
(FPCore (re im) :precision binary64 (* (exp re) (sin im)))
double code(double re, double im) {
return exp(re) * sin(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) * sin(im)
end function
public static double code(double re, double im) {
return Math.exp(re) * Math.sin(im);
}
def code(re, im): return math.exp(re) * math.sin(im)
function code(re, im) return Float64(exp(re) * sin(im)) end
function tmp = code(re, im) tmp = exp(re) * sin(im); end
code[re_, im_] := N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
e^{re} \cdot \sin im
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 16 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (re im) :precision binary64 (* (exp re) (sin im)))
double code(double re, double im) {
return exp(re) * sin(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) * sin(im)
end function
public static double code(double re, double im) {
return Math.exp(re) * Math.sin(im);
}
def code(re, im): return math.exp(re) * math.sin(im)
function code(re, im) return Float64(exp(re) * sin(im)) end
function tmp = code(re, im) tmp = exp(re) * sin(im); end
code[re_, im_] := N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
e^{re} \cdot \sin im
\end{array}
(FPCore (re im) :precision binary64 (* (exp re) (sin im)))
double code(double re, double im) {
return exp(re) * sin(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) * sin(im)
end function
public static double code(double re, double im) {
return Math.exp(re) * Math.sin(im);
}
def code(re, im): return math.exp(re) * math.sin(im)
function code(re, im) return Float64(exp(re) * sin(im)) end
function tmp = code(re, im) tmp = exp(re) * sin(im); end
code[re_, im_] := N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
e^{re} \cdot \sin im
\end{array}
Initial program 100.0%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (sin im))))
(if (<= t_0 (- INFINITY))
(* (exp re) (* (* (* im im) -0.16666666666666666) im))
(if (<= t_0 -2e-227)
(sin im)
(if (or (<= t_0 5e-129) (not (<= t_0 1000.0)))
(* (exp re) im)
(*
(fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0)
(sin im)))))))
double code(double re, double im) {
double t_0 = exp(re) * sin(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = exp(re) * (((im * im) * -0.16666666666666666) * im);
} else if (t_0 <= -2e-227) {
tmp = sin(im);
} else if ((t_0 <= 5e-129) || !(t_0 <= 1000.0)) {
tmp = exp(re) * im;
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * sin(im);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * sin(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(exp(re) * Float64(Float64(Float64(im * im) * -0.16666666666666666) * im)); elseif (t_0 <= -2e-227) tmp = sin(im); elseif ((t_0 <= 5e-129) || !(t_0 <= 1000.0)) tmp = Float64(exp(re) * im); else tmp = Float64(fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * sin(im)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[Exp[re], $MachinePrecision] * N[(N[(N[(im * im), $MachinePrecision] * -0.16666666666666666), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, -2e-227], N[Sin[im], $MachinePrecision], If[Or[LessEqual[t$95$0, 5e-129], N[Not[LessEqual[t$95$0, 1000.0]], $MachinePrecision]], N[(N[Exp[re], $MachinePrecision] * im), $MachinePrecision], N[(N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \sin im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;e^{re} \cdot \left(\left(\left(im \cdot im\right) \cdot -0.16666666666666666\right) \cdot im\right)\\
\mathbf{elif}\;t\_0 \leq -2 \cdot 10^{-227}:\\
\;\;\;\;\sin im\\
\mathbf{elif}\;t\_0 \leq 5 \cdot 10^{-129} \lor \neg \left(t\_0 \leq 1000\right):\\
\;\;\;\;e^{re} \cdot im\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right) \cdot \sin im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -inf.0Initial program 100.0%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6476.7
Applied rewrites76.7%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6436.7
Applied rewrites36.7%
if -inf.0 < (*.f64 (exp.f64 re) (sin.f64 im)) < -1.99999999999999989e-227Initial program 100.0%
Taylor expanded in re around 0
lift-sin.f6494.3
Applied rewrites94.3%
if -1.99999999999999989e-227 < (*.f64 (exp.f64 re) (sin.f64 im)) < 5.00000000000000027e-129 or 1e3 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites93.2%
if 5.00000000000000027e-129 < (*.f64 (exp.f64 re) (sin.f64 im)) < 1e3Initial 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.f6498.0
Applied rewrites98.0%
