File:Log by aliasing to int.svg

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Summary

Description
English: Aliasing a positive IEEE-754 floating point number x to an integer Ix (like in C: float x = ...; int32_t i = * (int32_t *) &x;) yields a scaled and shifted approximation of its base-2 logarithm. This is the basis of the fast inverse square root algorithm.
Français : Si un nombre positif x représenté en virgule flottante au format IEEE 754 est interprété comme un entier Ix (comme en C : float x = ...; int32_t i = * (int32_t *) &x;) cela produit, à une transformation linéaire près, une approximation de son logarithme en base 2. Cette approximation est le fondement de l'algorithme de racine carrée inverse rapide.
Date
Source Own work
Author Edgar Bonet
 
This W3C-unspecified plot was created with Gnuplot.

Gnuplot source

Warning: This source contains non-ASCII characters in label 3, in the title of the first curve and in comments.

#!/usr/bin/gnuplot

# Aliasing a float32 to an int32 yields an approximation of its base-2
# logarithm.

# Parameters for IEEE-754 single-precision floats
L = 2**23   # mantissa scaling factor
B = 127     # exponent bias

# For m ∈ [0, 1), log₂(1 + m) ≈ 1 + σ
sigma = 0.0430357

# Assume x is a positive normal float32.
# Compute I(x): the int32 aliased to x.
log_of_2 = log(2)
log2(x) = log(x) / log_of_2
round(x) = floor(x + 0.5)
e(x) = floor(log2(x))               # exponent
m(x, e_x) = x / 2**e_x - 1          # mantissa, without the leading 1
M(x, e_x) = round(m(x, e_x) * L)    # scaled and rounded mantissa
I2(x, e_x) = (e_x + B) * L + M(x, e_x)
I(x) = I2(x, e(x))

# Best fit to a logarithm
scaled_log(x) = L * log2(x) + L * (B - sigma)

# Do the plot
set terminal svg size 640, 480 enhanced
set output 'Log_by_aliasing_to_int.svg'
set xrange [0:10]
set yrange [0x3d800000:]
set format y "0x%x"
set ytics L
set key top left Left reverse invert spacing 1.4
set samples 200
set style line 1 lw 3 lc rgb "gray80"
set style line 2 lw 1 lc rgb "blue"
set style increment user
set label 1 "L = 2^{23}"    at 6, 0x3fc00000
set label 2 "B = 127"       at 6, 0x3f600000
set label 3 "σ = 0.0430357" at 6, 0x3f000000
plot scaled_log(x) title "L log_2(x) + L (B − σ)", \
     I(x) title 'I_x' lt 3

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25 July 2014

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current13:20, 25 July 2014Thumbnail for version as of 13:20, 25 July 2014640 × 480 (13 KB)wikimediacommons>Edgar.bonetUser created page with UploadWizard

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