
(FPCore (re im) :precision binary64 (* (* 0.5 (cos re)) (- (exp (- 0.0 im)) (exp im))))
double code(double re, double im) {
return (0.5 * cos(re)) * (exp((0.0 - im)) - exp(im));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(re, im)
use fmin_fmax_functions
real(8), intent (in) :: re
real(8), intent (in) :: im
code = (0.5d0 * cos(re)) * (exp((0.0d0 - im)) - exp(im))
end function
public static double code(double re, double im) {
return (0.5 * Math.cos(re)) * (Math.exp((0.0 - im)) - Math.exp(im));
}
def code(re, im): return (0.5 * math.cos(re)) * (math.exp((0.0 - im)) - math.exp(im))
function code(re, im) return Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(0.0 - im)) - exp(im))) end
function tmp = code(re, im) tmp = (0.5 * cos(re)) * (exp((0.0 - im)) - exp(im)); end
code[re_, im_] := N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[N[(0.0 - im), $MachinePrecision]], $MachinePrecision] - N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(0.5 \cdot \cos re\right) \cdot \left(e^{0 - im} - e^{im}\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 15 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (re im) :precision binary64 (* (* 0.5 (cos re)) (- (exp (- 0.0 im)) (exp im))))
double code(double re, double im) {
return (0.5 * cos(re)) * (exp((0.0 - im)) - exp(im));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(re, im)
use fmin_fmax_functions
real(8), intent (in) :: re
real(8), intent (in) :: im
code = (0.5d0 * cos(re)) * (exp((0.0d0 - im)) - exp(im))
end function
public static double code(double re, double im) {
return (0.5 * Math.cos(re)) * (Math.exp((0.0 - im)) - Math.exp(im));
}
def code(re, im): return (0.5 * math.cos(re)) * (math.exp((0.0 - im)) - math.exp(im))
function code(re, im) return Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(0.0 - im)) - exp(im))) end
function tmp = code(re, im) tmp = (0.5 * cos(re)) * (exp((0.0 - im)) - exp(im)); end
code[re_, im_] := N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[N[(0.0 - im), $MachinePrecision]], $MachinePrecision] - N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(0.5 \cdot \cos re\right) \cdot \left(e^{0 - im} - e^{im}\right)
\end{array}
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(*
im_s
(if (<= im_m 0.00092)
(* (* (cos re) im_m) (fma (* im_m im_m) -0.16666666666666666 -1.0))
(* (- (exp (- im_m)) (exp im_m)) (* (cos re) 0.5)))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double tmp;
if (im_m <= 0.00092) {
tmp = (cos(re) * im_m) * fma((im_m * im_m), -0.16666666666666666, -1.0);
} else {
tmp = (exp(-im_m) - exp(im_m)) * (cos(re) * 0.5);
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) tmp = 0.0 if (im_m <= 0.00092) tmp = Float64(Float64(cos(re) * im_m) * fma(Float64(im_m * im_m), -0.16666666666666666, -1.0)); else tmp = Float64(Float64(exp(Float64(-im_m)) - exp(im_m)) * Float64(cos(re) * 0.5)); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := N[(im$95$s * If[LessEqual[im$95$m, 0.00092], N[(N[(N[Cos[re], $MachinePrecision] * im$95$m), $MachinePrecision] * N[(N[(im$95$m * im$95$m), $MachinePrecision] * -0.16666666666666666 + -1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[Exp[(-im$95$m)], $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision] * N[(N[Cos[re], $MachinePrecision] * 0.5), $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;im\_m \leq 0.00092:\\
\;\;\;\;\left(\cos re \cdot im\_m\right) \cdot \mathsf{fma}\left(im\_m \cdot im\_m, -0.16666666666666666, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(e^{-im\_m} - e^{im\_m}\right) \cdot \left(\cos re \cdot 0.5\right)\\
\end{array}
\end{array}
if im < 9.2000000000000003e-4Initial program 33.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites95.7%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-inN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
metadata-evalN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
Applied rewrites91.3%
if 9.2000000000000003e-4 < im Initial program 100.0%
lift-*.f64N/A
*-commutativeN/A