Final simplification87.6%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (sin im))))
(if (<= t_0 (- INFINITY))
(* (exp re) (* (* (* im im) -0.16666666666666666) im))
(if (<= t_0 -2e-227)
(sin im)
(if (or (<= t_0 5e-129) (not (<= t_0 1000.0)))
(* (exp re) im)
(* (fma (fma 0.5 re 1.0) re 1.0) (sin im)))))))
double code(double re, double im) {
double t_0 = exp(re) * sin(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = exp(re) * (((im * im) * -0.16666666666666666) * im);
} else if (t_0 <= -2e-227) {
tmp = sin(im);
} else if ((t_0 <= 5e-129) || !(t_0 <= 1000.0)) {
tmp = exp(re) * im;
} else {
tmp = fma(fma(0.5, re, 1.0), re, 1.0) * sin(im);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * sin(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(exp(re) * Float64(Float64(Float64(im * im) * -0.16666666666666666) * im)); elseif (t_0 <= -2e-227) tmp = sin(im); elseif ((t_0 <= 5e-129) || !(t_0 <= 1000.0)) tmp = Float64(exp(re) * im); else tmp = Float64(fma(fma(0.5, re, 1.0), re, 1.0) * sin(im)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[Exp[re], $MachinePrecision] * N[(N[(N[(im * im), $MachinePrecision] * -0.16666666666666666), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, -2e-227], N[Sin[im], $MachinePrecision], If[Or[LessEqual[t$95$0, 5e-129], N[Not[LessEqual[t$95$0, 1000.0]], $MachinePrecision]], N[(N[Exp[re], $MachinePrecision] * im), $MachinePrecision], N[(N[(N[(0.5 * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \sin im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;e^{re} \cdot \left(\left(\left(im \cdot im\right) \cdot -0.16666666666666666\right) \cdot im\right)\\
\mathbf{elif}\;t\_0 \leq -2 \cdot 10^{-227}:\\
\;\;\;\;\sin im\\
\mathbf{elif}\;t\_0 \leq 5 \cdot 10^{-129} \lor \neg \left(t\_0 \leq 1000\right):\\
\;\;\;\;e^{re} \cdot im\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.5, re, 1\right), re, 1\right) \cdot \sin im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -inf.0Initial program 100.0%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6476.7
Applied rewrites76.7%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6436.7
Applied rewrites36.7%
if -inf.0 < (*.f64 (exp.f64 re) (sin.f64 im)) < -1.99999999999999989e-227Initial program 100.0%
Taylor expanded in re around 0
lift-sin.f6494.3
Applied rewrites94.3%
if -1.99999999999999989e-227 < (*.f64 (exp.f64 re) (sin.f64 im)) < 5.00000000000000027e-129 or 1e3 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites93.2%
if 5.00000000000000027e-129 < (*.f64 (exp.f64 re) (sin.f64 im)) < 1e3Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6498.0
Applied rewrites98.0%
Final simplification87.6%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (sin im))))
(if (<= t_0 (- INFINITY))
(*
(fma (* (fma 0.16666666666666666 re 0.5) re) re 1.0)
(*
(fma
(fma
(fma -0.0001984126984126984 (* im im) 0.008333333333333333)
(* im im)
-0.16666666666666666)
(* im im)
1.0)
im))
(if (<= t_0 -2e-227)
(sin im)
(if (or (<= t_0 5e-129) (not (<= t_0 1000.0)))
(* (exp re) im)
(* (fma (fma 0.5 re 1.0) re 1.0) (sin im)))))))
double code(double re, double im) {
double t_0 = exp(re) * sin(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = fma((fma(0.16666666666666666, re, 0.5) * re), re, 1.0) * (fma(fma(fma(-0.0001984126984126984, (im * im), 0.008333333333333333), (im * im), -0.16666666666666666), (im * im), 1.0) * im);
} else if (t_0 <= -2e-227) {
tmp = sin(im);
} else if ((t_0 <= 5e-129) || !(t_0 <= 1000.0)) {
tmp = exp(re) * im;
} else {
tmp = fma(fma(0.5, re, 1.0), re, 1.0) * sin(im);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * sin(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(fma(Float64(fma(0.16666666666666666, re, 0.5) * re), re, 1.0) * Float64(fma(fma(fma(-0.0001984126984126984, Float64(im * im), 0.008333333333333333), Float64(im * im), -0.16666666666666666), Float64(im * im), 1.0) * im)); elseif (t_0 <= -2e-227) tmp = sin(im); elseif ((t_0 <= 5e-129) || !(t_0 <= 1000.0)) tmp = Float64(exp(re) * im); else tmp = Float64(fma(fma(0.5, re, 1.0), re, 1.0) * sin(im)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[(N[(N[(N[(-0.0001984126984126984 * N[(im * im), $MachinePrecision] + 0.008333333333333333), $MachinePrecision] * N[(im * im), $MachinePrecision] + -0.16666666666666666), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, -2e-227], N[Sin[im], $MachinePrecision], If[Or[LessEqual[t$95$0, 5e-129], N[Not[LessEqual[t$95$0, 1000.0]], $MachinePrecision]], N[(N[Exp[re], $MachinePrecision] * im), $MachinePrecision], N[(N[(N[(0.5 * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \sin im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right) \cdot re, re, 1\right) \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0001984126984126984, im \cdot im, 0.008333333333333333\right), im \cdot im, -0.16666666666666666\right), im \cdot im, 1\right) \cdot im\right)\\
