
(FPCore (re im) :precision binary64 (* (exp re) (cos im)))
double code(double re, double im) {
return exp(re) * cos(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 = exp(re) * cos(im)
end function
public static double code(double re, double im) {
return Math.exp(re) * Math.cos(im);
}
def code(re, im): return math.exp(re) * math.cos(im)
function code(re, im) return Float64(exp(re) * cos(im)) end
function tmp = code(re, im) tmp = exp(re) * cos(im); end
code[re_, im_] := N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
e^{re} \cdot \cos im
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 18 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (re im) :precision binary64 (* (exp re) (cos im)))
double code(double re, double im) {
return exp(re) * cos(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 = exp(re) * cos(im)
end function
public static double code(double re, double im) {
return Math.exp(re) * Math.cos(im);
}
def code(re, im): return math.exp(re) * math.cos(im)
function code(re, im) return Float64(exp(re) * cos(im)) end
function tmp = code(re, im) tmp = exp(re) * cos(im); end
code[re_, im_] := N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
e^{re} \cdot \cos im
\end{array}
(FPCore (re im) :precision binary64 (* (exp re) (cos im)))
double code(double re, double im) {
return exp(re) * cos(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 = exp(re) * cos(im)
end function
public static double code(double re, double im) {
return Math.exp(re) * Math.cos(im);
}
def code(re, im): return math.exp(re) * math.cos(im)
function code(re, im) return Float64(exp(re) * cos(im)) end
function tmp = code(re, im) tmp = exp(re) * cos(im); end
code[re_, im_] := N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
e^{re} \cdot \cos im
\end{array}
Initial program 100.0%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (cos im))))
(if (<= t_0 (- INFINITY))
(* (exp re) (* (* im im) -0.5))
(if (<= t_0 -0.04)
(* (- re -1.0) (cos im))
(if (or (<= t_0 0.0) (not (<= t_0 0.9999999999999942)))
(exp re)
(* (+ re (fma (* re re) 0.5 1.0)) (cos im)))))))
double code(double re, double im) {
double t_0 = exp(re) * cos(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = exp(re) * ((im * im) * -0.5);
} else if (t_0 <= -0.04) {
tmp = (re - -1.0) * cos(im);
} else if ((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942)) {
tmp = exp(re);
} else {
tmp = (re + fma((re * re), 0.5, 1.0)) * cos(im);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * cos(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(exp(re) * Float64(Float64(im * im) * -0.5)); elseif (t_0 <= -0.04) tmp = Float64(Float64(re - -1.0) * cos(im)); elseif ((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942)) tmp = exp(re); else tmp = Float64(Float64(re + fma(Float64(re * re), 0.5, 1.0)) * cos(im)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[Exp[re], $MachinePrecision] * N[(N[(im * im), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, -0.04], N[(N[(re - -1.0), $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], If[Or[LessEqual[t$95$0, 0.0], N[Not[LessEqual[t$95$0, 0.9999999999999942]], $MachinePrecision]], N[Exp[re], $MachinePrecision], N[(N[(re + N[(N[(re * re), $MachinePrecision] * 0.5 + 1.0), $MachinePrecision]), $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \cos im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;e^{re} \cdot \left(\left(im \cdot im\right) \cdot -0.5\right)\\
\mathbf{elif}\;t\_0 \leq -0.04:\\
\;\;\;\;\left(re - -1\right) \cdot \cos im\\
\mathbf{elif}\;t\_0 \leq 0 \lor \neg \left(t\_0 \leq 0.9999999999999942\right):\\
\;\;\;\;e^{re}\\
\mathbf{else}:\\
\;\;\;\;\left(re + \mathsf{fma}\left(re \cdot re, 0.5, 1\right)\right) \cdot \cos im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < -inf.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f64100.0
Applied rewrites100.0%
if -inf.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < -0.0400000000000000008Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
metadata-eval100.0
Applied rewrites100.0%
if -0.0400000000000000008 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0 or 0.99999999999999423 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f64100.0
Applied rewrites100.0%
if 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.99999999999999423Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6498.6
Applied rewrites98.6%
lift-fma.f64N/A
lift-fma.f64N/A
*-commutativeN/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
associate-+l+N/A
