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convert pdf_norm
and cdf_norm
to pure while improving scale check
#679
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Merged
milancurcic
merged 8 commits into
fortran-lang:master
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HugoMVale:stats_dist_normal_pure
Mar 4, 2023
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d4e6c67
convert proc to pure, comment out scale check
HugoMVale f60d75a
switch back rvs_norm to impure
HugoMVale a2b8932
remove comments and prettify
HugoMVale ecfd440
added protection against scale<=0
HugoMVale acb8fad
fix nan implementation
HugoMVale a656a51
add ieee_value
HugoMVale f63afaf
fprettify -i 4
HugoMVale a2e8923
Merge remote-tracking branch 'upstream/master' into stats_dist_normal…
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@@ -1,6 +1,7 @@ | ||
#:include "common.fypp" | ||
#:set RC_KINDS_TYPES = REAL_KINDS_TYPES + CMPLX_KINDS_TYPES | ||
module stdlib_stats_distribution_normal | ||
use ieee_arithmetic, only: ieee_value, ieee_quiet_nan | ||
use stdlib_kinds, only: sp, dp, xdp, qp, int32 | ||
use stdlib_error, only: error_stop | ||
use stdlib_random, only: dist_rand | ||
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@@ -18,8 +19,6 @@ module stdlib_stats_distribution_normal | |
public :: pdf_normal | ||
public :: cdf_normal | ||
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interface rvs_normal | ||
!! version: experimental | ||
!! | ||
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@@ -38,8 +37,6 @@ module stdlib_stats_distribution_normal | |
#:endfor | ||
end interface rvs_normal | ||
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interface pdf_normal | ||
!! version: experimental | ||
!! | ||
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@@ -52,8 +49,6 @@ module stdlib_stats_distribution_normal | |
#:endfor | ||
end interface pdf_normal | ||
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interface cdf_normal | ||
!! version: experimental | ||
!! | ||
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@@ -66,13 +61,9 @@ module stdlib_stats_distribution_normal | |
#:endfor | ||
end interface cdf_normal | ||
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contains | ||
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subroutine zigset | ||
impure subroutine zigset | ||
! Marsaglia & Tsang generator for random normals & random exponentials. | ||
! Translated from C by Alan Miller ([email protected]), released as public | ||
! domain (https://jblevins.org/mirror/amiller/) | ||
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@@ -109,12 +100,10 @@ contains | |
zig_norm_initialized = .true. | ||
end subroutine zigset | ||
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#:for k1, t1 in REAL_KINDS_TYPES | ||
function rvs_norm_0_${t1[0]}$${k1}$( ) result(res) | ||
impure function rvs_norm_0_${t1[0]}$${k1}$ () result(res) | ||
! | ||
! Standard normal random vairate (0,1) | ||
! Standard normal random variate (0,1) | ||
! | ||
${t1}$ :: res | ||
${t1}$, parameter :: r = 3.442619855899_${k1}$, rr = 1.0_${k1}$/r | ||
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@@ -157,8 +146,6 @@ contains | |
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#:endfor | ||
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#:for k1, t1 in REAL_KINDS_TYPES | ||
impure elemental & | ||
function rvs_norm_${t1[0]}$${k1}$ (loc, scale) result(res) | ||
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@@ -168,19 +155,19 @@ contains | |
${t1}$, intent(in) :: loc, scale | ||
${t1}$ :: res | ||
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if(scale == 0._${k1}$) call error_stop("Error(rvs_norm): Normal" & | ||
//" distribution scale parameter must be non-zero") | ||
if (scale <= 0._${k1}$) then | ||
res = ieee_value(1._${k1}$, ieee_quiet_nan) | ||
else | ||
res = rvs_norm_0_${t1[0]}$${k1}$ () | ||
res = res*scale + loc | ||
end if | ||
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end function rvs_norm_${t1[0]}$${k1}$ | ||
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#:endfor | ||
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#:for k1, t1 in CMPLX_KINDS_TYPES | ||
impure elemental & | ||
function rvs_norm_${t1[0]}$${k1}$(loc, scale) result(res) | ||
impure elemental function rvs_norm_${t1[0]}$${k1}$ (loc, scale) result(res) | ||
! | ||
! Normally distributed complex. The real part and imaginary part are & | ||
! independent of each other. | ||
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@@ -192,24 +179,27 @@ contains | |
tr = rvs_norm_r${k1}$ (loc%re, scale%re) | ||
ti = rvs_norm_r${k1}$ (loc%im, scale%im) | ||
res = cmplx(tr, ti, kind=${k1}$) | ||
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end function rvs_norm_${t1[0]}$${k1}$ | ||
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#:endfor | ||
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#:for k1, t1 in REAL_KINDS_TYPES | ||
function rvs_norm_array_${t1[0]}$${k1}$(loc, scale, array_size) result(res) | ||
impure function rvs_norm_array_${t1[0]}$${k1}$ (loc, scale, array_size) result(res) | ||