\mathbf{elif}\;t\_0 \leq -2 \cdot 10^{-227}:\\
\;\;\;\;\sin im\\
\mathbf{elif}\;t\_0 \leq 5 \cdot 10^{-129} \lor \neg \left(t\_0 \leq 1000\right):\\
\;\;\;\;e^{re} \cdot im\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.5, re, 1\right), re, 1\right) \cdot \sin im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -inf.0Initial 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.f6465.2
Applied rewrites65.2%
Taylor expanded in re around inf
unpow2N/A
associate-*l*N/A
+-commutativeN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
rgt-mult-inverseN/A
metadata-evalN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
lift-fma.f6465.2
Applied rewrites65.2%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites63.9%
if -inf.0 < (*.f64 (exp.f64 re) (sin.f64 im)) < -1.99999999999999989e-227Initial program 100.0%
Taylor expanded in re around 0
lift-sin.f6494.3
Applied rewrites94.3%
if -1.99999999999999989e-227 < (*.f64 (exp.f64 re) (sin.f64 im)) < 5.00000000000000027e-129 or 1e3 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites93.2%
if 5.00000000000000027e-129 < (*.f64 (exp.f64 re) (sin.f64 im)) < 1e3Initial program 100.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6498.0
Applied rewrites98.0%
Final simplification90.8%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (sin im))))
(if (<= t_0 (- INFINITY))
(*
(fma (* (fma 0.16666666666666666 re 0.5) re) re 1.0)
(*
(fma
(fma
(fma -0.0001984126984126984 (* im im) 0.008333333333333333)
(* im im)
-0.16666666666666666)
(* im im)
1.0)
im))
(if (<= t_0 -2e-227)
(sin im)
(if (or (<= t_0 5e-75) (not (<= t_0 1000.0)))
(* (exp re) im)
(* (- re -1.0) (sin im)))))))
double code(double re, double im) {
double t_0 = exp(re) * sin(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = fma((fma(0.16666666666666666, re, 0.5) * re), re, 1.0) * (fma(fma(fma(-0.0001984126984126984, (im * im), 0.008333333333333333), (im * im), -0.16666666666666666), (im * im), 1.0) * im);
} else if (t_0 <= -2e-227) {
tmp = sin(im);
} else if ((t_0 <= 5e-75) || !(t_0 <= 1000.0)) {
tmp = exp(re) * im;
} else {
tmp = (re - -1.0) * sin(im);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * sin(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(fma(Float64(fma(0.16666666666666666, re, 0.5) * re), re, 1.0) * Float64(fma(fma(fma(-0.0001984126984126984, Float64(im * im), 0.008333333333333333), Float64(im * im), -0.16666666666666666), Float64(im * im), 1.0) * im)); elseif (t_0 <= -2e-227) tmp = sin(im); elseif ((t_0 <= 5e-75) || !(t_0 <= 1000.0)) tmp = Float64(exp(re) * im); else tmp = Float64(Float64(re - -1.0) * sin(im)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[(N[(N[(N[(-0.0001984126984126984 * N[(im * im), $MachinePrecision] + 0.008333333333333333), $MachinePrecision] * N[(im * im), $MachinePrecision] + -0.16666666666666666), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, -2e-227], N[Sin[im], $MachinePrecision], If[Or[LessEqual[t$95$0, 5e-75], N[Not[LessEqual[t$95$0, 1000.0]], $MachinePrecision]], N[(N[Exp[re], $MachinePrecision] * im), $MachinePrecision], N[(N[(re - -1.0), $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \sin im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right) \cdot re, re, 1\right) \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0001984126984126984, im \cdot im, 0.008333333333333333\right), im \cdot im, -0.16666666666666666\right), im \cdot im, 1\right) \cdot im\right)\\
\mathbf{elif}\;t\_0 \leq -2 \cdot 10^{-227}:\\
\;\;\;\;\sin im\\
\mathbf{elif}\;t\_0 \leq 5 \cdot 10^{-75} \lor \neg \left(t\_0 \leq 1000\right):\\
\;\;\;\;e^{re} \cdot im\\
\mathbf{else}:\\
\;\;\;\;\left(re - -1\right) \cdot \sin im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -inf.0Initial 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.f6465.2
Applied rewrites65.2%
Taylor expanded in re around inf
unpow2N/A
associate-*l*N/A
+-commutativeN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
rgt-mult-inverseN/A