*-commutativeN/A
lower-+.f64N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6498.6
Applied rewrites98.6%
Final simplification99.8%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (cos im))))
(if (<= t_0 (- INFINITY))
(* (exp re) (* (* im im) -0.5))
(if (<= t_0 -0.04)
(* (- re -1.0) (cos im))
(if (or (<= t_0 0.0) (not (<= t_0 0.9999999999999942)))
(exp re)
(* (fma (fma 0.5 re 1.0) re 1.0) (cos im)))))))
double code(double re, double im) {
double t_0 = exp(re) * cos(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = exp(re) * ((im * im) * -0.5);
} else if (t_0 <= -0.04) {
tmp = (re - -1.0) * cos(im);
} else if ((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942)) {
tmp = exp(re);
} else {
tmp = fma(fma(0.5, re, 1.0), re, 1.0) * cos(im);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * cos(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(exp(re) * Float64(Float64(im * im) * -0.5)); elseif (t_0 <= -0.04) tmp = Float64(Float64(re - -1.0) * cos(im)); elseif ((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942)) tmp = exp(re); else tmp = Float64(fma(fma(0.5, re, 1.0), re, 1.0) * cos(im)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[Exp[re], $MachinePrecision] * N[(N[(im * im), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, -0.04], N[(N[(re - -1.0), $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], If[Or[LessEqual[t$95$0, 0.0], N[Not[LessEqual[t$95$0, 0.9999999999999942]], $MachinePrecision]], N[Exp[re], $MachinePrecision], N[(N[(N[(0.5 * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \cos im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;e^{re} \cdot \left(\left(im \cdot im\right) \cdot -0.5\right)\\
\mathbf{elif}\;t\_0 \leq -0.04:\\
\;\;\;\;\left(re - -1\right) \cdot \cos im\\
\mathbf{elif}\;t\_0 \leq 0 \lor \neg \left(t\_0 \leq 0.9999999999999942\right):\\
\;\;\;\;e^{re}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.5, re, 1\right), re, 1\right) \cdot \cos im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < -inf.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f64100.0
Applied rewrites100.0%
if -inf.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < -0.0400000000000000008Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
metadata-eval100.0
Applied rewrites100.0%
if -0.0400000000000000008 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0 or 0.99999999999999423 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f64100.0
Applied rewrites100.0%
if 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.99999999999999423Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6498.6
Applied rewrites98.6%
Final simplification99.8%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (cos im))))
(if (<= t_0 (- INFINITY))
(* (exp re) (* (* im im) -0.5))
(if (or (<= t_0 -0.04)
(not (or (<= t_0 0.0) (not (<= t_0 0.9999999999999942)))))
(* (- re -1.0) (cos im))
(exp re)))))
double code(double re, double im) {
double t_0 = exp(re) * cos(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = exp(re) * ((im * im) * -0.5);
} else if ((t_0 <= -0.04) || !((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942))) {
tmp = (re - -1.0) * cos(im);
} else {
tmp = exp(re);
}
return tmp;
}
public static double code(double re, double im) {
double t_0 = Math.exp(re) * Math.cos(im);
double tmp;
if (t_0 <= -Double.POSITIVE_INFINITY) {
tmp = Math.exp(re) * ((im * im) * -0.5);
} else if ((t_0 <= -0.04) || !((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942))) {
tmp = (re - -1.0) * Math.cos(im);
} else {
tmp = Math.exp(re);
}
return tmp;
}
def code(re, im): t_0 = math.exp(re) * math.cos(im) tmp = 0 if t_0 <= -math.inf: tmp = math.exp(re) * ((im * im) * -0.5) elif (t_0 <= -0.04) or not ((t_0 <= 0.0) or not (t_0 <= 0.9999999999999942)): tmp = (re - -1.0) * math.cos(im) else: tmp = math.exp(re) return tmp
function code(re, im) t_0 = Float64(exp(re) * cos(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(exp(re) * Float64(Float64(im * im) * -0.5)); elseif ((t_0 <= -0.04) || !((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942))) tmp = Float64(Float64(re - -1.0) * cos(im)); else tmp = exp(re); end return tmp end
