
(FPCore (re im) :precision binary64 (* (* 0.5 (cos re)) (+ (exp (- im)) (exp im))))
double code(double re, double im) {
return (0.5 * cos(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 * cos(re)) * (exp(-im) + exp(im))
end function
public static double code(double re, double im) {
return (0.5 * Math.cos(re)) * (Math.exp(-im) + Math.exp(im));
}
def code(re, im): return (0.5 * math.cos(re)) * (math.exp(-im) + math.exp(im))
function code(re, im) return Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im)) + exp(im))) end
function tmp = code(re, im) tmp = (0.5 * cos(re)) * (exp(-im) + exp(im)); end
code[re_, im_] := N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(0.5 \cdot \cos re\right) \cdot \left(e^{-im} + e^{im}\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 16 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (re im) :precision binary64 (* (* 0.5 (cos re)) (+ (exp (- im)) (exp im))))
double code(double re, double im) {
return (0.5 * cos(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 * cos(re)) * (exp(-im) + exp(im))
end function
public static double code(double re, double im) {
return (0.5 * Math.cos(re)) * (Math.exp(-im) + Math.exp(im));
}
def code(re, im): return (0.5 * math.cos(re)) * (math.exp(-im) + math.exp(im))
function code(re, im) return Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im)) + exp(im))) end
function tmp = code(re, im) tmp = (0.5 * cos(re)) * (exp(-im) + exp(im)); end
code[re_, im_] := N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(0.5 \cdot \cos re\right) \cdot \left(e^{-im} + e^{im}\right)
\end{array}
(FPCore (re im) :precision binary64 (* (cosh im) (cos re)))
double code(double re, double im) {
return cosh(im) * cos(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 = cosh(im) * cos(re)
end function
public static double code(double re, double im) {
return Math.cosh(im) * Math.cos(re);
}
def code(re, im): return math.cosh(im) * math.cos(re)
function code(re, im) return Float64(cosh(im) * cos(re)) end
function tmp = code(re, im) tmp = cosh(im) * cos(re); end
code[re_, im_] := N[(N[Cosh[im], $MachinePrecision] * N[Cos[re], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\cosh im \cdot \cos re
\end{array}
Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
*-lft-identity100.0
Applied rewrites100.0%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (* 0.5 (cos re)) (+ (exp (- im)) (exp im)))))
(if (<= t_0 (- INFINITY))
(*
(fma
(fma
(fma -0.0006944444444444445 (* re re) 0.020833333333333332)
(* re re)
-0.25)
(* re re)
0.5)
(fma im im 2.0))
(if (<= t_0 0.9999999999987539)
(*
(fma (fma (* im im) 0.041666666666666664 0.5) (* im im) 1.0)
(cos re))
(* (cosh im) 1.0)))))
double code(double re, double im) {
double t_0 = (0.5 * cos(re)) * (exp(-im) + exp(im));
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = fma(fma(fma(-0.0006944444444444445, (re * re), 0.020833333333333332), (re * re), -0.25), (re * re), 0.5) * fma(im, im, 2.0);
} else if (t_0 <= 0.9999999999987539) {
tmp = fma(fma((im * im), 0.041666666666666664, 0.5), (im * im), 1.0) * cos(re);
} else {
tmp = cosh(im) * 1.0;
}
return tmp;
}
function code(re, im) t_0 = Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im)) + exp(im))) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(fma(fma(fma(-0.0006944444444444445, Float64(re * re), 0.020833333333333332), Float64(re * re), -0.25), Float64(re * re), 0.5) * fma(im, im, 2.0)); elseif (t_0 <= 0.9999999999987539) tmp = Float64(fma(fma(Float64(im * im), 0.041666666666666664, 0.5), Float64(im * im), 1.0) * cos(re)); else tmp = Float64(cosh(im) * 1.0); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(N[(-0.0006944444444444445 * N[(re * re), $MachinePrecision] + 0.020833333333333332), $MachinePrecision] * N[(re * re), $MachinePrecision] + -0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.9999999999987539], N[(N[(N[(N[(im * im), $MachinePrecision] * 0.041666666666666664 + 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * N[Cos[re], $MachinePrecision]), $MachinePrecision], N[(N[Cosh[im], $MachinePrecision] * 1.0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(0.5 \cdot \cos re\right) \cdot \left(e^{-im} + e^{im}\right)\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0006944444444444445, re \cdot re, 0.020833333333333332\right), re \cdot re, -0.25\right), re \cdot re, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{elif}\;t\_0 \leq 0.9999999999987539:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(im \cdot im, 0.041666666666666664, 0.5\right), im \cdot im, 1\right) \cdot \cos re\\