metadata-evalN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
lift-fma.f6465.2
Applied rewrites65.2%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites63.9%
if -inf.0 < (*.f64 (exp.f64 re) (sin.f64 im)) < -1.99999999999999989e-227Initial program 100.0%
Taylor expanded in re around 0
lift-sin.f6494.3
Applied rewrites94.3%
if -1.99999999999999989e-227 < (*.f64 (exp.f64 re) (sin.f64 im)) < 4.99999999999999979e-75 or 1e3 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites93.6%
if 4.99999999999999979e-75 < (*.f64 (exp.f64 re) (sin.f64 im)) < 1e3Initial 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-eval97.6
Applied rewrites97.6%
Final simplification90.8%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (sin im))))
(if (<= t_0 (- INFINITY))
(*
(fma (* (fma 0.16666666666666666 re 0.5) re) re 1.0)
(*
(fma
(fma
(fma -0.0001984126984126984 (* im im) 0.008333333333333333)
(* im im)
-0.16666666666666666)
(* im im)
1.0)
im))
(if (or (<= t_0 -2e-227) (not (or (<= t_0 6e-40) (not (<= t_0 1000.0)))))
(sin im)
(* (exp re) im)))))
double code(double re, double im) {
double t_0 = exp(re) * sin(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = fma((fma(0.16666666666666666, re, 0.5) * re), re, 1.0) * (fma(fma(fma(-0.0001984126984126984, (im * im), 0.008333333333333333), (im * im), -0.16666666666666666), (im * im), 1.0) * im);
} else if ((t_0 <= -2e-227) || !((t_0 <= 6e-40) || !(t_0 <= 1000.0))) {
tmp = sin(im);
} else {
tmp = exp(re) * im;
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * sin(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(fma(Float64(fma(0.16666666666666666, re, 0.5) * re), re, 1.0) * Float64(fma(fma(fma(-0.0001984126984126984, Float64(im * im), 0.008333333333333333), Float64(im * im), -0.16666666666666666), Float64(im * im), 1.0) * im)); elseif ((t_0 <= -2e-227) || !((t_0 <= 6e-40) || !(t_0 <= 1000.0))) tmp = sin(im); else tmp = Float64(exp(re) * im); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[(N[(N[(N[(-0.0001984126984126984 * N[(im * im), $MachinePrecision] + 0.008333333333333333), $MachinePrecision] * N[(im * im), $MachinePrecision] + -0.16666666666666666), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], If[Or[LessEqual[t$95$0, -2e-227], N[Not[Or[LessEqual[t$95$0, 6e-40], N[Not[LessEqual[t$95$0, 1000.0]], $MachinePrecision]]], $MachinePrecision]], N[Sin[im], $MachinePrecision], N[(N[Exp[re], $MachinePrecision] * im), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \sin im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right) \cdot re, re, 1\right) \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0001984126984126984, im \cdot im, 0.008333333333333333\right), im \cdot im, -0.16666666666666666\right), im \cdot im, 1\right) \cdot im\right)\\
\mathbf{elif}\;t\_0 \leq -2 \cdot 10^{-227} \lor \neg \left(t\_0 \leq 6 \cdot 10^{-40} \lor \neg \left(t\_0 \leq 1000\right)\right):\\
\;\;\;\;\sin im\\
\mathbf{else}:\\
\;\;\;\;e^{re} \cdot im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -inf.0Initial 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.f6465.2
Applied rewrites65.2%
Taylor expanded in re around inf
unpow2N/A
associate-*l*N/A
+-commutativeN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
rgt-mult-inverseN/A
metadata-evalN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
lift-fma.f6465.2
Applied rewrites65.2%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites63.9%
if -inf.0 < (*.f64 (exp.f64 re) (sin.f64 im)) < -1.99999999999999989e-227 or 6.00000000000000039e-40 < (*.f64 (exp.f64 re) (sin.f64 im)) < 1e3Initial program 100.0%
Taylor expanded in re around 0
lift-sin.f6495.5
Applied rewrites95.5%
if -1.99999999999999989e-227 < (*.f64 (exp.f64 re) (sin.f64 im)) < 6.00000000000000039e-40 or 1e3 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites93.7%
Final simplification90.8%
(FPCore (re im)
:precision binary64
(let* ((t_0 (* (exp re) (sin im))))
(if (<= t_0 (- INFINITY))
(*
(fma (* (fma 0.16666666666666666 re 0.5) re) re 1.0)
(*
(fma
(fma
(fma -0.0001984126984126984 (* im im) 0.008333333333333333)
(* im im)
-0.16666666666666666)
(* im im)
1.0)
im))
(if (<= t_0 -2e-227)
(sin im)
(if (<= t_0 0.0)
(* re (* (* (* im im) -0.16666666666666666) im))
(if (<= t_0 1000.0)
(sin im)
(*
(fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0)
(*
(fma (* (* im im) 0.008333333333333333) (* im im) 1.0)
im))))))))
double code(double re, double im) {