function tmp_2 = code(re, im) t_0 = exp(re) * cos(im); tmp = 0.0; if (t_0 <= -Inf) tmp = exp(re) * ((im * im) * -0.5); elseif ((t_0 <= -0.04) || ~(((t_0 <= 0.0) || ~((t_0 <= 0.9999999999999942))))) tmp = (re - -1.0) * cos(im); else tmp = exp(re); end tmp_2 = tmp; end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[Exp[re], $MachinePrecision] * N[(N[(im * im), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision], If[Or[LessEqual[t$95$0, -0.04], N[Not[Or[LessEqual[t$95$0, 0.0], N[Not[LessEqual[t$95$0, 0.9999999999999942]], $MachinePrecision]]], $MachinePrecision]], N[(N[(re - -1.0), $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], N[Exp[re], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \cos im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;e^{re} \cdot \left(\left(im \cdot im\right) \cdot -0.5\right)\\
\mathbf{elif}\;t\_0 \leq -0.04 \lor \neg \left(t\_0 \leq 0 \lor \neg \left(t\_0 \leq 0.9999999999999942\right)\right):\\
\;\;\;\;\left(re - -1\right) \cdot \cos im\\
\mathbf{else}:\\
\;\;\;\;e^{re}\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < -inf.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f64100.0
Applied rewrites100.0%
if -inf.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < -0.0400000000000000008 or 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.99999999999999423Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
metadata-eval99.0
Applied rewrites99.0%
if -0.0400000000000000008 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0 or 0.99999999999999423 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f64100.0
Applied rewrites100.0%
Final simplification99.7%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (cos im))))
(if (<= t_0 (- INFINITY))
(*
(* (* re re) 0.5)
(fma
(- (* (* (* (* im im) -0.001388888888888889) im) im) 0.5)
(* im im)
1.0))
(if (or (<= t_0 -0.04)
(not (or (<= t_0 0.0) (not (<= t_0 0.9999999999999942)))))
(* (- re -1.0) (cos im))
(exp re)))))
double code(double re, double im) {
double t_0 = exp(re) * cos(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = ((re * re) * 0.5) * fma((((((im * im) * -0.001388888888888889) * im) * im) - 0.5), (im * im), 1.0);
} else if ((t_0 <= -0.04) || !((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942))) {
tmp = (re - -1.0) * cos(im);
} else {
tmp = exp(re);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * cos(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(Float64(Float64(re * re) * 0.5) * fma(Float64(Float64(Float64(Float64(Float64(im * im) * -0.001388888888888889) * im) * im) - 0.5), Float64(im * im), 1.0)); elseif ((t_0 <= -0.04) || !((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942))) tmp = Float64(Float64(re - -1.0) * cos(im)); else tmp = exp(re); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(re * re), $MachinePrecision] * 0.5), $MachinePrecision] * N[(N[(N[(N[(N[(N[(im * im), $MachinePrecision] * -0.001388888888888889), $MachinePrecision] * im), $MachinePrecision] * im), $MachinePrecision] - 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], If[Or[LessEqual[t$95$0, -0.04], N[Not[Or[LessEqual[t$95$0, 0.0], N[Not[LessEqual[t$95$0, 0.9999999999999942]], $MachinePrecision]]], $MachinePrecision]], N[(N[(re - -1.0), $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], N[Exp[re], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \cos im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot 0.5\right) \cdot \mathsf{fma}\left(\left(\left(\left(im \cdot im\right) \cdot -0.001388888888888889\right) \cdot im\right) \cdot im - 0.5, im \cdot im, 1\right)\\
\mathbf{elif}\;t\_0 \leq -0.04 \lor \neg \left(t\_0 \leq 0 \lor \neg \left(t\_0 \leq 0.9999999999999942\right)\right):\\
\;\;\;\;\left(re - -1\right) \cdot \cos im\\
\mathbf{else}:\\
\;\;\;\;e^{re}\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < -inf.0Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6439.8
Applied rewrites39.8%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
pow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6493.6
Applied rewrites93.6%
Taylor expanded in re around inf
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.6
Applied rewrites93.6%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6493.6
Applied rewrites93.6%
if -inf.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < -0.0400000000000000008 or 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.99999999999999423Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
metadata-eval99.0
Applied rewrites99.0%
if -0.0400000000000000008 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0 or 0.99999999999999423 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f64100.0
Applied rewrites100.0%
Final simplification99.4%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (cos im))))
(if (<= t_0 (- INFINITY))
(*
(* (* re re) 0.5)
(fma
(- (* (* (* (* im im) -0.001388888888888889) im) im) 0.5)