${t1}$, intent(in) :: loc, scale | ||
integer, intent(in) :: array_size | ||
${t1}$ :: res(array_size) | ||
${t1}$, parameter :: r = 3.442619855899_${k1}$, rr = 1.0_${k1}$/r | ||
${t1}$ :: x, y, re | ||
integer :: hz, iz, i | ||
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if(scale == 0._${k1}$) call error_stop("Error(rvs_norm_array): Normal" & | ||
//"distribution scale parameter must be non-zero") | ||
if (.not. zig_norm_initialized) call zigset | ||
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if (scale <= 0._${k1}$) then | ||
res = ieee_value(1._${k1}$, ieee_quiet_nan) | ||
return | ||
end if | ||
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do i = 1, array_size | ||
iz = 0 | ||
hz = dist_rand(1_int32) | ||
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@@ -249,10 +239,8 @@ contains | |
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#:endfor | ||
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#:for k1, t1 in CMPLX_KINDS_TYPES | ||
function rvs_norm_array_${t1[0]}$${k1}$(loc, scale, array_size) result(res) | ||
impure function rvs_norm_array_${t1[0]}$${k1}$ (loc, scale, array_size) result(res) | ||
${t1}$, intent(in) :: loc, scale | ||
integer, intent(in) :: array_size | ||
integer :: i | ||
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@@ -264,33 +252,33 @@ contains | |
ti = rvs_norm_r${k1}$ (loc%im, scale%im) | ||
res(i) = cmplx(tr, ti, kind=${k1}$) | ||
end do | ||
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end function rvs_norm_array_${t1[0]}$${k1}$ | ||
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#:endfor | ||
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#:for k1, t1 in REAL_KINDS_TYPES | ||
impure elemental function pdf_norm_${t1[0]}$${k1}$(x, loc, scale) result(res) | ||
elemental function pdf_norm_${t1[0]}$${k1}$ (x, loc, scale) result(res) | ||
! | ||
! Normal distribution probability density function | ||
! | ||
${t1}$, intent(in) :: x, loc, scale | ||
${t1}$ :: res | ||
${t1}$, parameter :: sqrt_2_pi = sqrt(2.0_${k1}$*acos(-1.0_${k1}$)) | ||
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if(scale == 0._${k1}$) call error_stop("Error(pdf_norm): Normal" & | ||
//"distribution scale parameter must be non-zero") | ||
if (scale <= 0._${k1}$) then | ||
res = ieee_value(1._${k1}$, ieee_quiet_nan) | ||
else | ||
res = exp(-0.5_${k1}$*((x - loc)/scale)*(x - loc)/scale)/ & | ||
(sqrt_2_Pi*scale) | ||
end if | ||
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end function pdf_norm_${t1[0]}$${k1}$ | ||
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#:endfor | ||
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#:for k1, t1 in CMPLX_KINDS_TYPES | ||
impure elemental function pdf_norm_${t1[0]}$${k1}$(x, loc, scale) result(res) | ||
elemental function pdf_norm_${t1[0]}$${k1}$ (x, loc, scale) result(res) | ||
${t1}$, intent(in) :: x, loc, scale | ||
real(${k1}$) :: res | ||
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@@ -300,28 +288,27 @@ contains | |
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#:endfor | ||
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#:for k1, t1 in REAL_KINDS_TYPES | ||
impure elemental function cdf_norm_${t1[0]}$${k1}$(x, loc, scale) result(res) | ||
elemental function cdf_norm_${t1[0]}$${k1}$ (x, loc, scale) result(res) | ||
! | ||
! Normal distribution cumulative distribution function | ||
! | ||
${t1}$, intent(in) :: x, loc, scale | ||
${t1}$ :: res | ||
${t1}$, parameter :: sqrt_2 = sqrt(2.0_${k1}$) | ||
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if(scale == 0._${k1}$) call error_stop("Error(cdf_norm): Normal" & | ||
//"distribution scale parameter must be non-zero") | ||
if (scale <= 0._${k1}$) then | ||
res = ieee_value(1._${k1}$, ieee_quiet_nan) | ||
else | ||
res = erfc(-(x - loc)/(scale*sqrt_2))/2.0_${k1}$ | ||
end if | ||
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end function cdf_norm_${t1[0]}$${k1}$ | ||
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#:endfor | ||
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#:for k1, t1 in CMPLX_KINDS_TYPES | ||
impure elemental function cdf_norm_${t1[0]}$${k1}$(x, loc, scale) result(res) | ||
elemental function cdf_norm_${t1[0]}$${k1}$ (x, loc, scale) result(res) | ||
${t1}$, intent(in) :: x, loc, scale | ||
real(${k1}$) :: res | ||
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This impure attribute is redundant. I would suggest to remove it in this case and other occurrences.
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That deserves a bit of explanation. IMO, the attribute is not redundant from a "documentation" perspective.
A function without an explicit attribute will be treated as impure, but it may in reality be pure or impure. The only way to find out it is to look inside the code. Adding the impure statement there is meant to explicitly indicate that that function is really impure (it changes global variables).
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I think it's okay for
impure
to stay for documentation purposes.