\mathbf{else}:\\
\;\;\;\;\cosh im \cdot 1\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < -inf.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6450.0
Applied rewrites50.0%
Taylor expanded in re around 0
Applied rewrites0.2%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
if -inf.0 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < 0.99999999999875389Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.5
Applied rewrites99.5%
if 0.99999999999875389 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
*-lft-identity100.0
Applied rewrites100.0%
Taylor expanded in re around 0
Applied rewrites100.0%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* 0.5 (cos re))) (t_1 (* t_0 (+ (exp (- im)) (exp im)))))
(if (<= t_1 (- INFINITY))
(*
(fma
(fma
(fma -0.0006944444444444445 (* re re) 0.020833333333333332)
(* re re)
-0.25)
(* re re)
0.5)
(fma im im 2.0))
(if (<= t_1 0.9999999999987539)
(* t_0 (fma im im 2.0))
(* (cosh im) 1.0)))))
double code(double re, double im) {
double t_0 = 0.5 * cos(re);
double t_1 = t_0 * (exp(-im) + exp(im));
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = fma(fma(fma(-0.0006944444444444445, (re * re), 0.020833333333333332), (re * re), -0.25), (re * re), 0.5) * fma(im, im, 2.0);
} else if (t_1 <= 0.9999999999987539) {
tmp = t_0 * fma(im, im, 2.0);
} else {
tmp = cosh(im) * 1.0;
}
return tmp;
}
function code(re, im) t_0 = Float64(0.5 * cos(re)) t_1 = Float64(t_0 * Float64(exp(Float64(-im)) + exp(im))) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(fma(fma(fma(-0.0006944444444444445, Float64(re * re), 0.020833333333333332), Float64(re * re), -0.25), Float64(re * re), 0.5) * fma(im, im, 2.0)); elseif (t_1 <= 0.9999999999987539) tmp = Float64(t_0 * fma(im, im, 2.0)); else tmp = Float64(cosh(im) * 1.0); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(0.5 * N[Cos[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[(-0.0006944444444444445 * N[(re * re), $MachinePrecision] + 0.020833333333333332), $MachinePrecision] * N[(re * re), $MachinePrecision] + -0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.9999999999987539], N[(t$95$0 * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], N[(N[Cosh[im], $MachinePrecision] * 1.0), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 0.5 \cdot \cos re\\
t_1 := t\_0 \cdot \left(e^{-im} + e^{im}\right)\\
\mathbf{if}\;t\_1 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0006944444444444445, re \cdot re, 0.020833333333333332\right), re \cdot re, -0.25\right), re \cdot re, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{elif}\;t\_1 \leq 0.9999999999987539:\\
\;\;\;\;t\_0 \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{else}:\\
\;\;\;\;\cosh im \cdot 1\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < -inf.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6450.0
Applied rewrites50.0%
Taylor expanded in re around 0
Applied rewrites0.2%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
if -inf.0 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < 0.99999999999875389Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6499.3
Applied rewrites99.3%
if 0.99999999999875389 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
*-lft-identity100.0
Applied rewrites100.0%
Taylor expanded in re around 0
Applied rewrites100.0%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* 0.5 (cos re))) (t_1 (* t_0 (+ (exp (- im)) (exp im)))))
(if (<= t_1 (- INFINITY))
(*
(fma
(fma
(fma -0.0006944444444444445 (* re re) 0.020833333333333332)
(* re re)
-0.25)
(* re re)
0.5)
(fma im im 2.0))
(if (<= t_1 0.9999999999987539) (* t_0 2.0) (* (cosh im) 1.0)))))
double code(double re, double im) {
double t_0 = 0.5 * cos(re);
double t_1 = t_0 * (exp(-im) + exp(im));