double t_0 = exp(re) * sin(im);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = fma((fma(0.16666666666666666, re, 0.5) * re), re, 1.0) * (fma(fma(fma(-0.0001984126984126984, (im * im), 0.008333333333333333), (im * im), -0.16666666666666666), (im * im), 1.0) * im);
} else if (t_0 <= -2e-227) {
tmp = sin(im);
} else if (t_0 <= 0.0) {
tmp = re * (((im * im) * -0.16666666666666666) * im);
} else if (t_0 <= 1000.0) {
tmp = sin(im);
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * (fma(((im * im) * 0.008333333333333333), (im * im), 1.0) * im);
}
return tmp;
}
function code(re, im) t_0 = Float64(exp(re) * sin(im)) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(fma(Float64(fma(0.16666666666666666, re, 0.5) * re), re, 1.0) * Float64(fma(fma(fma(-0.0001984126984126984, Float64(im * im), 0.008333333333333333), Float64(im * im), -0.16666666666666666), Float64(im * im), 1.0) * im)); elseif (t_0 <= -2e-227) tmp = sin(im); elseif (t_0 <= 0.0) tmp = Float64(re * Float64(Float64(Float64(im * im) * -0.16666666666666666) * im)); elseif (t_0 <= 1000.0) tmp = sin(im); else tmp = Float64(fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * Float64(fma(Float64(Float64(im * im) * 0.008333333333333333), Float64(im * im), 1.0) * im)); end return tmp end
code[re_, im_] := Block[{t$95$0 = N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[(N[(N[(N[(-0.0001984126984126984 * N[(im * im), $MachinePrecision] + 0.008333333333333333), $MachinePrecision] * N[(im * im), $MachinePrecision] + -0.16666666666666666), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, -2e-227], N[Sin[im], $MachinePrecision], If[LessEqual[t$95$0, 0.0], N[(re * N[(N[(N[(im * im), $MachinePrecision] * -0.16666666666666666), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$0, 1000.0], N[Sin[im], $MachinePrecision], N[(N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[(N[(N[(N[(im * im), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := e^{re} \cdot \sin im\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right) \cdot re, re, 1\right) \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0001984126984126984, im \cdot im, 0.008333333333333333\right), im \cdot im, -0.16666666666666666\right), im \cdot im, 1\right) \cdot im\right)\\
\mathbf{elif}\;t\_0 \leq -2 \cdot 10^{-227}:\\
\;\;\;\;\sin im\\
\mathbf{elif}\;t\_0 \leq 0:\\
\;\;\;\;re \cdot \left(\left(\left(im \cdot im\right) \cdot -0.16666666666666666\right) \cdot im\right)\\
\mathbf{elif}\;t\_0 \leq 1000:\\
\;\;\;\;\sin im\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right) \cdot \left(\mathsf{fma}\left(\left(im \cdot im\right) \cdot 0.008333333333333333, im \cdot im, 1\right) \cdot im\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -inf.0Initial 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.f6465.2
Applied rewrites65.2%
Taylor expanded in re around inf
unpow2N/A
associate-*l*N/A
+-commutativeN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
rgt-mult-inverseN/A
metadata-evalN/A
*-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-*.f64N/A
lift-fma.f6465.2
Applied rewrites65.2%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites63.9%
if -inf.0 < (*.f64 (exp.f64 re) (sin.f64 im)) < -1.99999999999999989e-227 or -0.0 < (*.f64 (exp.f64 re) (sin.f64 im)) < 1e3Initial program 100.0%
Taylor expanded in re around 0
lift-sin.f6495.5
Applied rewrites95.5%
if -1.99999999999999989e-227 < (*.f64 (exp.f64 re) (sin.f64 im)) < -0.0Initial 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-eval11.8
Applied rewrites11.8%
Taylor expanded in re around inf
Applied rewrites3.4%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f643.0
Applied rewrites3.0%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6426.2
Applied rewrites26.2%
if 1e3 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial 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.f6470.0
Applied rewrites70.0%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6463.9
Applied rewrites63.9%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6463.9
Applied rewrites63.9%
(FPCore (re im)
:precision binary64
(if (<= (* (exp re) (sin im)) 0.0)
(* re (* (* (* im im) -0.16666666666666666) im))
(*
(fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0)
(*
(fma
(- (* 0.008333333333333333 (* im im)) 0.16666666666666666)
(* im im)
1.0)
im))))
double code(double re, double im) {
double tmp;
if ((exp(re) * sin(im)) <= 0.0) {