(* im im)
1.0))
(if (or (<= t_0 -0.04)
(not (or (<= t_0 0.0) (not (<= t_0 0.9999999999999942)))))
(cos im)
(exp re)))))
double code(double re, double im) {
double t_0 = exp(re) * cos(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = ((re * re) * 0.5) * fma((((((im * im) * -0.001388888888888889) * im) * im) - 0.5), (im * im), 1.0);
} else if ((t_0 <= -0.04) || !((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942))) {
tmp = cos(im);
} else {
tmp = exp(re);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * cos(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(Float64(Float64(re * re) * 0.5) * fma(Float64(Float64(Float64(Float64(Float64(im * im) * -0.001388888888888889) * im) * im) - 0.5), Float64(im * im), 1.0)); elseif ((t_0 <= -0.04) || !((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942))) tmp = cos(im); else tmp = exp(re); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(re * re), $MachinePrecision] * 0.5), $MachinePrecision] * N[(N[(N[(N[(N[(N[(im * im), $MachinePrecision] * -0.001388888888888889), $MachinePrecision] * im), $MachinePrecision] * im), $MachinePrecision] - 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], If[Or[LessEqual[t$95$0, -0.04], N[Not[Or[LessEqual[t$95$0, 0.0], N[Not[LessEqual[t$95$0, 0.9999999999999942]], $MachinePrecision]]], $MachinePrecision]], N[Cos[im], $MachinePrecision], N[Exp[re], $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \cos im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot 0.5\right) \cdot \mathsf{fma}\left(\left(\left(\left(im \cdot im\right) \cdot -0.001388888888888889\right) \cdot im\right) \cdot im - 0.5, im \cdot im, 1\right)\\
\mathbf{elif}\;t\_0 \leq -0.04 \lor \neg \left(t\_0 \leq 0 \lor \neg \left(t\_0 \leq 0.9999999999999942\right)\right):\\
\;\;\;\;\cos im\\
\mathbf{else}:\\
\;\;\;\;e^{re}\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < -inf.0Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6439.8
Applied rewrites39.8%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
pow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6493.6
Applied rewrites93.6%
Taylor expanded in re around inf
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.6
Applied rewrites93.6%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6493.6
Applied rewrites93.6%
if -inf.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < -0.0400000000000000008 or 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.99999999999999423Initial program 100.0%
Taylor expanded in re around 0
lift-cos.f6498.2
Applied rewrites98.2%
if -0.0400000000000000008 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0 or 0.99999999999999423 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f64100.0
Applied rewrites100.0%
Final simplification99.2%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (cos im))))
(if (or (<= t_0 -0.04)
(not (or (<= t_0 0.0) (not (<= t_0 0.9999999999999942)))))
(* (fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0) (cos im))
(exp re))))
double code(double re, double im) {
double t_0 = exp(re) * cos(im);
double tmp;
if ((t_0 <= -0.04) || !((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942))) {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * cos(im);
} else {
tmp = exp(re);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * cos(im)) tmp = 0.0 if ((t_0 <= -0.04) || !((t_0 <= 0.0) || !(t_0 <= 0.9999999999999942))) tmp = Float64(fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * cos(im)); else tmp = exp(re); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]}, If[Or[LessEqual[t$95$0, -0.04], N[Not[Or[LessEqual[t$95$0, 0.0], N[Not[LessEqual[t$95$0, 0.9999999999999942]], $MachinePrecision]]], $MachinePrecision]], N[(N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], N[Exp[re], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \cos im\\
\mathbf{if}\;t\_0 \leq -0.04 \lor \neg \left(t\_0 \leq 0 \lor \neg \left(t\_0 \leq 0.9999999999999942\right)\right):\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right) \cdot \cos im\\
\mathbf{else}:\\
\;\;\;\;e^{re}\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < -0.0400000000000000008 or 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.99999999999999423Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6494.8
Applied rewrites94.8%
if -0.0400000000000000008 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0 or 0.99999999999999423 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f64100.0
Applied rewrites100.0%