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = fma(fma(fma(-0.0006944444444444445, (re * re), 0.020833333333333332), (re * re), -0.25), (re * re), 0.5) * fma(im, im, 2.0);
} else if (t_1 <= 0.9999999999987539) {
tmp = t_0 * 2.0;
} else {
tmp = cosh(im) * 1.0;
}
return tmp;
}
function code(re, im) t_0 = Float64(0.5 * cos(re)) t_1 = Float64(t_0 * Float64(exp(Float64(-im)) + exp(im))) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(fma(fma(fma(-0.0006944444444444445, Float64(re * re), 0.020833333333333332), Float64(re * re), -0.25), Float64(re * re), 0.5) * fma(im, im, 2.0)); elseif (t_1 <= 0.9999999999987539) tmp = Float64(t_0 * 2.0); else tmp = Float64(cosh(im) * 1.0); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(0.5 * N[Cos[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[(-0.0006944444444444445 * N[(re * re), $MachinePrecision] + 0.020833333333333332), $MachinePrecision] * N[(re * re), $MachinePrecision] + -0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.9999999999987539], N[(t$95$0 * 2.0), $MachinePrecision], N[(N[Cosh[im], $MachinePrecision] * 1.0), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 0.5 \cdot \cos re\\
t_1 := t\_0 \cdot \left(e^{-im} + e^{im}\right)\\
\mathbf{if}\;t\_1 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0006944444444444445, re \cdot re, 0.020833333333333332\right), re \cdot re, -0.25\right), re \cdot re, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{elif}\;t\_1 \leq 0.9999999999987539:\\
\;\;\;\;t\_0 \cdot 2\\
\mathbf{else}:\\
\;\;\;\;\cosh im \cdot 1\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < -inf.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6450.0
Applied rewrites50.0%
Taylor expanded in re around 0
Applied rewrites0.2%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
if -inf.0 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < 0.99999999999875389Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites98.9%
if 0.99999999999875389 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
*-lft-identity100.0
Applied rewrites100.0%
Taylor expanded in re around 0
Applied rewrites100.0%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (* 0.5 (cos re)) (+ (exp (- im)) (exp im)))))
(if (<= t_0 -0.05)
(*
(fma
(fma
(fma -0.0006944444444444445 (* re re) 0.020833333333333332)
(* re re)
-0.25)
(* re re)
0.5)
(fma im im 2.0))
(if (<= t_0 0.99998)
(* 0.5 2.0)
(*
(fma
(fma
(fma 0.001388888888888889 (* im im) 0.041666666666666664)
(* im im)
0.5)
(* im im)
1.0)
(fma (fma 0.041666666666666664 (* re re) -0.5) (* re re) 1.0))))))
double code(double re, double im) {
double t_0 = (0.5 * cos(re)) * (exp(-im) + exp(im));
double tmp;
if (t_0 <= -0.05) {
tmp = fma(fma(fma(-0.0006944444444444445, (re * re), 0.020833333333333332), (re * re), -0.25), (re * re), 0.5) * fma(im, im, 2.0);
} else if (t_0 <= 0.99998) {
tmp = 0.5 * 2.0;
} else {
tmp = fma(fma(fma(0.001388888888888889, (im * im), 0.041666666666666664), (im * im), 0.5), (im * im), 1.0) * fma(fma(0.041666666666666664, (re * re), -0.5), (re * re), 1.0);
}
return tmp;
}
function code(re, im) t_0 = Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im)) + exp(im))) tmp = 0.0 if (t_0 <= -0.05) tmp = Float64(fma(fma(fma(-0.0006944444444444445, Float64(re * re), 0.020833333333333332), Float64(re * re), -0.25), Float64(re * re), 0.5) * fma(im, im, 2.0)); elseif (t_0 <= 0.99998) tmp = Float64(0.5 * 2.0); else tmp = Float64(fma(fma(fma(0.001388888888888889, Float64(im * im), 0.041666666666666664), Float64(im * im), 0.5), Float64(im * im), 1.0) * fma(fma(0.041666666666666664, Float64(re * re), -0.5), Float64(re * re), 1.0)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -0.05], N[(N[(N[(N[(-0.0006944444444444445 * N[(re * re), $MachinePrecision] + 0.020833333333333332), $MachinePrecision] * N[(re * re), $MachinePrecision] + -0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.99998], N[(0.5 * 2.0), $MachinePrecision], N[(N[(N[(N[(0.001388888888888889 * N[(im * im), $MachinePrecision] + 0.041666666666666664), $MachinePrecision] * N[(im * im), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * N[(N[(0.041666666666666664 * N[(re * re), $MachinePrecision] + -0.5), $MachinePrecision] * N[(re * re), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(0.5 \cdot \cos re\right) \cdot \left(e^{-im} + e^{im}\right)\\
