
(FPCore (re im) :precision binary64 (* (* 0.5 (sin re)) (+ (exp (- 0.0 im)) (exp im))))
double code(double re, double im) {
return (0.5 * sin(re)) * (exp((0.0 - im)) + exp(im));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(re, im)
use fmin_fmax_functions
real(8), intent (in) :: re
real(8), intent (in) :: im
code = (0.5d0 * sin(re)) * (exp((0.0d0 - im)) + exp(im))
end function
public static double code(double re, double im) {
return (0.5 * Math.sin(re)) * (Math.exp((0.0 - im)) + Math.exp(im));
}
def code(re, im): return (0.5 * math.sin(re)) * (math.exp((0.0 - im)) + math.exp(im))
function code(re, im) return Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(0.0 - im)) + exp(im))) end
function tmp = code(re, im) tmp = (0.5 * sin(re)) * (exp((0.0 - im)) + exp(im)); end
code[re_, im_] := N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[N[(0.0 - im), $MachinePrecision]], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(0.5 \cdot \sin re\right) \cdot \left(e^{0 - im} + e^{im}\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 15 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (re im) :precision binary64 (* (* 0.5 (sin re)) (+ (exp (- 0.0 im)) (exp im))))
double code(double re, double im) {
return (0.5 * sin(re)) * (exp((0.0 - im)) + exp(im));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(re, im)
use fmin_fmax_functions
real(8), intent (in) :: re
real(8), intent (in) :: im
code = (0.5d0 * sin(re)) * (exp((0.0d0 - im)) + exp(im))
end function
public static double code(double re, double im) {
return (0.5 * Math.sin(re)) * (Math.exp((0.0 - im)) + Math.exp(im));
}
def code(re, im): return (0.5 * math.sin(re)) * (math.exp((0.0 - im)) + math.exp(im))
function code(re, im) return Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(0.0 - im)) + exp(im))) end
function tmp = code(re, im) tmp = (0.5 * sin(re)) * (exp((0.0 - im)) + exp(im)); end
code[re_, im_] := N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[N[(0.0 - im), $MachinePrecision]], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(0.5 \cdot \sin re\right) \cdot \left(e^{0 - im} + e^{im}\right)
\end{array}
(FPCore (re im) :precision binary64 (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im))))
double code(double re, double im) {
return (0.5 * sin(re)) * (exp(-im) + exp(im));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(re, im)
use fmin_fmax_functions
real(8), intent (in) :: re
real(8), intent (in) :: im
code = (0.5d0 * sin(re)) * (exp(-im) + exp(im))
end function
public static double code(double re, double im) {
return (0.5 * Math.sin(re)) * (Math.exp(-im) + Math.exp(im));
}
def code(re, im): return (0.5 * math.sin(re)) * (math.exp(-im) + math.exp(im))
function code(re, im) return Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) end
function tmp = code(re, im) tmp = (0.5 * sin(re)) * (exp(-im) + exp(im)); end
code[re_, im_] := N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right)
\end{array}
Initial program 100.0%
Final simplification100.0%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* 0.5 (sin re))) (t_1 (* t_0 (+ (exp (- im)) (exp im)))))
(if (<= t_1 (- INFINITY))
(*
(*
(fma (fma (* im im) 0.08333333333333333 1.0) (* im im) 2.0)
(fma (* re re) -0.08333333333333333 0.5))
re)
(if (<= t_1 1.0)
(* t_0 (fma im im 2.0))
(* (* re 0.5) (* 2.0 (cosh im)))))))
double code(double re, double im) {
double t_0 = 0.5 * sin(re);
double t_1 = t_0 * (exp(-im) + exp(im));
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = (fma(fma((im * im), 0.08333333333333333, 1.0), (im * im), 2.0) * fma((re * re), -0.08333333333333333, 0.5)) * re;
} else if (t_1 <= 1.0) {
tmp = t_0 * fma(im, im, 2.0);
} else {
tmp = (re * 0.5) * (2.0 * cosh(im));
}
return tmp;
}