lower-*.f64100.0
lift--.f64N/A
sub0-negN/A
lower-neg.f64100.0
lift-*.f64N/A
*-commutativeN/A
lower-*.f64100.0
Applied rewrites100.0%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(let* ((t_0 (* 0.5 (cos re)))
(t_1 (* t_0 (- (exp (- im_m)) (exp im_m))))
(t_2
(*
(fma
(fma -0.016666666666666666 (* im_m im_m) -0.3333333333333333)
(* im_m im_m)
-2.0)
im_m)))
(*
im_s
(if (<= t_1 (- INFINITY))
(* (- (- 1.0 im_m) (exp im_m)) 0.5)
(if (<= t_1 10.0)
(* t_0 t_2)
(*
(fma
(-
(*
(* (fma -0.0006944444444444445 (* re re) 0.020833333333333332) re)
re)
0.25)
(* re re)
0.5)
t_2))))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double t_0 = 0.5 * cos(re);
double t_1 = t_0 * (exp(-im_m) - exp(im_m));
double t_2 = fma(fma(-0.016666666666666666, (im_m * im_m), -0.3333333333333333), (im_m * im_m), -2.0) * im_m;
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = ((1.0 - im_m) - exp(im_m)) * 0.5;
} else if (t_1 <= 10.0) {
tmp = t_0 * t_2;
} else {
tmp = fma((((fma(-0.0006944444444444445, (re * re), 0.020833333333333332) * re) * re) - 0.25), (re * re), 0.5) * t_2;
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) t_0 = Float64(0.5 * cos(re)) t_1 = Float64(t_0 * Float64(exp(Float64(-im_m)) - exp(im_m))) t_2 = Float64(fma(fma(-0.016666666666666666, Float64(im_m * im_m), -0.3333333333333333), Float64(im_m * im_m), -2.0) * im_m) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(Float64(Float64(1.0 - im_m) - exp(im_m)) * 0.5); elseif (t_1 <= 10.0) tmp = Float64(t_0 * t_2); else tmp = Float64(fma(Float64(Float64(Float64(fma(-0.0006944444444444445, Float64(re * re), 0.020833333333333332) * re) * re) - 0.25), Float64(re * re), 0.5) * t_2); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := Block[{t$95$0 = N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(t$95$0 * N[(N[Exp[(-im$95$m)], $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(N[(-0.016666666666666666 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.3333333333333333), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -2.0), $MachinePrecision] * im$95$m), $MachinePrecision]}, N[(im$95$s * If[LessEqual[t$95$1, (-Infinity)], N[(N[(N[(1.0 - im$95$m), $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[t$95$1, 10.0], N[(t$95$0 * t$95$2), $MachinePrecision], N[(N[(N[(N[(N[(N[(-0.0006944444444444445 * N[(re * re), $MachinePrecision] + 0.020833333333333332), $MachinePrecision] * re), $MachinePrecision] * re), $MachinePrecision] - 0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * t$95$2), $MachinePrecision]]]), $MachinePrecision]]]]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
\begin{array}{l}
t_0 := 0.5 \cdot \cos re\\
t_1 := t\_0 \cdot \left(e^{-im\_m} - e^{im\_m}\right)\\
t_2 := \mathsf{fma}\left(\mathsf{fma}\left(-0.016666666666666666, im\_m \cdot im\_m, -0.3333333333333333\right), im\_m \cdot im\_m, -2\right) \cdot im\_m\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_1 \leq -\infty:\\
\;\;\;\;\left(\left(1 - im\_m\right) - e^{im\_m}\right) \cdot 0.5\\
\mathbf{elif}\;t\_1 \leq 10:\\
\;\;\;\;t\_0 \cdot t\_2\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(\mathsf{fma}\left(-0.0006944444444444445, re \cdot re, 0.020833333333333332\right) \cdot re\right) \cdot re - 0.25, re \cdot re, 0.5\right) \cdot t\_2\\
\end{array}
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -inf.0Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6480.4
Applied rewrites80.4%
Taylor expanded in im around 0
Applied rewrites80.5%
if -inf.0 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 10Initial program 7.8%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites98.8%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6498.8
Applied rewrites98.8%
if 10 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites87.4%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6482.0
Applied rewrites82.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6463.7
Applied rewrites63.7%
Final simplification86.2%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(let* ((t_0 (* (* 0.5 (cos re)) (- (exp (- im_m)) (exp im_m)))))