\mathbf{if}\;t\_0 \leq -0.05:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0006944444444444445, re \cdot re, 0.020833333333333332\right), re \cdot re, -0.25\right), re \cdot re, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{elif}\;t\_0 \leq 0.99998:\\
\;\;\;\;0.5 \cdot 2\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889, im \cdot im, 0.041666666666666664\right), im \cdot im, 0.5\right), im \cdot im, 1\right) \cdot \mathsf{fma}\left(\mathsf{fma}\left(0.041666666666666664, re \cdot re, -0.5\right), re \cdot re, 1\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < -0.050000000000000003Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6482.4
Applied rewrites82.4%
Taylor expanded in re around 0
Applied rewrites1.1%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6437.5
Applied rewrites37.5%
if -0.050000000000000003 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < 0.99997999999999998Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites97.9%
Taylor expanded in re around 0
Applied rewrites21.4%
if 0.99997999999999998 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6489.2
Applied rewrites89.2%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.2
Applied rewrites92.2%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (* 0.5 (cos re)) (+ (exp (- im)) (exp im)))))
(if (<= t_0 -0.05)
(* (* (* re re) -0.25) (fma im im 2.0))
(if (<= t_0 0.99998)
(* 0.5 2.0)
(*
(fma (fma 0.020833333333333332 (* re re) -0.25) (* re re) 0.5)
(fma im im 2.0))))))
double code(double re, double im) {
double t_0 = (0.5 * cos(re)) * (exp(-im) + exp(im));
double tmp;
if (t_0 <= -0.05) {
tmp = ((re * re) * -0.25) * fma(im, im, 2.0);
} else if (t_0 <= 0.99998) {
tmp = 0.5 * 2.0;
} else {
tmp = fma(fma(0.020833333333333332, (re * re), -0.25), (re * re), 0.5) * fma(im, im, 2.0);
}
return tmp;
}
function code(re, im) t_0 = Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im)) + exp(im))) tmp = 0.0 if (t_0 <= -0.05) tmp = Float64(Float64(Float64(re * re) * -0.25) * fma(im, im, 2.0)); elseif (t_0 <= 0.99998) tmp = Float64(0.5 * 2.0); else tmp = Float64(fma(fma(0.020833333333333332, Float64(re * re), -0.25), Float64(re * re), 0.5) * fma(im, im, 2.0)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -0.05], N[(N[(N[(re * re), $MachinePrecision] * -0.25), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.99998], N[(0.5 * 2.0), $MachinePrecision], N[(N[(N[(0.020833333333333332 * N[(re * re), $MachinePrecision] + -0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(0.5 \cdot \cos re\right) \cdot \left(e^{-im} + e^{im}\right)\\
\mathbf{if}\;t\_0 \leq -0.05:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot -0.25\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{elif}\;t\_0 \leq 0.99998:\\
\;\;\;\;0.5 \cdot 2\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.020833333333333332, re \cdot re, -0.25\right), re \cdot re, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < -0.050000000000000003Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6482.4
Applied rewrites82.4%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6436.1
Applied rewrites36.1%
Taylor expanded in re around inf
Applied rewrites36.1%
if -0.050000000000000003 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < 0.99997999999999998Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites97.9%
Taylor expanded in re around 0
Applied rewrites21.4%
if 0.99997999999999998 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6471.9
Applied rewrites71.9%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6481.2
Applied rewrites81.2%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (* 0.5 (cos re)) (+ (exp (- im)) (exp im)))))
(if (<= t_0 -0.05)
(* (* (* re re) -0.25) (fma im im 2.0))
(if (<= t_0 0.9999999999987539)
(* 0.5 2.0)
(*
(fma (* 0.020833333333333332 (* re re)) (* re re) 0.5)
(fma im im 2.0))))))
double code(double re, double im) {
double t_0 = (0.5 * cos(re)) * (exp(-im) + exp(im));
double tmp;
if (t_0 <= -0.05) {
tmp = ((re * re) * -0.25) * fma(im, im, 2.0);
} else if (t_0 <= 0.9999999999987539) {