Final simplification98.3%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (cos im))))
(if (<= t_0 (- INFINITY))
(*
(* (* re re) 0.5)
(fma
(- (* (* (* (* im im) -0.001388888888888889) im) im) 0.5)
(* im im)
1.0))
(if (<= t_0 0.9999999999999942)
(cos im)
(fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0)))))
double code(double re, double im) {
double t_0 = exp(re) * cos(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = ((re * re) * 0.5) * fma((((((im * im) * -0.001388888888888889) * im) * im) - 0.5), (im * im), 1.0);
} else if (t_0 <= 0.9999999999999942) {
tmp = cos(im);
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * cos(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(Float64(Float64(re * re) * 0.5) * fma(Float64(Float64(Float64(Float64(Float64(im * im) * -0.001388888888888889) * im) * im) - 0.5), Float64(im * im), 1.0)); elseif (t_0 <= 0.9999999999999942) tmp = cos(im); else tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(re * re), $MachinePrecision] * 0.5), $MachinePrecision] * N[(N[(N[(N[(N[(N[(im * im), $MachinePrecision] * -0.001388888888888889), $MachinePrecision] * im), $MachinePrecision] * im), $MachinePrecision] - 0.5), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 0.9999999999999942], N[Cos[im], $MachinePrecision], N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \cos im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot 0.5\right) \cdot \mathsf{fma}\left(\left(\left(\left(im \cdot im\right) \cdot -0.001388888888888889\right) \cdot im\right) \cdot im - 0.5, im \cdot im, 1\right)\\
\mathbf{elif}\;t\_0 \leq 0.9999999999999942:\\
\;\;\;\;\cos im\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < -inf.0Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6439.8
Applied rewrites39.8%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
pow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6493.6
Applied rewrites93.6%
Taylor expanded in re around inf
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.6
Applied rewrites93.6%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6493.6
Applied rewrites93.6%
if -inf.0 < (*.f64 (exp.f64 re) (cos.f64 im)) < 0.99999999999999423Initial program 100.0%
Taylor expanded in re around 0
lift-cos.f6451.0
Applied rewrites51.0%
if 0.99999999999999423 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f64100.0
Applied rewrites100.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6488.5
Applied rewrites88.5%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (cos im)) 0.0) (* (fma (* (* re re) 0.16666666666666666) re 1.0) (* (* im im) -0.5)) (fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0)))
double code(double re, double im) {
double tmp;
if ((exp(re) * cos(im)) <= 0.0) {
tmp = fma(((re * re) * 0.16666666666666666), re, 1.0) * ((im * im) * -0.5);
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * cos(im)) <= 0.0) tmp = Float64(fma(Float64(Float64(re * re) * 0.16666666666666666), re, 1.0) * Float64(Float64(im * im) * -0.5)); else tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], 0.0], N[(N[(N[(N[(re * re), $MachinePrecision] * 0.16666666666666666), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[(N[(im * im), $MachinePrecision] * -0.5), $MachinePrecision]), $MachinePrecision], N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \cos im \leq 0:\\
\;\;\;\;\mathsf{fma}\left(\left(re \cdot re\right) \cdot 0.16666666666666666, re, 1\right) \cdot \left(\left(im \cdot im\right) \cdot -0.5\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6460.4
Applied rewrites60.4%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6413.4
Applied rewrites13.4%
Taylor expanded in re around inf
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6413.4
Applied rewrites13.4%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6420.5
Applied rewrites20.5%
if 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f6478.7
Applied rewrites78.7%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6470.4
Applied rewrites70.4%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (cos im)) -0.04) (* (fma (fma 0.5 re 1.0) re 1.0) (fma (* im im) -0.5 1.0)) (fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0)))
double code(double re, double im) {
double tmp;
if ((exp(re) * cos(im)) <= -0.04) {
tmp = fma(fma(0.5, re, 1.0), re, 1.0) * fma((im * im), -0.5, 1.0);
