math::fuzzy - Fuzzy comparison of floating-point numbers
Contents
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Category
Mathematics
tcllib 0.2 math::fuzzy(3tcl)
Description
The package Fuzzy is meant to solve common problems with floating-point numbers in a systematic way:
• Comparing two numbers that are "supposed" to be identical, like 1.0 and 2.1/(1.2+0.9) is not
guaranteed to give the intuitive result.
• Rounding a number that is halfway two integer numbers can cause strange errors, like
int(100.0*2.8) != 28 but 27
The Fuzzy package is meant to help sorting out this type of problems by defining "fuzzy" comparison
procedures for floating-point numbers. It does so by allowing for a small margin that is determined
automatically - the margin is three times the "epsilon" value, that is three times the smallest number
eps such that 1.0 and 1.0+$eps canbe distinguished. In Tcl, which uses double precision floating-point
numbers, this is typically 1.1e-16.
Keywords
floating-point, math, rounding
Name
math::fuzzy - Fuzzy comparison of floating-point numbers
Procedures
Effectively the package provides the following procedures:
::math::fuzzy::teqvalue1value2
Compares two floating-point numbers and returns 1 if their values fall within a small range.
Otherwise it returns 0.
::math::fuzzy::tnevalue1value2
Returns the negation, that is, if the difference is larger than the margin, it returns 1.
::math::fuzzy::tgevalue1value2
Compares two floating-point numbers and returns 1 if their values either fall within a small range
or if the first number is larger than the second. Otherwise it returns 0.
::math::fuzzy::tlevalue1value2
Returns 1 if the two numbers are equal according to [teq] or if the first is smaller than the
second.
::math::fuzzy::tltvalue1value2
Returns the opposite of [tge].
::math::fuzzy::tgtvalue1value2
Returns the opposite of [tle].
::math::fuzzy::tfloorvalue
Returns the integer number that is lower or equal to the given floating-point number, within a
well-defined tolerance.
::math::fuzzy::tceilvalue
Returns the integer number that is greater or equal to the given floating-point number, within a
well-defined tolerance.
::math::fuzzy::troundvalue
Rounds the floating-point number off.
::math::fuzzy::troundnvaluendigits
Rounds the floating-point number off to the specified number of decimals (Pro memorie).
Usage:
if { [teq $x $y] } { puts "x == y" }
if { [tne $x $y] } { puts "x != y" }
if { [tge $x $y] } { puts "x >= y" }
if { [tgt $x $y] } { puts "x > y" }
if { [tlt $x $y] } { puts "x < y" }
if { [tle $x $y] } { puts "x <= y" }
set fx [tfloor $x]
set fc [tceil $x]
set rounded [tround $x]
set roundn [troundn $x $nodigits]
References
Original implementation in Fortran by dr. H.D. Knoble (Penn State University).
P. E. Hagerty, "More on Fuzzy Floor and Ceiling," APL QUOTE QUAD 8(4):20-24, June 1978. Note that
TFLOOR=FL5 took five years of refereed evolution (publication).
L. M. Breed, "Definitions for Fuzzy Floor and Ceiling", APL QUOTE QUAD 8(3):16-23, March 1978.
D. Knuth, Art of Computer Programming, Vol. 1, Problem 1.2.4-5.
Synopsis
package require Tcl?8.3?
package require math::fuzzy?0.2?::math::fuzzy::teqvalue1value2::math::fuzzy::tnevalue1value2::math::fuzzy::tgevalue1value2::math::fuzzy::tlevalue1value2::math::fuzzy::tltvalue1value2::math::fuzzy::tgtvalue1value2::math::fuzzy::tfloorvalue::math::fuzzy::tceilvalue::math::fuzzy::troundvalue::math::fuzzy::troundnvaluendigits
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Test Cases
The problems that can occur with floating-point numbers are illustrated by the test cases in the file
"fuzzy.test":
• Several test case use the ordinary comparisons, and they fail invariably to produce understandable
results
• One test case uses [expr] without braces ({ and }). It too fails.
The conclusion from this is that any expression should be surrounded by braces, because otherwise very
awkward things can happen if you need accuracy. Furthermore, accuracy and understandable results are
enhanced by using these "tolerant" or fuzzy comparisons.
Note that besides the Tcl-only package, there is also a C-based version.