tmp = 0.5 * 2.0;
} else {
tmp = fma((0.020833333333333332 * (re * re)), (re * re), 0.5) * fma(im, im, 2.0);
}
return tmp;
}
function code(re, im) t_0 = Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im)) + exp(im))) tmp = 0.0 if (t_0 <= -0.05) tmp = Float64(Float64(Float64(re * re) * -0.25) * fma(im, im, 2.0)); elseif (t_0 <= 0.9999999999987539) tmp = Float64(0.5 * 2.0); else tmp = Float64(fma(Float64(0.020833333333333332 * Float64(re * re)), Float64(re * re), 0.5) * fma(im, im, 2.0)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -0.05], N[(N[(N[(re * re), $MachinePrecision] * -0.25), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.9999999999987539], N[(0.5 * 2.0), $MachinePrecision], N[(N[(N[(0.020833333333333332 * N[(re * re), $MachinePrecision]), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(0.5 \cdot \cos re\right) \cdot \left(e^{-im} + e^{im}\right)\\
\mathbf{if}\;t\_0 \leq -0.05:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot -0.25\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{elif}\;t\_0 \leq 0.9999999999987539:\\
\;\;\;\;0.5 \cdot 2\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(0.020833333333333332 \cdot \left(re \cdot re\right), re \cdot re, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < -0.050000000000000003Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6482.4
Applied rewrites82.4%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6436.1
Applied rewrites36.1%
Taylor expanded in re around inf
Applied rewrites36.1%
if -0.050000000000000003 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < 0.99999999999875389Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites97.9%
Taylor expanded in re around 0
Applied rewrites22.8%
if 0.99999999999875389 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6471.7
Applied rewrites71.7%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6481.1
Applied rewrites81.1%
Taylor expanded in re around inf
Applied rewrites81.1%
(FPCore (re im)
:precision binary64
(if (<= (* (* 0.5 (cos re)) (+ (exp (- im)) (exp im))) 0.9999999999987539)
(*
(fma
(fma
(fma 0.001388888888888889 (* im im) 0.041666666666666664)
(* im im)
0.5)
(* im im)
1.0)
(cos re))
(* (cosh im) 1.0)))
double code(double re, double im) {
double tmp;
if (((0.5 * cos(re)) * (exp(-im) + exp(im))) <= 0.9999999999987539) {
tmp = fma(fma(fma(0.001388888888888889, (im * im), 0.041666666666666664), (im * im), 0.5), (im * im), 1.0) * cos(re);
} else {
tmp = cosh(im) * 1.0;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im)) + exp(im))) <= 0.9999999999987539) tmp = Float64(fma(fma(fma(0.001388888888888889, Float64(im * im), 0.041666666666666664), Float64(im * im), 0.5), Float64(im * im), 1.0) * cos(re)); else tmp = Float64(cosh(im) * 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.9999999999987539], N[(N[(N[(N[(0.001388888888888889 * N[(im * im), $MachinePrecision] + 0.041666666666666664), $MachinePrecision] * N[(im * im), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * N[Cos[re], $MachinePrecision]), $MachinePrecision], N[(N[Cosh[im], $MachinePrecision] * 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(0.5 \cdot \cos re\right) \cdot \left(e^{-im} + e^{im}\right) \leq 0.9999999999987539:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889, im \cdot im, 0.041666666666666664\right), im \cdot im, 0.5\right), im \cdot im, 1\right) \cdot \cos re\\
\mathbf{else}:\\
\;\;\;\;\cosh im \cdot 1\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < 0.99999999999875389Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6495.9
Applied rewrites95.9%
if 0.99999999999875389 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
*-lft-identity100.0
Applied rewrites100.0%
Taylor expanded in re around 0
Applied rewrites100.0%
(FPCore (re im)
:precision binary64
(if (<= (* (* 0.5 (cos re)) (+ (exp (- im)) (exp im))) -0.05)
(*
(fma
(fma
(fma -0.0006944444444444445 (* re re) 0.020833333333333332)
(* re re)
-0.25)
(* re re)
0.5)
(fma im im 2.0))
(* (cosh im) 1.0)))
double code(double re, double im) {
double tmp;
if (((0.5 * cos(re)) * (exp(-im) + exp(im))) <= -0.05) {
