epsilon for various float values

brigadir picture brigadir · Aug 9, 2012 · Viewed 18.8k times · Source

There is FLT_MIN constant that is nearest to zero. How to get nearest to some number value?

As an example:

float nearest_to_1000 = 1000.0f + epsilon;
// epsilon must be the smallest value satisfying condition:
// nearest_to_1000 > 1000.0f

I would prefer numeric formula without using special functions.

Answer

Eric Postpischil picture Eric Postpischil · Aug 9, 2012

C provides a function for this, in the <math.h> header. nextafterf(x, INFINITY) is the next representable value after x, in the direction toward INFINITY.

However, if you'd prefer to do it yourself:

The following returns the epsilon you seek, for single precision (float), assuming IEEE 754. See notes at the bottom about using library routines.

#include <float.h>
#include <math.h>


/*  Return the ULP of q.

    This was inspired by Algorithm 3.5 in Siegfried M. Rump, Takeshi Ogita, and
    Shin'ichi Oishi, "Accurate Floating-Point Summation", _Technical Report
    05.12_, Faculty for Information and Communication Sciences, Hamburg
    University of Technology, November 13, 2005.
*/
float ULP(float q)
{
    // SmallestPositive is the smallest positive floating-point number.
    static const float SmallestPositive = FLT_EPSILON * FLT_MIN;

    /*  Scale is .75 ULP, so multiplying it by any significand in [1, 2) yields
        something in [.75 ULP, 1.5 ULP) (even with rounding).
    */
    static const float Scale = 0.75f * FLT_EPSILON;

    q = fabsf(q);

    /*  In fmaf(q, -Scale, q), we subtract q*Scale from q, and q*Scale is
        something more than .5 ULP but less than 1.5 ULP.  That must produce q
        - 1 ULP.  Then we subtract that from q, so we get 1 ULP.

        The significand 1 is of particular interest.  We subtract .75 ULP from
        q, which is midway between the greatest two floating-point numbers less
        than q.  Since we round to even, the lesser one is selected, which is
        less than q by 1 ULP of q, although 2 ULP of itself.
    */
    return fmaxf(SmallestPositive, q - fmaf(q, -Scale, q));
}

The following returns the next value representable in float after the value it is passed (treating −0 and +0 as the same).

#include <float.h>
#include <math.h>


/*  Return the next floating-point value after the finite value q.

    This was inspired by Algorithm 3.5 in Siegfried M. Rump, Takeshi Ogita, and
    Shin'ichi Oishi, "Accurate Floating-Point Summation", _Technical Report
    05.12_, Faculty for Information and Communication Sciences, Hamburg
    University of Technology, November 13, 2005.
*/
float NextAfterf(float q)
{
    /*  Scale is .625 ULP, so multiplying it by any significand in [1, 2)
        yields something in [.625 ULP, 1.25 ULP].
    */
    static const float Scale = 0.625f * FLT_EPSILON;

    /*  Either of the following may be used, according to preference and
        performance characteristics.  In either case, use a fused multiply-add
        (fmaf) to add to q a number that is in [.625 ULP, 1.25 ULP].  When this
        is rounded to the floating-point format, it must produce the next
        number after q.
    */
#if 0
    // SmallestPositive is the smallest positive floating-point number.
    static const float SmallestPositive = FLT_EPSILON * FLT_MIN;

    if (fabsf(q) < 2*FLT_MIN)
        return q + SmallestPositive;

    return fmaf(fabsf(q), Scale, q);
#else
    return fmaf(fmaxf(fabsf(q), FLT_MIN), Scale, q);
#endif
}

Library routines are used, but fmaxf (maximum of its arguments) and fabsf (absolute value) are easily replaced. fmaf should compile to a hardware instruction on architectures with fused multiply-add. Failing that, fmaf(a, b, c) in this use can be replaced by (double) a * b + c. (IEEE-754 binary64 has sufficient range and precision to replaced fmaf. Other choices for double might not.)

Another alternative to the fused-multiply add would be to add some tests for cases where q * Scale would be subnormal and handle those separately. For other cases, the multiplication and addition can be performed separately with ordinary * and + operators.