(*
im_s
(if (<= t_0 -5.0)
(* (- (- 1.0 im_m) (exp im_m)) 0.5)
(if (<= t_0 10.0)
(* (* (cos re) im_m) (fma (* im_m im_m) -0.16666666666666666 -1.0))
(*
(fma
(-
(*
(* (fma -0.0006944444444444445 (* re re) 0.020833333333333332) re)
re)
0.25)
(* re re)
0.5)
(*
(fma
(fma -0.016666666666666666 (* im_m im_m) -0.3333333333333333)
(* im_m im_m)
-2.0)
im_m)))))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double t_0 = (0.5 * cos(re)) * (exp(-im_m) - exp(im_m));
double tmp;
if (t_0 <= -5.0) {
tmp = ((1.0 - im_m) - exp(im_m)) * 0.5;
} else if (t_0 <= 10.0) {
tmp = (cos(re) * im_m) * fma((im_m * im_m), -0.16666666666666666, -1.0);
} else {
tmp = fma((((fma(-0.0006944444444444445, (re * re), 0.020833333333333332) * re) * re) - 0.25), (re * re), 0.5) * (fma(fma(-0.016666666666666666, (im_m * im_m), -0.3333333333333333), (im_m * im_m), -2.0) * im_m);
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) t_0 = Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im_m)) - exp(im_m))) tmp = 0.0 if (t_0 <= -5.0) tmp = Float64(Float64(Float64(1.0 - im_m) - exp(im_m)) * 0.5); elseif (t_0 <= 10.0) tmp = Float64(Float64(cos(re) * im_m) * fma(Float64(im_m * im_m), -0.16666666666666666, -1.0)); else tmp = Float64(fma(Float64(Float64(Float64(fma(-0.0006944444444444445, Float64(re * re), 0.020833333333333332) * re) * re) - 0.25), Float64(re * re), 0.5) * Float64(fma(fma(-0.016666666666666666, Float64(im_m * im_m), -0.3333333333333333), Float64(im_m * im_m), -2.0) * im_m)); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := Block[{t$95$0 = N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im$95$m)], $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(im$95$s * If[LessEqual[t$95$0, -5.0], N[(N[(N[(1.0 - im$95$m), $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[t$95$0, 10.0], N[(N[(N[Cos[re], $MachinePrecision] * im$95$m), $MachinePrecision] * N[(N[(im$95$m * im$95$m), $MachinePrecision] * -0.16666666666666666 + -1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(N[(-0.0006944444444444445 * N[(re * re), $MachinePrecision] + 0.020833333333333332), $MachinePrecision] * re), $MachinePrecision] * re), $MachinePrecision] - 0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(N[(N[(-0.016666666666666666 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.3333333333333333), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -2.0), $MachinePrecision] * im$95$m), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
\begin{array}{l}
t_0 := \left(0.5 \cdot \cos re\right) \cdot \left(e^{-im\_m} - e^{im\_m}\right)\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq -5:\\
\;\;\;\;\left(\left(1 - im\_m\right) - e^{im\_m}\right) \cdot 0.5\\
\mathbf{elif}\;t\_0 \leq 10:\\
\;\;\;\;\left(\cos re \cdot im\_m\right) \cdot \mathsf{fma}\left(im\_m \cdot im\_m, -0.16666666666666666, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(\mathsf{fma}\left(-0.0006944444444444445, re \cdot re, 0.020833333333333332\right) \cdot re\right) \cdot re - 0.25, re \cdot re, 0.5\right) \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(-0.016666666666666666, im\_m \cdot im\_m, -0.3333333333333333\right), im\_m \cdot im\_m, -2\right) \cdot im\_m\right)\\
\end{array}
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -5Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6479.2
Applied rewrites79.2%
Taylor expanded in im around 0
Applied rewrites77.7%
if -5 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 10Initial program 6.5%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.8%
Taylor expanded in im around 0
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-inN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
associate-*l*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
distribute-rgt-outN/A
metadata-evalN/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
Applied rewrites99.8%
if 10 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites87.4%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6482.0