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * cos(im)) <= -0.04) tmp = Float64(fma(fma(0.5, re, 1.0), re, 1.0) * fma(Float64(im * im), -0.5, 1.0)); else tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], -0.04], N[(N[(N[(0.5 * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[(N[(im * im), $MachinePrecision] * -0.5 + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \cos im \leq -0.04:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.5, re, 1\right), re, 1\right) \cdot \mathsf{fma}\left(im \cdot im, -0.5, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < -0.0400000000000000008Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6437.1
Applied rewrites37.1%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6432.5
Applied rewrites32.5%
Taylor expanded in re around 0
Applied rewrites32.4%
if -0.0400000000000000008 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f6485.3
Applied rewrites85.3%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6449.0
Applied rewrites49.0%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (cos im)) -0.04) (* (* (* re re) 0.5) (fma -0.5 (* im im) 1.0)) (fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0)))
double code(double re, double im) {
double tmp;
if ((exp(re) * cos(im)) <= -0.04) {
tmp = ((re * re) * 0.5) * fma(-0.5, (im * im), 1.0);
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * cos(im)) <= -0.04) tmp = Float64(Float64(Float64(re * re) * 0.5) * fma(-0.5, Float64(im * im), 1.0)); else tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], -0.04], N[(N[(N[(re * re), $MachinePrecision] * 0.5), $MachinePrecision] * N[(-0.5 * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \cos im \leq -0.04:\\
\;\;\;\;\left(\left(re \cdot re\right) \cdot 0.5\right) \cdot \mathsf{fma}\left(-0.5, im \cdot im, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < -0.0400000000000000008Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6479.4
Applied rewrites79.4%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
pow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6434.3
Applied rewrites34.3%
Taylor expanded in re around inf
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6433.4
Applied rewrites33.4%
Taylor expanded in im around 0
Applied rewrites31.7%
if -0.0400000000000000008 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f6485.3
Applied rewrites85.3%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6449.0
Applied rewrites49.0%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (cos im)) 0.0) (* (- re -1.0) (fma (* im im) -0.5 1.0)) (fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0)))
double code(double re, double im) {
double tmp;
if ((exp(re) * cos(im)) <= 0.0) {
tmp = (re - -1.0) * fma((im * im), -0.5, 1.0);
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * cos(im)) <= 0.0) tmp = Float64(Float64(re - -1.0) * fma(Float64(im * im), -0.5, 1.0)); else tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], 0.0], N[(N[(re - -1.0), $MachinePrecision] * N[(N[(im * im), $MachinePrecision] * -0.5 + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \cos im \leq 0:\\
\;\;\;\;\left(re - -1\right) \cdot \mathsf{fma}\left(im \cdot im, -0.5, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6460.4
Applied rewrites60.4%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6413.4
Applied rewrites13.4%
Taylor expanded in re around 0
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
lower--.f6410.9
Applied rewrites10.9%
if 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f6478.7
Applied rewrites78.7%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6470.4
Applied rewrites70.4%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (cos im)) 0.0) (* 1.0 (fma (* im im) -0.5 1.0)) (fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0)))
double code(double re, double im) {
double tmp;
if ((exp(re) * cos(im)) <= 0.0) {
tmp = 1.0 * fma((im * im), -0.5, 1.0);
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * cos(im)) <= 0.0) tmp = Float64(1.0 * fma(Float64(im * im), -0.5, 1.0)); else tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], 0.0], N[(1.0 * N[(N[(im * im), $MachinePrecision] * -0.5 + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \cos im \leq 0:\\
\;\;\;\;1 \cdot \mathsf{fma}\left(im \cdot im, -0.5, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6460.4
Applied rewrites60.4%
Taylor expanded in re around 0
Applied rewrites9.4%
if 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f6478.7
Applied rewrites78.7%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6470.4
Applied rewrites70.4%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (cos im)) 0.0) (* 1.0 (fma (* im im) -0.5 1.0)) (fma (fma (* 0.16666666666666666 re) re 1.0) re 1.0)))