tmp = re * (((im * im) * -0.16666666666666666) * im);
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * (fma(((0.008333333333333333 * (im * im)) - 0.16666666666666666), (im * im), 1.0) * im);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * sin(im)) <= 0.0) tmp = Float64(re * Float64(Float64(Float64(im * im) * -0.16666666666666666) * im)); else tmp = Float64(fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * Float64(fma(Float64(Float64(0.008333333333333333 * Float64(im * im)) - 0.16666666666666666), Float64(im * im), 1.0) * im)); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision], 0.0], N[(re * N[(N[(N[(im * im), $MachinePrecision] * -0.16666666666666666), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[(N[(N[(N[(0.008333333333333333 * N[(im * im), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \sin im \leq 0:\\
\;\;\;\;re \cdot \left(\left(\left(im \cdot im\right) \cdot -0.16666666666666666\right) \cdot im\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right) \cdot \left(\mathsf{fma}\left(0.008333333333333333 \cdot \left(im \cdot im\right) - 0.16666666666666666, im \cdot im, 1\right) \cdot im\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -0.0Initial 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-eval37.4
Applied rewrites37.4%
Taylor expanded in re around inf
Applied rewrites3.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f649.4
Applied rewrites9.4%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6420.4
Applied rewrites20.4%
if -0.0 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial 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.f6486.9
Applied rewrites86.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6456.4
Applied rewrites56.4%
(FPCore (re im)
:precision binary64
(if (<= (* (exp re) (sin im)) 0.0)
(* re (* (* (* im im) -0.16666666666666666) im))
(*
(fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0)
(* (fma (* (* im im) 0.008333333333333333) (* im im) 1.0) im))))
double code(double re, double im) {
double tmp;
if ((exp(re) * sin(im)) <= 0.0) {
tmp = re * (((im * im) * -0.16666666666666666) * im);
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * (fma(((im * im) * 0.008333333333333333), (im * im), 1.0) * im);
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * sin(im)) <= 0.0) tmp = Float64(re * Float64(Float64(Float64(im * im) * -0.16666666666666666) * im)); else tmp = Float64(fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * Float64(fma(Float64(Float64(im * im) * 0.008333333333333333), Float64(im * im), 1.0) * im)); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision], 0.0], N[(re * N[(N[(N[(im * im), $MachinePrecision] * -0.16666666666666666), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * N[(N[(N[(N[(im * im), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] * N[(im * im), $MachinePrecision] + 1.0), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \sin im \leq 0:\\
\;\;\;\;re \cdot \left(\left(\left(im \cdot im\right) \cdot -0.16666666666666666\right) \cdot im\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right) \cdot \left(\mathsf{fma}\left(\left(im \cdot im\right) \cdot 0.008333333333333333, im \cdot im, 1\right) \cdot im\right)\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -0.0Initial 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-eval37.4
Applied rewrites37.4%
Taylor expanded in re around inf
Applied rewrites3.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f649.4
Applied rewrites9.4%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6420.4
Applied rewrites20.4%
if -0.0 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial 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.f6486.9
Applied rewrites86.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6456.4
Applied rewrites56.4%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6456.1
Applied rewrites56.1%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (sin im)) 0.0) (* re (* (* (* im im) -0.16666666666666666) im)) (* (fma (fma (fma 0.16666666666666666 re 0.5) re 1.0) re 1.0) im)))
double code(double re, double im) {
double tmp;
if ((exp(re) * sin(im)) <= 0.0) {
tmp = re * (((im * im) * -0.16666666666666666) * im);
} else {