Applied rewrites82.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6463.7
Applied rewrites63.7%
Final simplification86.1%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(let* ((t_0 (* (* 0.5 (cos re)) (- (exp (- im_m)) (exp im_m)))))
(*
im_s
(if (<= t_0 -5.0)
(* (- (- 1.0 im_m) (exp im_m)) 0.5)
(if (<= t_0 10.0)
(* (- (cos re)) im_m)
(*
(fma
(-
(*
(* (fma -0.0006944444444444445 (* re re) 0.020833333333333332) re)
re)
0.25)
(* re re)
0.5)
(*
(fma
(fma -0.016666666666666666 (* im_m im_m) -0.3333333333333333)
(* im_m im_m)
-2.0)
im_m)))))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double t_0 = (0.5 * cos(re)) * (exp(-im_m) - exp(im_m));
double tmp;
if (t_0 <= -5.0) {
tmp = ((1.0 - im_m) - exp(im_m)) * 0.5;
} else if (t_0 <= 10.0) {
tmp = -cos(re) * im_m;
} else {
tmp = fma((((fma(-0.0006944444444444445, (re * re), 0.020833333333333332) * re) * re) - 0.25), (re * re), 0.5) * (fma(fma(-0.016666666666666666, (im_m * im_m), -0.3333333333333333), (im_m * im_m), -2.0) * im_m);
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) t_0 = Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im_m)) - exp(im_m))) tmp = 0.0 if (t_0 <= -5.0) tmp = Float64(Float64(Float64(1.0 - im_m) - exp(im_m)) * 0.5); elseif (t_0 <= 10.0) tmp = Float64(Float64(-cos(re)) * im_m); else tmp = Float64(fma(Float64(Float64(Float64(fma(-0.0006944444444444445, Float64(re * re), 0.020833333333333332) * re) * re) - 0.25), Float64(re * re), 0.5) * Float64(fma(fma(-0.016666666666666666, Float64(im_m * im_m), -0.3333333333333333), Float64(im_m * im_m), -2.0) * im_m)); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := Block[{t$95$0 = N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im$95$m)], $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(im$95$s * If[LessEqual[t$95$0, -5.0], N[(N[(N[(1.0 - im$95$m), $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], If[LessEqual[t$95$0, 10.0], N[((-N[Cos[re], $MachinePrecision]) * im$95$m), $MachinePrecision], N[(N[(N[(N[(N[(N[(-0.0006944444444444445 * N[(re * re), $MachinePrecision] + 0.020833333333333332), $MachinePrecision] * re), $MachinePrecision] * re), $MachinePrecision] - 0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(N[(N[(-0.016666666666666666 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.3333333333333333), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -2.0), $MachinePrecision] * im$95$m), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
\begin{array}{l}
t_0 := \left(0.5 \cdot \cos re\right) \cdot \left(e^{-im\_m} - e^{im\_m}\right)\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq -5:\\
\;\;\;\;\left(\left(1 - im\_m\right) - e^{im\_m}\right) \cdot 0.5\\
\mathbf{elif}\;t\_0 \leq 10:\\
\;\;\;\;\left(-\cos re\right) \cdot im\_m\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(\mathsf{fma}\left(-0.0006944444444444445, re \cdot re, 0.020833333333333332\right) \cdot re\right) \cdot re - 0.25, re \cdot re, 0.5\right) \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(-0.016666666666666666, im\_m \cdot im\_m, -0.3333333333333333\right), im\_m \cdot im\_m, -2\right) \cdot im\_m\right)\\
\end{array}
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -5Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6479.2
Applied rewrites79.2%
Taylor expanded in im around 0
Applied rewrites77.7%
if -5 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 10Initial program 6.5%
Taylor expanded in im around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-cos.f6499.8
Applied rewrites99.8%
if 10 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites87.4%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6482.0
Applied rewrites82.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6463.7
Applied rewrites63.7%
Final simplification86.1%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(let* ((t_0 (* (* 0.5 (cos re)) (- (exp (- im_m)) (exp im_m)))))
(*
im_s
(if (<= t_0 -2e-8)
(*
(fma
(fma
(fma -0.0001984126984126984 (* im_m im_m) -0.008333333333333333)
(* im_m im_m)
-0.16666666666666666)