function code(re, im) t_0 = Float64(0.5 * sin(re)) t_1 = Float64(t_0 * Float64(exp(Float64(-im)) + exp(im))) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(Float64(fma(fma(Float64(im * im), 0.08333333333333333, 1.0), Float64(im * im), 2.0) * fma(Float64(re * re), -0.08333333333333333, 0.5)) * re); elseif (t_1 <= 1.0) tmp = Float64(t_0 * fma(im, im, 2.0)); else tmp = Float64(Float64(re * 0.5) * Float64(2.0 * cosh(im))); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], N[(N[(N[(N[(N[(im * im), $MachinePrecision] * 0.08333333333333333 + 1.0), $MachinePrecision] * N[(im * im), $MachinePrecision] + 2.0), $MachinePrecision] * N[(N[(re * re), $MachinePrecision] * -0.08333333333333333 + 0.5), $MachinePrecision]), $MachinePrecision] * re), $MachinePrecision], If[LessEqual[t$95$1, 1.0], N[(t$95$0 * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(re * 0.5), $MachinePrecision] * N[(2.0 * N[Cosh[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 0.5 \cdot \sin re\\
t_1 := t\_0 \cdot \left(e^{-im} + e^{im}\right)\\
\mathbf{if}\;t\_1 \leq -\infty:\\
\;\;\;\;\left(\mathsf{fma}\left(\mathsf{fma}\left(im \cdot im, 0.08333333333333333, 1\right), im \cdot im, 2\right) \cdot \mathsf{fma}\left(re \cdot re, -0.08333333333333333, 0.5\right)\right) \cdot re\\
\mathbf{elif}\;t\_1 \leq 1:\\
\;\;\;\;t\_0 \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{else}:\\
\;\;\;\;\left(re \cdot 0.5\right) \cdot \left(2 \cdot \cosh im\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -inf.0Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites72.1%
Taylor expanded in im around 0
cosh-undef-revN/A
sub0-negN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f6460.7
Applied rewrites60.7%
if -inf.0 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 1Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
if 1 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6474.6
Applied rewrites74.6%
Final simplification83.3%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im)))))
(if (<= t_0 (- INFINITY))
(*
(*
(fma (fma (* im im) 0.08333333333333333 1.0) (* im im) 2.0)
(fma (* re re) -0.08333333333333333 0.5))
re)
(if (<= t_0 1.0) (sin re) (* (* re 0.5) (* 2.0 (cosh im)))))))
double code(double re, double im) {
double t_0 = (0.5 * sin(re)) * (exp(-im) + exp(im));
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = (fma(fma((im * im), 0.08333333333333333, 1.0), (im * im), 2.0) * fma((re * re), -0.08333333333333333, 0.5)) * re;
} else if (t_0 <= 1.0) {
tmp = sin(re);
} else {
tmp = (re * 0.5) * (2.0 * cosh(im));
}
return tmp;
}
function code(re, im) t_0 = Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(Float64(fma(fma(Float64(im * im), 0.08333333333333333, 1.0), Float64(im * im), 2.0) * fma(Float64(re * re), -0.08333333333333333, 0.5)) * re); elseif (t_0 <= 1.0) tmp = sin(re); else tmp = Float64(Float64(re * 0.5) * Float64(2.0 * cosh(im))); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(N[(N[(im * im), $MachinePrecision] * 0.08333333333333333 + 1.0), $MachinePrecision] * N[(im * im), $MachinePrecision] + 2.0), $MachinePrecision] * N[(N[(re * re), $MachinePrecision] * -0.08333333333333333 + 0.5), $MachinePrecision]), $MachinePrecision] * re), $MachinePrecision], If[LessEqual[t$95$0, 1.0], N[Sin[re], $MachinePrecision], N[(N[(re * 0.5), $MachinePrecision] * N[(2.0 * N[Cosh[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right)\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\left(\mathsf{fma}\left(\mathsf{fma}\left(im \cdot im, 0.08333333333333333, 1\right), im \cdot im, 2\right) \cdot \mathsf{fma}\left(re \cdot re, -0.08333333333333333, 0.5\right)\right) \cdot re\\
\mathbf{elif}\;t\_0 \leq 1:\\
\;\;\;\;\sin re\\
\mathbf{else}:\\
\;\;\;\;\left(re \cdot 0.5\right) \cdot \left(2 \cdot \cosh im\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -inf.0Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites72.1%
Taylor expanded in im around 0
cosh-undef-revN/A
sub0-negN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f6460.7
Applied rewrites60.7%
if -inf.0 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 1Initial program 100.0%
Taylor expanded in im around 0
lift-sin.f6499.9
Applied rewrites99.9%
if 1 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6474.6
Applied rewrites74.6%
Final simplification83.3%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im)))))
(if (<= t_0 (- INFINITY))
(*
(*
(fma (fma (* im im) 0.08333333333333333 1.0) (* im im) 2.0)
(fma (* re re) -0.08333333333333333 0.5))
re)
(if (<= t_0 1.0)
(sin re)
(*
(* re 0.5)
(fma
(*
(fma
(fma (* 0.002777777777777778 im) im 0.08333333333333333)
(* im im)
1.0)
im)
im
2.0))))))
double code(double re, double im) {