tmp = fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * im;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * sin(im)) <= 0.0) tmp = Float64(re * Float64(Float64(Float64(im * im) * -0.16666666666666666) * im)); else tmp = Float64(fma(fma(fma(0.16666666666666666, re, 0.5), re, 1.0), re, 1.0) * im); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision], 0.0], N[(re * N[(N[(N[(im * im), $MachinePrecision] * -0.16666666666666666), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.16666666666666666 * re + 0.5), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * im), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \sin im \leq 0:\\
\;\;\;\;re \cdot \left(\left(\left(im \cdot im\right) \cdot -0.16666666666666666\right) \cdot im\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666, re, 0.5\right), re, 1\right), re, 1\right) \cdot im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -0.0Initial 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-eval37.4
Applied rewrites37.4%
Taylor expanded in re around inf
Applied rewrites3.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f649.4
Applied rewrites9.4%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6420.4
Applied rewrites20.4%
if -0.0 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites62.1%
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.f6455.6
Applied rewrites55.6%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (sin im)) 0.0) (* re (* (* (* im im) -0.16666666666666666) im)) (* (fma (fma (* 0.16666666666666666 re) re 1.0) re 1.0) im)))
double code(double re, double im) {
double tmp;
if ((exp(re) * sin(im)) <= 0.0) {
tmp = re * (((im * im) * -0.16666666666666666) * im);
} else {
tmp = fma(fma((0.16666666666666666 * re), re, 1.0), re, 1.0) * im;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * sin(im)) <= 0.0) tmp = Float64(re * Float64(Float64(Float64(im * im) * -0.16666666666666666) * im)); else tmp = Float64(fma(fma(Float64(0.16666666666666666 * re), re, 1.0), re, 1.0) * im); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision], 0.0], N[(re * N[(N[(N[(im * im), $MachinePrecision] * -0.16666666666666666), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.16666666666666666 * re), $MachinePrecision] * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * im), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \sin im \leq 0:\\
\;\;\;\;re \cdot \left(\left(\left(im \cdot im\right) \cdot -0.16666666666666666\right) \cdot im\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.16666666666666666 \cdot re, re, 1\right), re, 1\right) \cdot im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -0.0Initial 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-eval37.4
Applied rewrites37.4%
Taylor expanded in re around inf
Applied rewrites3.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f649.4
Applied rewrites9.4%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6420.4
Applied rewrites20.4%
if -0.0 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites62.1%
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.f6455.6
Applied rewrites55.6%
Taylor expanded in re around inf
lower-*.f6455.5
Applied rewrites55.5%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (sin im)) 0.0) (* re (* (* (* im im) -0.16666666666666666) im)) (* (fma (fma 0.5 re 1.0) re 1.0) im)))
double code(double re, double im) {
double tmp;
if ((exp(re) * sin(im)) <= 0.0) {
tmp = re * (((im * im) * -0.16666666666666666) * im);
} else {
tmp = fma(fma(0.5, re, 1.0), re, 1.0) * im;
}
return tmp;
}
function code(re, im) tmp = 0.0 if (Float64(exp(re) * sin(im)) <= 0.0) tmp = Float64(re * Float64(Float64(Float64(im * im) * -0.16666666666666666) * im)); else tmp = Float64(fma(fma(0.5, re, 1.0), re, 1.0) * im); end return tmp end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision], 0.0], N[(re * N[(N[(N[(im * im), $MachinePrecision] * -0.16666666666666666), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision], N[(N[(N[(0.5 * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * im), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \sin im \leq 0:\\
\;\;\;\;re \cdot \left(\left(\left(im \cdot im\right) \cdot -0.16666666666666666\right) \cdot im\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.5, re, 1\right), re, 1\right) \cdot im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < -0.0Initial 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-eval37.4
Applied rewrites37.4%
Taylor expanded in re around inf
Applied rewrites3.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f649.4
Applied rewrites9.4%
Taylor expanded in im around inf
*-commutativeN/A