tmp = fma(fma(fma(-0.0006944444444444445, (re * re), 0.020833333333333332), (re * re), -0.25), (re * re), 0.5) * fma(im, im, 2.0);
} else {
tmp = cosh(im) * 1.0;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im)) + exp(im))) <= -0.05) tmp = Float64(fma(fma(fma(-0.0006944444444444445, Float64(re * re), 0.020833333333333332), Float64(re * re), -0.25), Float64(re * re), 0.5) * fma(im, im, 2.0)); else tmp = Float64(cosh(im) * 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im)], $MachinePrecision] + N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], -0.05], N[(N[(N[(N[(-0.0006944444444444445 * N[(re * re), $MachinePrecision] + 0.020833333333333332), $MachinePrecision] * N[(re * re), $MachinePrecision] + -0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], N[(N[Cosh[im], $MachinePrecision] * 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(0.5 \cdot \cos re\right) \cdot \left(e^{-im} + e^{im}\right) \leq -0.05:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0006944444444444445, re \cdot re, 0.020833333333333332\right), re \cdot re, -0.25\right), re \cdot re, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{else}:\\
\;\;\;\;\cosh im \cdot 1\\
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) < -0.050000000000000003Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6482.4
Applied rewrites82.4%
Taylor expanded in re around 0
Applied rewrites1.1%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6437.5
Applied rewrites37.5%
if -0.050000000000000003 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (+.f64 (exp.f64 (neg.f64 im)) (exp.f64 im))) Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
lift-*.f64N/A
*-lft-identity100.0
Applied rewrites100.0%
Taylor expanded in re around 0
Applied rewrites84.0%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* 0.5 (cos re))))
(if (<= t_0 -0.02)
(* (* (* re re) -0.25) (fma im im 2.0))
(if (<= t_0 0.38)
(* (fma (* 0.020833333333333332 (* re re)) (* re re) 0.5) 2.0)
(* 0.5 (fma im im 2.0))))))
double code(double re, double im) {
double t_0 = 0.5 * cos(re);
double tmp;
if (t_0 <= -0.02) {
tmp = ((re * re) * -0.25) * fma(im, im, 2.0);
} else if (t_0 <= 0.38) {
tmp = fma((0.020833333333333332 * (re * re)), (re * re), 0.5) * 2.0;
} else {
tmp = 0.5 * fma(im, im, 2.0);
}
return tmp;
}
function code(re, im) t_0 = Float64(0.5 * cos(re)) tmp = 0.0 if (t_0 <= -0.02) tmp = Float64(Float64(Float64(re * re) * -0.25) * fma(im, im, 2.0)); elseif (t_0 <= 0.38) tmp = Float64(fma(Float64(0.020833333333333332 * Float64(re * re)), Float64(re * re), 0.5) * 2.0); else tmp = Float64(0.5 * fma(im, im, 2.0)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, -0.02], N[(N[(N[(re * re), $MachinePrecision] * -0.25), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.38], N[(N[(N[(0.020833333333333332 * N[(re * re), $MachinePrecision]), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * 2.0), $MachinePrecision], N[(0.5 * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 0.5 \cdot \cos re\\
\mathbf{if}\;t\_0 \leq -0.02:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot -0.25\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{elif}\;t\_0 \leq 0.38:\\
\;\;\;\;\mathsf{fma}\left(0.020833333333333332 \cdot \left(re \cdot re\right), re \cdot re, 0.5\right) \cdot 2\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \mathsf{fma}\left(im, im, 2\right)\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.0200000000000000004Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6482.4
Applied rewrites82.4%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6436.1
Applied rewrites36.1%
Taylor expanded in re around inf
Applied rewrites36.1%
if -0.0200000000000000004 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < 0.38Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites56.6%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6437.4
Applied rewrites37.4%
Taylor expanded in re around inf
Applied rewrites37.4%
if 0.38 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6478.5
Applied rewrites78.5%
Taylor expanded in re around 0
Applied rewrites70.1%
(FPCore (re im)
:precision binary64
(if (<= (* 0.5 (cos re)) -0.02)
(*
(fma
(fma
(fma -0.0006944444444444445 (* re re) 0.020833333333333332)
