do "symbolic" math, which allows calculation of the "correct" answers. In many cases, the round-off error can be managed, even over really complex computations, such that the top 6-8 decimal places are correct. However, the opposite is true as well -- naive computations can be constructed that return wildly incorrect answers.

For small problems like division of whole numbers, you'll get a decent number of decimal place accuracy (maybe 4-6 places). If you use double precision floats, that will go up to maybe 8. If you need more... well, I'd start questioning why you want that many decimal places.

Answer 2

First of all, since your code does 1.0/a , it gives you double ( 1.0 is a double value, 1.0f is float ) as the rules of C++ (and C) always extends a smaller type to the larger one if the operands of an operation is different size (so, int + char makes the char into an int before adding the values, long + int will make the int long, etc, etc).

Second floating point values have a set number of bits for the "number". In float, that is 23 bits (+ 1 'hidden' bit), and in double it's 52 bits (+1). Yet get approximately 3 digits per bit (exactly: log2(10), if we use decimal number representation), so a 23 bit number gives approximately 7-8 digits, a 53 bit number approximately 16-17 digits. The remainder is just "noise" caused by the last few bits of the number not evening out when converting to a decimal number.

To have infinite precision, we would have to either store the value as a fraction, or have an infinite number of bits. And of course, we could have some other finite precision, such as 100 bits, but I'm sure you'd complain about that too, because it would just have another 15 or so digits before it "goes wrong".

Answer 3

Floats only have so much precision (23 bits worth to be precise). If you REALLY want to see "0.333333333333333333333333333333" output, you could create a custom "Fraction" class which stores the numerator and denominator separately. Then you could calculate the digit at any given point with complete accuracy.