(* im_m im_m)
-1.0)
im_m)
(if (<= t_0 10.0)
(* (- (cos re)) im_m)
(*
(fma
(-
(*
(* (fma -0.0006944444444444445 (* re re) 0.020833333333333332) re)
re)
0.25)
(* re re)
0.5)
(*
(fma
(fma -0.016666666666666666 (* im_m im_m) -0.3333333333333333)
(* im_m im_m)
-2.0)
im_m)))))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double t_0 = (0.5 * cos(re)) * (exp(-im_m) - exp(im_m));
double tmp;
if (t_0 <= -2e-8) {
tmp = fma(fma(fma(-0.0001984126984126984, (im_m * im_m), -0.008333333333333333), (im_m * im_m), -0.16666666666666666), (im_m * im_m), -1.0) * im_m;
} else if (t_0 <= 10.0) {
tmp = -cos(re) * im_m;
} else {
tmp = fma((((fma(-0.0006944444444444445, (re * re), 0.020833333333333332) * re) * re) - 0.25), (re * re), 0.5) * (fma(fma(-0.016666666666666666, (im_m * im_m), -0.3333333333333333), (im_m * im_m), -2.0) * im_m);
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) t_0 = Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(-im_m)) - exp(im_m))) tmp = 0.0 if (t_0 <= -2e-8) tmp = Float64(fma(fma(fma(-0.0001984126984126984, Float64(im_m * im_m), -0.008333333333333333), Float64(im_m * im_m), -0.16666666666666666), Float64(im_m * im_m), -1.0) * im_m); elseif (t_0 <= 10.0) tmp = Float64(Float64(-cos(re)) * im_m); else tmp = Float64(fma(Float64(Float64(Float64(fma(-0.0006944444444444445, Float64(re * re), 0.020833333333333332) * re) * re) - 0.25), Float64(re * re), 0.5) * Float64(fma(fma(-0.016666666666666666, Float64(im_m * im_m), -0.3333333333333333), Float64(im_m * im_m), -2.0) * im_m)); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := Block[{t$95$0 = N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[(-im$95$m)], $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, N[(im$95$s * If[LessEqual[t$95$0, -2e-8], N[(N[(N[(N[(-0.0001984126984126984 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.008333333333333333), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -0.16666666666666666), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision], If[LessEqual[t$95$0, 10.0], N[((-N[Cos[re], $MachinePrecision]) * im$95$m), $MachinePrecision], N[(N[(N[(N[(N[(N[(-0.0006944444444444445 * N[(re * re), $MachinePrecision] + 0.020833333333333332), $MachinePrecision] * re), $MachinePrecision] * re), $MachinePrecision] - 0.25), $MachinePrecision] * N[(re * re), $MachinePrecision] + 0.5), $MachinePrecision] * N[(N[(N[(-0.016666666666666666 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.3333333333333333), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -2.0), $MachinePrecision] * im$95$m), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
\begin{array}{l}
t_0 := \left(0.5 \cdot \cos re\right) \cdot \left(e^{-im\_m} - e^{im\_m}\right)\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-8}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0001984126984126984, im\_m \cdot im\_m, -0.008333333333333333\right), im\_m \cdot im\_m, -0.16666666666666666\right), im\_m \cdot im\_m, -1\right) \cdot im\_m\\
\mathbf{elif}\;t\_0 \leq 10:\\
\;\;\;\;\left(-\cos re\right) \cdot im\_m\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(\mathsf{fma}\left(-0.0006944444444444445, re \cdot re, 0.020833333333333332\right) \cdot re\right) \cdot re - 0.25, re \cdot re, 0.5\right) \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(-0.016666666666666666, im\_m \cdot im\_m, -0.3333333333333333\right), im\_m \cdot im\_m, -2\right) \cdot im\_m\right)\\
\end{array}
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -2e-8Initial program 99.3%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6478.9
Applied rewrites78.9%
Taylor expanded in im around 0
Applied rewrites77.3%
Taylor expanded in im around 0
Applied rewrites5.4%
Taylor expanded in im around 0
Applied rewrites64.5%
if -2e-8 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < 10Initial program 6.1%
Taylor expanded in im around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-cos.f6499.8
Applied rewrites99.8%