double t_0 = (0.5 * sin(re)) * (exp(-im) + exp(im));
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = (fma(fma((im * im), 0.08333333333333333, 1.0), (im * im), 2.0) * fma((re * re), -0.08333333333333333, 0.5)) * re;
} else if (t_0 <= 1.0) {
tmp = sin(re);
} else {
tmp = (re * 0.5) * fma((fma(fma((0.002777777777777778 * im), im, 0.08333333333333333), (im * im), 1.0) * im), im, 2.0);
}
return tmp;
}
function code(re, im) t_0 = Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(Float64(fma(fma(Float64(im * im), 0.08333333333333333, 1.0), Float64(im * im), 2.0) * fma(Float64(re * re), -0.08333333333333333, 0.5)) * re); elseif (t_0 <= 1.0) tmp = sin(re); else tmp = Float64(Float64(re * 0.5) * fma(Float64(fma(fma(Float64(0.002777777777777778 * im), im, 0.08333333333333333), Float64(im * im), 1.0) * im), im, 2.0)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(N[(N[(im * im), $MachinePrecision] * 0.08333333333333333 + 1.0), $MachinePrecision] * N[(im * im), $MachinePrecision] + 2.0), $MachinePrecision] * N[(N[(re * re), $MachinePrecision] * -0.08333333333333333 + 0.5), $MachinePrecision]), $MachinePrecision] * re), $MachinePrecision], If[LessEqual[t$95$0, 1.0], N[Sin[re], $MachinePrecision], N[(N[(re * 0.5), $MachinePrecision] * N[(N[(N[(N[(N[(0.002777777777777778 * im), $MachinePrecision] * im + 0.08333333333333333), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision] * im + 2.0), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right)\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\left(\mathsf{fma}\left(\mathsf{fma}\left(im \cdot im, 0.08333333333333333, 1\right), im \cdot im, 2\right) \cdot \mathsf{fma}\left(re \cdot re, -0.08333333333333333, 0.5\right)\right) \cdot re\\
\mathbf{elif}\;t\_0 \leq 1:\\
\;\;\;\;\sin re\\
\mathbf{else}:\\
\;\;\;\;\left(re \cdot 0.5\right) \cdot \mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.002777777777777778 \cdot im, im, 0.08333333333333333\right), im \cdot im, 1\right) \cdot im, im, 2\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -inf.0Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites72.1%
Taylor expanded in im around 0
cosh-undef-revN/A
sub0-negN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f6460.7
Applied rewrites60.7%
if -inf.0 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 1Initial program 100.0%
Taylor expanded in im around 0
lift-sin.f6499.9
Applied rewrites99.9%
if 1 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6474.6
Applied rewrites74.6%
Taylor expanded in im around 0
cosh-undef-revN/A
sub0-negN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f6467.1
Applied rewrites67.1%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites67.1%
lift-*.f64N/A
lift-fma.f64N/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f6467.1
Applied rewrites67.1%
Final simplification81.4%
(FPCore (re im)
:precision binary64
(if (<= (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im))) 0.0004)
(*
(*
(fma (fma (* im im) 0.08333333333333333 1.0) (* im im) 2.0)
(fma (* re re) -0.08333333333333333 0.5))
re)
(*
(* re 0.5)
(fma
(*
(fma
(fma (* 0.002777777777777778 im) im 0.08333333333333333)
(* im im)
1.0)
im)
im
2.0))))
double code(double re, double im) {
double tmp;
if (((0.5 * sin(re)) * (exp(-im) + exp(im))) <= 0.0004) {
tmp = (fma(fma((im * im), 0.08333333333333333, 1.0), (im * im), 2.0) * fma((re * re), -0.08333333333333333, 0.5)) * re;
} else {
tmp = (re * 0.5) * fma((fma(fma((0.002777777777777778 * im), im, 0.08333333333333333), (im * im), 1.0) * im), im, 2.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) <= 0.0004) tmp = Float64(Float64(fma(fma(Float64(im * im), 0.08333333333333333, 1.0), Float64(im * im), 2.0) * fma(Float64(re * re), -0.08333333333333333, 0.5)) * re); else tmp = Float64(Float64(re * 0.5) * fma(Float64(fma(fma(Float64(0.002777777777777778 * im), im, 0.08333333333333333), Float64(im * im), 1.0) * im), im, 2.0)); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0004], N[(N[(N[(N[(N[(im * im), $MachinePrecision] * 0.08333333333333333 + 1.0), $MachinePrecision] * N[(im * im), $MachinePrecision] + 2.0), $MachinePrecision] * N[(N[(re * re), $MachinePrecision] * -0.08333333333333333 + 0.5), $MachinePrecision]), $MachinePrecision] * re), $MachinePrecision], N[(N[(re * 0.5), $MachinePrecision] * N[(N[(N[(N[(N[(0.002777777777777778 * im), $MachinePrecision] * im + 0.08333333333333333), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision] * im + 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right) \leq 0.0004:\\