(* re re)
-0.25)
(* re re)
0.5)
(fma im im 2.0))
(*
(fma
(fma
(fma 0.001388888888888889 (* im im) 0.041666666666666664)
(* im im)
0.5)
(* im im)
1.0)
1.0)))
double code(double re, double im) {
double tmp;
if ((0.5 * cos(re)) <= -0.02) {
tmp = fma(fma(fma(-0.0006944444444444445, (re * re), 0.020833333333333332), (re * re), -0.25), (re * re), 0.5) * fma(im, im, 2.0);
} else {
tmp = fma(fma(fma(0.001388888888888889, (im * im), 0.041666666666666664), (im * im), 0.5), (im * im), 1.0) * 1.0;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(0.5 * cos(re)) <= -0.02) tmp = Float64(fma(fma(fma(-0.0006944444444444445, Float64(re * re), 0.020833333333333332), Float64(re * re), -0.25), Float64(re * re), 0.5) * fma(im, im, 2.0)); else tmp = Float64(fma(fma(fma(0.001388888888888889, Float64(im * im), 0.041666666666666664), Float64(im * im), 0.5), Float64(im * im), 1.0) * 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision], -0.02], N[(N[(N[(N[(-0.0006944444444444445 * N[(re * re), $MachinePrecision] + 0.020833333333333332), $MachinePrecision] * N[(re * re), $MachinePrecision] + -0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.001388888888888889 * N[(im * im), $MachinePrecision] + 0.041666666666666664), $MachinePrecision] * N[(im * im), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;0.5 \cdot \cos re \leq -0.02:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0006944444444444445, re \cdot re, 0.020833333333333332\right), re \cdot re, -0.25\right), re \cdot re, 0.5\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889, im \cdot im, 0.041666666666666664\right), im \cdot im, 0.5\right), im \cdot im, 1\right) \cdot 1\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.0200000000000000004Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6482.4
Applied rewrites82.4%
Taylor expanded in re around 0
Applied rewrites1.1%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6437.5
Applied rewrites37.5%
if -0.0200000000000000004 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6491.3
Applied rewrites91.3%
Taylor expanded in re around 0
Applied rewrites75.3%
(FPCore (re im)
:precision binary64
(if (<= (* 0.5 (cos re)) -0.02)
(* (* (* re re) -0.25) (fma im im 2.0))
(*
(fma
(fma
(fma 0.001388888888888889 (* im im) 0.041666666666666664)
(* im im)
0.5)
(* im im)
1.0)
1.0)))
double code(double re, double im) {
double tmp;
if ((0.5 * cos(re)) <= -0.02) {
tmp = ((re * re) * -0.25) * fma(im, im, 2.0);
} else {
tmp = fma(fma(fma(0.001388888888888889, (im * im), 0.041666666666666664), (im * im), 0.5), (im * im), 1.0) * 1.0;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(0.5 * cos(re)) <= -0.02) tmp = Float64(Float64(Float64(re * re) * -0.25) * fma(im, im, 2.0)); else tmp = Float64(fma(fma(fma(0.001388888888888889, Float64(im * im), 0.041666666666666664), Float64(im * im), 0.5), Float64(im * im), 1.0) * 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision], -0.02], N[(N[(N[(re * re), $MachinePrecision] * -0.25), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.001388888888888889 * N[(im * im), $MachinePrecision] + 0.041666666666666664), $MachinePrecision] * N[(im * im), $MachinePrecision] + 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;0.5 \cdot \cos re \leq -0.02:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot -0.25\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889, im \cdot im, 0.041666666666666664\right), im \cdot im, 0.5\right), im \cdot im, 1\right) \cdot 1\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.0200000000000000004Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6482.4
Applied rewrites82.4%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6436.1
Applied rewrites36.1%
Taylor expanded in re around inf
Applied rewrites36.1%
if -0.0200000000000000004 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 100.0%
lift-*.f64N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l*N/A
lift-+.f64N/A
+-commutativeN/A
lift-exp.f64N/A
lift-exp.f64N/A
lift-neg.f64N/A
cosh-undefN/A
associate-*r*N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
lower-*.f64N/A
lower-cosh.f64100.0
Applied rewrites100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6491.3