double code(double re, double im) {
double tmp;
if ((exp(re) * cos(im)) <= 0.0) {
tmp = 1.0 * fma((im * im), -0.5, 1.0);
} else {
tmp = fma(fma((0.16666666666666666 * re), re, 1.0), re, 1.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * cos(im)) <= 0.0) tmp = Float64(1.0 * fma(Float64(im * im), -0.5, 1.0)); else tmp = fma(fma(Float64(0.16666666666666666 * re), re, 1.0), re, 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], 0.0], N[(1.0 * N[(N[(im * im), $MachinePrecision] * -0.5 + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(0.16666666666666666 * re), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \cos im \leq 0:\\
\;\;\;\;1 \cdot \mathsf{fma}\left(im \cdot im, -0.5, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666 \cdot re, re, 1\right), re, 1\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6460.4
Applied rewrites60.4%
Taylor expanded in re around 0
Applied rewrites9.4%
if 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f6478.7
Applied rewrites78.7%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6470.4
Applied rewrites70.4%
Taylor expanded in re around inf
lower-*.f6470.1
Applied rewrites70.1%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (cos im)) 0.0) (* 1.0 (fma (* im im) -0.5 1.0)) (fma (fma 0.5 re 1.0) re 1.0)))
double code(double re, double im) {
double tmp;
if ((exp(re) * cos(im)) <= 0.0) {
tmp = 1.0 * fma((im * im), -0.5, 1.0);
} else {
tmp = fma(fma(0.5, re, 1.0), re, 1.0);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * cos(im)) <= 0.0) tmp = Float64(1.0 * fma(Float64(im * im), -0.5, 1.0)); else tmp = fma(fma(0.5, re, 1.0), re, 1.0); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Cos[im], $MachinePrecision]), $MachinePrecision], 0.0], N[(1.0 * N[(N[(im * im), $MachinePrecision] * -0.5 + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(0.5 * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \cos im \leq 0:\\
\;\;\;\;1 \cdot \mathsf{fma}\left(im \cdot im, -0.5, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.5, re, 1\right), re, 1\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (cos.f64 im)) < 0.0Initial program 100.0%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6460.4
Applied rewrites60.4%
Taylor expanded in re around 0
Applied rewrites9.4%
if 0.0 < (*.f64 (exp.f64 re) (cos.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f6478.7
Applied rewrites78.7%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6470.4
Applied rewrites70.4%
Taylor expanded in re around 0
Applied rewrites62.0%
(FPCore (re im) :precision binary64 (fma (fma 0.5 re 1.0) re 1.0))
double code(double re, double im) {
return fma(fma(0.5, re, 1.0), re, 1.0);
}
function code(re, im) return fma(fma(0.5, re, 1.0), re, 1.0) end
code[re_, im_] := N[(N[(0.5 * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(0.5, re, 1\right), re, 1\right)
\end{array}
Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f6471.8
Applied rewrites71.8%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6441.3
Applied rewrites41.3%
Taylor expanded in re around 0
Applied rewrites36.5%
(FPCore (re im) :precision binary64 (- re -1.0))
double code(double re, double im) {
return re - -1.0;
}
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 = re - (-1.0d0)
end function
public static double code(double re, double im) {
return re - -1.0;
}
def code(re, im): return re - -1.0
function code(re, im) return Float64(re - -1.0) end
function tmp = code(re, im) tmp = re - -1.0; end
code[re_, im_] := N[(re - -1.0), $MachinePrecision]
\begin{array}{l}
\\
re - -1
\end{array}
Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f6471.8
Applied rewrites71.8%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6441.3
Applied rewrites41.3%
Taylor expanded in re around 0
+-commutativeN/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
lift--.f6428.3
Applied rewrites28.3%
(FPCore (re im) :precision binary64 1.0)
double code(double re, double im) {
return 1.0;
}
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 = 1.0d0
end function
public static double code(double re, double im) {
return 1.0;
}
def code(re, im): return 1.0
function code(re, im) return 1.0 end
function tmp = code(re, im) tmp = 1.0; end
code[re_, im_] := 1.0
\begin{array}{l}
\\
1
\end{array}
Initial program 100.0%
Taylor expanded in im around 0
lift-exp.f6471.8
Applied rewrites71.8%
Taylor expanded in re around 0
Applied rewrites27.9%
herbie shell --seed 2025061
(FPCore (re im)
:name "math.exp on complex, real part"
:precision binary64
(* (exp re) (cos im)))