\;\;\;\;\left(\mathsf{fma}\left(\mathsf{fma}\left(im \cdot im, 0.08333333333333333, 1\right), im \cdot im, 2\right) \cdot \mathsf{fma}\left(re \cdot re, -0.08333333333333333, 0.5\right)\right) \cdot re\\
\mathbf{else}:\\
\;\;\;\;\left(re \cdot 0.5\right) \cdot \mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.002777777777777778 \cdot im, im, 0.08333333333333333\right), im \cdot im, 1\right) \cdot im, im, 2\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 4.00000000000000019e-4Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites67.4%
Taylor expanded in im around 0
cosh-undef-revN/A
sub0-negN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f6462.7
Applied rewrites62.7%
if 4.00000000000000019e-4 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6451.6
Applied rewrites51.6%
Taylor expanded in im around 0
cosh-undef-revN/A
sub0-negN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f6446.5
Applied rewrites46.5%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites46.5%
lift-*.f64N/A
lift-fma.f64N/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f6446.5
Applied rewrites46.5%
Final simplification56.8%
(FPCore (re im)
:precision binary64
(if (<= (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im))) 0.0004)
(* (* (fma re (* re -0.08333333333333333) 0.5) (fma im im 2.0)) re)
(*
(* re 0.5)
(fma
(*
(fma
(fma (* 0.002777777777777778 im) im 0.08333333333333333)
(* im im)
1.0)
im)
im
2.0))))
double code(double re, double im) {
double tmp;
if (((0.5 * sin(re)) * (exp(-im) + exp(im))) <= 0.0004) {
tmp = (fma(re, (re * -0.08333333333333333), 0.5) * fma(im, im, 2.0)) * re;
} else {
tmp = (re * 0.5) * fma((fma(fma((0.002777777777777778 * im), im, 0.08333333333333333), (im * im), 1.0) * im), im, 2.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) <= 0.0004) tmp = Float64(Float64(fma(re, Float64(re * -0.08333333333333333), 0.5) * fma(im, im, 2.0)) * re); else tmp = Float64(Float64(re * 0.5) * fma(Float64(fma(fma(Float64(0.002777777777777778 * im), im, 0.08333333333333333), Float64(im * im), 1.0) * im), im, 2.0)); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0004], N[(N[(N[(re * N[(re * -0.08333333333333333), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision] * re), $MachinePrecision], N[(N[(re * 0.5), $MachinePrecision] * N[(N[(N[(N[(N[(0.002777777777777778 * im), $MachinePrecision] * im + 0.08333333333333333), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision] * im + 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right) \leq 0.0004:\\
\;\;\;\;\left(\mathsf{fma}\left(re, re \cdot -0.08333333333333333, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\right) \cdot re\\
\mathbf{else}:\\
\;\;\;\;\left(re \cdot 0.5\right) \cdot \mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.002777777777777778 \cdot im, im, 0.08333333333333333\right), im \cdot im, 1\right) \cdot im, im, 2\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 4.00000000000000019e-4Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites67.4%
Taylor expanded in im around 0
distribute-rgt-outN/A
lower-*.f64N/A
*-commutativeN/A
pow2N/A
+-commutativeN/A
lift-fma.f64N/A
lift-*.f64N/A
+-commutativeN/A
pow2N/A
lift-fma.f6456.2
Applied rewrites56.2%
lift-*.f64N/A
lift-fma.f64N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f6456.2
Applied rewrites56.2%
if 4.00000000000000019e-4 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6451.6
Applied rewrites51.6%
Taylor expanded in im around 0
cosh-undef-revN/A
sub0-negN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f6446.5
Applied rewrites46.5%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites46.5%
lift-*.f64N/A
lift-fma.f64N/A
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f6446.5
Applied rewrites46.5%
Final simplification52.7%
(FPCore (re im)
:precision binary64
(if (<= (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im))) 0.0004)