Applied rewrites91.3%
Taylor expanded in re around 0
Applied rewrites75.3%
(FPCore (re im) :precision binary64 (if (<= (* 0.5 (cos re)) -0.02) (* (* (* re re) -0.25) (fma im im 2.0)) (* 0.5 (fma im im 2.0))))
double code(double re, double im) {
double tmp;
if ((0.5 * cos(re)) <= -0.02) {
tmp = ((re * re) * -0.25) * fma(im, im, 2.0);
} else {
tmp = 0.5 * fma(im, im, 2.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(0.5 * cos(re)) <= -0.02) tmp = Float64(Float64(Float64(re * re) * -0.25) * fma(im, im, 2.0)); else tmp = Float64(0.5 * fma(im, im, 2.0)); end return tmp end
code[re_, im_] := If[LessEqual[N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision], -0.02], N[(N[(N[(re * re), $MachinePrecision] * -0.25), $MachinePrecision] * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision], N[(0.5 * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;0.5 \cdot \cos re \leq -0.02:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot -0.25\right) \cdot \mathsf{fma}\left(im, im, 2\right)\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \mathsf{fma}\left(im, im, 2\right)\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.0200000000000000004Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6482.4
Applied rewrites82.4%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6436.1
Applied rewrites36.1%
Taylor expanded in re around inf
Applied rewrites36.1%
if -0.0200000000000000004 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6477.3
Applied rewrites77.3%
Taylor expanded in re around 0
Applied rewrites61.6%
(FPCore (re im) :precision binary64 (if (<= (* 0.5 (cos re)) -0.02) (* (* (* re re) -0.25) 2.0) (* 0.5 (fma im im 2.0))))
double code(double re, double im) {
double tmp;
if ((0.5 * cos(re)) <= -0.02) {
tmp = ((re * re) * -0.25) * 2.0;
} else {
tmp = 0.5 * fma(im, im, 2.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(0.5 * cos(re)) <= -0.02) tmp = Float64(Float64(Float64(re * re) * -0.25) * 2.0); else tmp = Float64(0.5 * fma(im, im, 2.0)); end return tmp end
code[re_, im_] := If[LessEqual[N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision], -0.02], N[(N[(N[(re * re), $MachinePrecision] * -0.25), $MachinePrecision] * 2.0), $MachinePrecision], N[(0.5 * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;0.5 \cdot \cos re \leq -0.02:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot -0.25\right) \cdot 2\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \mathsf{fma}\left(im, im, 2\right)\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.0200000000000000004Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites65.9%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6418.6
Applied rewrites18.6%
Taylor expanded in re around inf
Applied rewrites18.6%
if -0.0200000000000000004 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6477.3
Applied rewrites77.3%
Taylor expanded in re around 0
Applied rewrites61.6%
(FPCore (re im) :precision binary64 (* 0.5 (fma im im 2.0)))
double code(double re, double im) {
return 0.5 * fma(im, im, 2.0);
}
function code(re, im) return Float64(0.5 * fma(im, im, 2.0)) end
code[re_, im_] := N[(0.5 * N[(im * im + 2.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0.5 \cdot \mathsf{fma}\left(im, im, 2\right)
\end{array}
Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
unpow2N/A
lower-fma.f6478.4
Applied rewrites78.4%
Taylor expanded in re around 0
Applied rewrites48.8%
(FPCore (re im) :precision binary64 (* 0.5 2.0))
double code(double re, double im) {
return 0.5 * 2.0;
}
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 * 2.0d0
end function
public static double code(double re, double im) {
return 0.5 * 2.0;
}
def code(re, im): return 0.5 * 2.0
function code(re, im) return Float64(0.5 * 2.0) end
function tmp = code(re, im) tmp = 0.5 * 2.0; end
code[re_, im_] := N[(0.5 * 2.0), $MachinePrecision]
\begin{array}{l}
\\
0.5 \cdot 2
\end{array}
Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites54.9%
Taylor expanded in re around 0
Applied rewrites29.0%
herbie shell --seed 2025017
(FPCore (re im)
:name "math.cos on complex, real part"
:precision binary64
(* (* 0.5 (cos re)) (+ (exp (- im)) (exp im))))