lower-*.f64N/A
pow2N/A
lift-*.f6420.4
Applied rewrites20.4%
if -0.0 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites62.1%
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.f6455.6
Applied rewrites55.6%
Taylor expanded in re around 0
Applied rewrites54.6%
(FPCore (re im) :precision binary64 (if (<= (* (exp re) (sin im)) 1000.0) (* 1.0 im) (* re im)))
double code(double re, double im) {
double tmp;
if ((exp(re) * sin(im)) <= 1000.0) {
tmp = 1.0 * im;
} else {
tmp = re * im;
}
return tmp;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(re, im)
use fmin_fmax_functions
real(8), intent (in) :: re
real(8), intent (in) :: im
real(8) :: tmp
if ((exp(re) * sin(im)) <= 1000.0d0) then
tmp = 1.0d0 * im
else
tmp = re * im
end if
code = tmp
end function
public static double code(double re, double im) {
double tmp;
if ((Math.exp(re) * Math.sin(im)) <= 1000.0) {
tmp = 1.0 * im;
} else {
tmp = re * im;
}
return tmp;
}
def code(re, im): tmp = 0 if (math.exp(re) * math.sin(im)) <= 1000.0: tmp = 1.0 * im else: tmp = re * im return tmp
function code(re, im) tmp = 0.0 if (Float64(exp(re) * sin(im)) <= 1000.0) tmp = Float64(1.0 * im); else tmp = Float64(re * im); end return tmp end
function tmp_2 = code(re, im) tmp = 0.0; if ((exp(re) * sin(im)) <= 1000.0) tmp = 1.0 * im; else tmp = re * im; end tmp_2 = tmp; end
code[re_, im_] := If[LessEqual[N[(N[Exp[re], $MachinePrecision] * N[Sin[im], $MachinePrecision]), $MachinePrecision], 1000.0], N[(1.0 * im), $MachinePrecision], N[(re * im), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;e^{re} \cdot \sin im \leq 1000:\\
\;\;\;\;1 \cdot im\\
\mathbf{else}:\\
\;\;\;\;re \cdot im\\
\end{array}
\end{array}
if (*.f64 (exp.f64 re) (sin.f64 im)) < 1e3Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites68.7%
Taylor expanded in re around 0
Applied rewrites29.4%
if 1e3 < (*.f64 (exp.f64 re) (sin.f64 im)) Initial 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-eval4.5
Applied rewrites4.5%
Taylor expanded in re around inf
Applied rewrites4.5%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6435.8
Applied rewrites35.8%
Taylor expanded in im around 0
Applied rewrites26.2%
(FPCore (re im) :precision binary64 (* (fma (fma 0.5 re 1.0) re 1.0) im))
double code(double re, double im) {
return fma(fma(0.5, re, 1.0), re, 1.0) * im;
}
function code(re, im) return Float64(fma(fma(0.5, re, 1.0), re, 1.0) * im) end
code[re_, im_] := N[(N[(N[(0.5 * re + 1.0), $MachinePrecision] * re + 1.0), $MachinePrecision] * im), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(0.5, re, 1\right), re, 1\right) \cdot im
\end{array}
Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites69.9%
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.f6439.7
Applied rewrites39.7%
Taylor expanded in re around 0
Applied rewrites38.6%
(FPCore (re im) :precision binary64 (* (- re -1.0) im))
double code(double re, double im) {
return (re - -1.0) * 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 = (re - (-1.0d0)) * im
end function
public static double code(double re, double im) {
return (re - -1.0) * im;
}
def code(re, im): return (re - -1.0) * im
function code(re, im) return Float64(Float64(re - -1.0) * im) end
function tmp = code(re, im) tmp = (re - -1.0) * im; end
code[re_, im_] := N[(N[(re - -1.0), $MachinePrecision] * im), $MachinePrecision]
\begin{array}{l}
\\
\left(re - -1\right) \cdot im
\end{array}
Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites69.9%
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.f6439.7
Applied rewrites39.7%
Taylor expanded in re around 0
+-commutativeN/A
metadata-evalN/A
metadata-evalN/A
fp-cancel-sub-signN/A
metadata-evalN/A
lower--.f6429.7
Applied rewrites29.7%
(FPCore (re im) :precision binary64 (* 1.0 im))
double code(double re, double im) {
return 1.0 * 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 = 1.0d0 * im
end function
public static double code(double re, double im) {
return 1.0 * im;
}
def code(re, im): return 1.0 * im
function code(re, im) return Float64(1.0 * im) end
function tmp = code(re, im) tmp = 1.0 * im; end
code[re_, im_] := N[(1.0 * im), $MachinePrecision]
\begin{array}{l}
\\
1 \cdot im
\end{array}
Initial program 100.0%
Taylor expanded in im around 0
Applied rewrites69.9%
Taylor expanded in re around 0
Applied rewrites25.5%
herbie shell --seed 2025075
(FPCore (re im)
:name "math.exp on complex, imaginary part"
:precision binary64
(* (exp re) (sin im)))