(* (* (fma re (* re -0.08333333333333333) 0.5) (fma im im 2.0)) re)
(*
(* re 0.5)
(fma
(* (fma (* (* im im) 0.002777777777777778) (* im im) 1.0) im)
im
2.0))))
double code(double re, double im) {
double tmp;
if (((0.5 * sin(re)) * (exp(-im) + exp(im))) <= 0.0004) {
tmp = (fma(re, (re * -0.08333333333333333), 0.5) * fma(im, im, 2.0)) * re;
} else {
tmp = (re * 0.5) * fma((fma(((im * im) * 0.002777777777777778), (im * im), 1.0) * im), im, 2.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) <= 0.0004) tmp = Float64(Float64(fma(re, Float64(re * -0.08333333333333333), 0.5) * fma(im, im, 2.0)) * re); else tmp = Float64(Float64(re * 0.5) * fma(Float64(fma(Float64(Float64(im * im) * 0.002777777777777778), Float64(im * im), 1.0) * im), im, 2.0)); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0004], N[(N[(N[(re * N[(re * -0.08333333333333333), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision] * re), $MachinePrecision], N[(N[(re * 0.5), $MachinePrecision] * N[(N[(N[(N[(N[(im * im), $MachinePrecision] * 0.002777777777777778), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision] * im + 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right) \leq 0.0004:\\
\;\;\;\;\left(\mathsf{fma}\left(re, re \cdot -0.08333333333333333, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\right) \cdot re\\
\mathbf{else}:\\
\;\;\;\;\left(re \cdot 0.5\right) \cdot \mathsf{fma}\left(\mathsf{fma}\left(\left(im \cdot im\right) \cdot 0.002777777777777778, im \cdot im, 1\right) \cdot im, im, 2\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 4.00000000000000019e-4Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites67.4%
Taylor expanded in im around 0
distribute-rgt-outN/A
lower-*.f64N/A
*-commutativeN/A
pow2N/A
+-commutativeN/A
lift-fma.f64N/A
lift-*.f64N/A
+-commutativeN/A
pow2N/A
lift-fma.f6456.2
Applied rewrites56.2%
lift-*.f64N/A
lift-fma.f64N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f6456.2
Applied rewrites56.2%
if 4.00000000000000019e-4 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6451.6
Applied rewrites51.6%
Taylor expanded in im around 0
cosh-undef-revN/A
sub0-negN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f64N/A
pow2N/A
lower-*.f6446.5
Applied rewrites46.5%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6446.5
Applied rewrites46.5%
lift-*.f64N/A
lift-fma.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f6446.5
Applied rewrites46.5%
Final simplification52.7%
(FPCore (re im) :precision binary64 (if (<= (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im))) 0.0004) (* (* (fma re (* re -0.08333333333333333) 0.5) (fma im im 2.0)) re) (* (fma (fma im (* im 0.041666666666666664) 0.5) (* im im) 1.0) re)))
double code(double re, double im) {
double tmp;
if (((0.5 * sin(re)) * (exp(-im) + exp(im))) <= 0.0004) {
tmp = (fma(re, (re * -0.08333333333333333), 0.5) * fma(im, im, 2.0)) * re;
} else {
tmp = fma(fma(im, (im * 0.041666666666666664), 0.5), (im * im), 1.0) * re;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) <= 0.0004) tmp = Float64(Float64(fma(re, Float64(re * -0.08333333333333333), 0.5) * fma(im, im, 2.0)) * re); else tmp = Float64(fma(fma(im, Float64(im * 0.041666666666666664), 0.5), Float64(im * im), 1.0) * re); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0004], N[(N[(N[(re * N[(re * -0.08333333333333333), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision] * re), $MachinePrecision], N[(N[(N[(im * N[(im * 0.041666666666666664), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * re), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right) \leq 0.0004:\\
\;\;\;\;\left(\mathsf{fma}\left(re, re \cdot -0.08333333333333333, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\right) \cdot re\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(im, im \cdot 0.041666666666666664, 0.5\right), im \cdot im, 1\right) \cdot re\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 4.00000000000000019e-4Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites67.4%
Taylor expanded in im around 0
distribute-rgt-outN/A
lower-*.f64N/A
*-commutativeN/A
pow2N/A
+-commutativeN/A
lift-fma.f64N/A
lift-*.f64N/A
+-commutativeN/A
pow2N/A
lift-fma.f6456.2
Applied rewrites56.2%
lift-*.f64N/A
lift-fma.f64N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f6456.2
Applied rewrites56.2%
if 4.00000000000000019e-4 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6451.6
Applied rewrites51.6%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
pow2N/A
lower-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
pow2N/A
lower-*.f6441.4
Applied rewrites41.4%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6446.4
Applied rewrites46.4%
lift-*.f64N/A
lift-fma.f64N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f6446.4
Applied rewrites46.4%
Final simplification52.7%
(FPCore (re im) :precision binary64 (if (<= (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im))) -0.05) (* (* (fma (* re re) -0.08333333333333333 0.5) (* im im)) re) (* (fma (fma im (* im 0.041666666666666664) 0.5) (* im im) 1.0) re)))
double code(double re, double im) {
double tmp;
if (((0.5 * sin(re)) * (exp(-im) + exp(im))) <= -0.05) {
tmp = (fma((re * re), -0.08333333333333333, 0.5) * (im * im)) * re;
} else {
tmp = fma(fma(im, (im * 0.041666666666666664), 0.5), (im * im), 1.0) * re;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) <= -0.05) tmp = Float64(Float64(fma(Float64(re * re), -0.08333333333333333, 0.5) * Float64(im * im)) * re); else tmp = Float64(fma(fma(im, Float64(im * 0.041666666666666664), 0.5), Float64(im * im), 1.0) * re); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -0.05], N[(N[(N[(N[(re * re), $MachinePrecision] * -0.08333333333333333 + 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision]), $MachinePrecision] * re), $MachinePrecision], N[(N[(N[(im * N[(im * 0.041666666666666664), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * re), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right) \leq -0.05:\\
\;\;\;\;\left(\mathsf{fma}\left(re \cdot re, -0.08333333333333333, 0.5\right) \cdot \left(im \cdot im\right)\right) \cdot re\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(im, im \cdot 0.041666666666666664, 0.5\right), im \cdot im, 1\right) \cdot re\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -0.050000000000000003Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites48.4%
Taylor expanded in im around 0
distribute-rgt-outN/A
lower-*.f64N/A
*-commutativeN/A
pow2N/A
+-commutativeN/A
lift-fma.f64N/A
lift-*.f64N/A
+-commutativeN/A
pow2N/A
lift-fma.f6430.7
Applied rewrites30.7%
Taylor expanded in im around inf
pow2N/A
lift-*.f6430.8
Applied rewrites30.8%
if -0.050000000000000003 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6470.3
Applied rewrites70.3%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
pow2N/A
lower-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
pow2N/A
lower-*.f6464.1
Applied rewrites64.1%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6467.2
Applied rewrites67.2%
lift-*.f64N/A
lift-fma.f64N/A
associate-*l*N/A
lower-fma.f64N/A
lower-*.f6467.2
Applied rewrites67.2%
Final simplification52.5%
(FPCore (re im) :precision binary64 (if (<= (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im))) -0.05) (* (* (fma (* re re) -0.08333333333333333 0.5) (* im im)) re) (* (fma (* 0.041666666666666664 (* im im)) (* im im) 1.0) re)))
double code(double re, double im) {
double tmp;
if (((0.5 * sin(re)) * (exp(-im) + exp(im))) <= -0.05) {
tmp = (fma((re * re), -0.08333333333333333, 0.5) * (im * im)) * re;
} else {
tmp = fma((0.041666666666666664 * (im * im)), (im * im), 1.0) * re;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) <= -0.05) tmp = Float64(Float64(fma(Float64(re * re), -0.08333333333333333, 0.5) * Float64(im * im)) * re); else tmp = Float64(fma(Float64(0.041666666666666664 * Float64(im * im)), Float64(im * im), 1.0) * re); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -0.05], N[(N[(N[(N[(re * re), $MachinePrecision] * -0.08333333333333333 + 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision]), $MachinePrecision] * re), $MachinePrecision], N[(N[(N[(0.041666666666666664 * N[(im * im), $MachinePrecision]), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * re), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right) \leq -0.05:\\
\;\;\;\;\left(\mathsf{fma}\left(re \cdot re, -0.08333333333333333, 0.5\right) \cdot \left(im \cdot im\right)\right) \cdot re\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(0.041666666666666664 \cdot \left(im \cdot im\right), im \cdot im, 1\right) \cdot re\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -0.050000000000000003Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites48.4%
Taylor expanded in im around 0
distribute-rgt-outN/A
lower-*.f64N/A
*-commutativeN/A
pow2N/A
+-commutativeN/A
lift-fma.f64N/A
lift-*.f64N/A
+-commutativeN/A
pow2N/A
lift-fma.f6430.7
Applied rewrites30.7%
Taylor expanded in im around inf
pow2N/A
lift-*.f6430.8
Applied rewrites30.8%
if -0.050000000000000003 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6470.3
Applied rewrites70.3%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
pow2N/A
lower-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
pow2N/A
lower-*.f6464.1
Applied rewrites64.1%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6467.2
Applied rewrites67.2%
Taylor expanded in im around inf
pow2N/A
lower-*.f64N/A
lift-*.f6467.1
Applied rewrites67.1%
Final simplification52.5%
(FPCore (re im) :precision binary64 (if (<= (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im))) 0.0004) (* (fma -0.16666666666666666 (* re re) 1.0) re) (* (fma (* 0.041666666666666664 (* im im)) (* im im) 1.0) re)))
double code(double re, double im) {
double tmp;
if (((0.5 * sin(re)) * (exp(-im) + exp(im))) <= 0.0004) {
tmp = fma(-0.16666666666666666, (re * re), 1.0) * re;
} else {
tmp = fma((0.041666666666666664 * (im * im)), (im * im), 1.0) * re;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) <= 0.0004) tmp = Float64(fma(-0.16666666666666666, Float64(re * re), 1.0) * re); else tmp = Float64(fma(Float64(0.041666666666666664 * Float64(im * im)), Float64(im * im), 1.0) * re); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0004], N[(N[(-0.16666666666666666 * N[(re * re), $MachinePrecision] + 1.0), $MachinePrecision] * re), $MachinePrecision], N[(N[(N[(0.041666666666666664 * N[(im * im), $MachinePrecision]), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * re), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right) \leq 0.0004:\\
\;\;\;\;\mathsf{fma}\left(-0.16666666666666666, re \cdot re, 1\right) \cdot re\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(0.041666666666666664 \cdot \left(im \cdot im\right), im \cdot im, 1\right) \cdot re\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 4.00000000000000019e-4Initial program 100.0%
Taylor expanded in im around 0
lift-sin.f6459.3
Applied rewrites59.3%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f6445.2
Applied rewrites45.2%
if 4.00000000000000019e-4 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6451.6
Applied rewrites51.6%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
pow2N/A
lower-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
pow2N/A
lower-*.f6441.4
Applied rewrites41.4%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6446.4
Applied rewrites46.4%
Taylor expanded in im around inf
pow2N/A
lower-*.f64N/A
lift-*.f6446.4
Applied rewrites46.4%
Final simplification45.6%
(FPCore (re im) :precision binary64 (if (<= (* (* 0.5 (sin re)) (+ (exp (- im)) (exp im))) 0.0004) (* (fma -0.16666666666666666 (* re re) 1.0) re) (* (* 0.5 re) (fma im im 2.0))))
double code(double re, double im) {
double tmp;
if (((0.5 * sin(re)) * (exp(-im) + exp(im))) <= 0.0004) {
tmp = fma(-0.16666666666666666, (re * re), 1.0) * re;
} else {
tmp = (0.5 * re) * fma(im, im, 2.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(Float64(0.5 * sin(re)) * Float64(exp(Float64(-im)) + exp(im))) <= 0.0004) tmp = Float64(fma(-0.16666666666666666, Float64(re * re), 1.0) * re); else tmp = Float64(Float64(0.5 * re) * fma(im, im, 2.0)); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.0004], N[(N[(-0.16666666666666666 * N[(re * re), $MachinePrecision] + 1.0), $MachinePrecision] * re), $MachinePrecision], N[(N[(0.5 * re), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(0.5 \cdot \sin re\right) \cdot \left(e^{-im} + e^{im}\right) \leq 0.0004:\\
\;\;\;\;\mathsf{fma}\left(-0.16666666666666666, re \cdot re, 1\right) \cdot re\\
\mathbf{else}:\\
\;\;\;\;\left(0.5 \cdot re\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 4.00000000000000019e-4Initial program 100.0%
Taylor expanded in im around 0
lift-sin.f6459.3
Applied rewrites59.3%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f6445.2
Applied rewrites45.2%
if 4.00000000000000019e-4 < (*.f64 (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) (+.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6471.2
Applied rewrites71.2%
Taylor expanded in re around 0
Applied rewrites35.1%
Final simplification41.5%
(FPCore (re im) :precision binary64 (if (<= (* 0.5 (sin re)) -0.005) (* (* (* re re) -0.16666666666666666) re) re))
double code(double re, double im) {
double tmp;
if ((0.5 * sin(re)) <= -0.005) {
tmp = ((re * re) * -0.16666666666666666) * re;
} else {
tmp = re;
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(re, im)
use fmin_fmax_functions
real(8), intent (in) :: re
real(8), intent (in) :: im
real(8) :: tmp
if ((0.5d0 * sin(re)) <= (-0.005d0)) then
tmp = ((re * re) * (-0.16666666666666666d0)) * re
else
tmp = re
end if
code = tmp
end function
public static double code(double re, double im) {
double tmp;
if ((0.5 * Math.sin(re)) <= -0.005) {
tmp = ((re * re) * -0.16666666666666666) * re;
} else {
tmp = re;
}
return tmp;
}
def code(re, im): tmp = 0 if (0.5 * math.sin(re)) <= -0.005: tmp = ((re * re) * -0.16666666666666666) * re else: tmp = re return tmp
function code(re, im) tmp = 0.0 if (Float64(0.5 * sin(re)) <= -0.005) tmp = Float64(Float64(Float64(re * re) * -0.16666666666666666) * re); else tmp = re; end return tmp end
function tmp_2 = code(re, im) tmp = 0.0; if ((0.5 * sin(re)) <= -0.005) tmp = ((re * re) * -0.16666666666666666) * re; else tmp = re; end tmp_2 = tmp; end
code[re_, im_] := If[LessEqual[N[(0.5 * N[Sin[re], $MachinePrecision]), $MachinePrecision], -0.005], N[(N[(N[(re * re), $MachinePrecision] * -0.16666666666666666), $MachinePrecision] * re), $MachinePrecision], re]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;0.5 \cdot \sin re \leq -0.005:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot -0.16666666666666666\right) \cdot re\\
\mathbf{else}:\\
\;\;\;\;re\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) < -0.0050000000000000001Initial program 100.0%
Taylor expanded in im around 0
lift-sin.f6452.3
Applied rewrites52.3%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f6418.8
Applied rewrites18.8%
Taylor expanded in re around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6418.8
Applied rewrites18.8%
if -0.0050000000000000001 < (*.f64 #s(literal 1/2 binary64) (sin.f64 re)) Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6475.7
Applied rewrites75.7%
Taylor expanded in im around 0
Applied rewrites33.5%
(FPCore (re im) :precision binary64 (* (fma -0.16666666666666666 (* re re) 1.0) re))
double code(double re, double im) {
return fma(-0.16666666666666666, (re * re), 1.0) * re;
}
function code(re, im) return Float64(fma(-0.16666666666666666, Float64(re * re), 1.0) * re) end
code[re_, im_] := N[(N[(-0.16666666666666666 * N[(re * re), $MachinePrecision] + 1.0), $MachinePrecision] * re), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(-0.16666666666666666, re \cdot re, 1\right) \cdot re
\end{array}
Initial program 100.0%
Taylor expanded in im around 0
lift-sin.f6450.2
Applied rewrites50.2%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f6434.9
Applied rewrites34.9%
(FPCore (re im) :precision binary64 re)
double code(double re, double im) {
return re;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(re, im)
use fmin_fmax_functions
real(8), intent (in) :: re
real(8), intent (in) :: im
code = re
end function
public static double code(double re, double im) {
return re;
}
def code(re, im): return re
function code(re, im) return re end
function tmp = code(re, im) tmp = re; end
code[re_, im_] := re
\begin{array}{l}
\\
re
\end{array}
Initial program 100.0%
Taylor expanded in re around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
cosh-undefN/A
lower-*.f64N/A
lower-cosh.f6463.2
Applied rewrites63.2%
Taylor expanded in im around 0
Applied rewrites25.3%
herbie shell --seed 2025061
(FPCore (re im)
:name "math.sin on complex, real part"
:precision binary64
(* (* 0.5 (sin re)) (+ (exp (- 0.0 im)) (exp im))))