if 10 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 100.0%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites87.4%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6482.0
Applied rewrites82.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6463.7
Applied rewrites63.7%
Final simplification83.5%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(let* ((t_0 (* 0.5 (cos re))) (t_1 (- (exp (- im_m)) (exp im_m))))
(*
im_s
(if (<= (* t_0 t_1) -5.0)
(* t_1 0.5)
(*
t_0
(*
(fma
(fma
(fma -0.0003968253968253968 (* im_m im_m) -0.016666666666666666)
(* im_m im_m)
-0.3333333333333333)
(* im_m im_m)
-2.0)
im_m))))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double t_0 = 0.5 * cos(re);
double t_1 = exp(-im_m) - exp(im_m);
double tmp;
if ((t_0 * t_1) <= -5.0) {
tmp = t_1 * 0.5;
} else {
tmp = t_0 * (fma(fma(fma(-0.0003968253968253968, (im_m * im_m), -0.016666666666666666), (im_m * im_m), -0.3333333333333333), (im_m * im_m), -2.0) * im_m);
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) t_0 = Float64(0.5 * cos(re)) t_1 = Float64(exp(Float64(-im_m)) - exp(im_m)) tmp = 0.0 if (Float64(t_0 * t_1) <= -5.0) tmp = Float64(t_1 * 0.5); else tmp = Float64(t_0 * Float64(fma(fma(fma(-0.0003968253968253968, Float64(im_m * im_m), -0.016666666666666666), Float64(im_m * im_m), -0.3333333333333333), Float64(im_m * im_m), -2.0) * im_m)); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := Block[{t$95$0 = N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[Exp[(-im$95$m)], $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision]}, N[(im$95$s * If[LessEqual[N[(t$95$0 * t$95$1), $MachinePrecision], -5.0], N[(t$95$1 * 0.5), $MachinePrecision], N[(t$95$0 * N[(N[(N[(N[(-0.0003968253968253968 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.016666666666666666), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -0.3333333333333333), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -2.0), $MachinePrecision] * im$95$m), $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
\begin{array}{l}
t_0 := 0.5 \cdot \cos re\\
t_1 := e^{-im\_m} - e^{im\_m}\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \cdot t\_1 \leq -5:\\
\;\;\;\;t\_1 \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0003968253968253968, im\_m \cdot im\_m, -0.016666666666666666\right), im\_m \cdot im\_m, -0.3333333333333333\right), im\_m \cdot im\_m, -2\right) \cdot im\_m\right)\\
\end{array}
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -5Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6479.2
Applied rewrites79.2%
if -5 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 37.1%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites95.7%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites95.7%
Final simplification92.6%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(let* ((t_0 (* 0.5 (cos re))))
(*
im_s
(if (<= (* t_0 (- (exp (- im_m)) (exp im_m))) (- INFINITY))
(* (- (- 1.0 im_m) (exp im_m)) 0.5)
(*
t_0
(*
(fma
(fma
(fma -0.0003968253968253968 (* im_m im_m) -0.016666666666666666)
(* im_m im_m)
-0.3333333333333333)
(* im_m im_m)
-2.0)
im_m))))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double t_0 = 0.5 * cos(re);
double tmp;
if ((t_0 * (exp(-im_m) - exp(im_m))) <= -((double) INFINITY)) {
tmp = ((1.0 - im_m) - exp(im_m)) * 0.5;
} else {
tmp = t_0 * (fma(fma(fma(-0.0003968253968253968, (im_m * im_m), -0.016666666666666666), (im_m * im_m), -0.3333333333333333), (im_m * im_m), -2.0) * im_m);
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) t_0 = Float64(0.5 * cos(re)) tmp = 0.0 if (Float64(t_0 * Float64(exp(Float64(-im_m)) - exp(im_m))) <= Float64(-Inf)) tmp = Float64(Float64(Float64(1.0 - im_m) - exp(im_m)) * 0.5); else tmp = Float64(t_0 * Float64(fma(fma(fma(-0.0003968253968253968, Float64(im_m * im_m), -0.016666666666666666), Float64(im_m * im_m), -0.3333333333333333), Float64(im_m * im_m), -2.0) * im_m)); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := Block[{t$95$0 = N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision]}, N[(im$95$s * If[LessEqual[N[(t$95$0 * N[(N[Exp[(-im$95$m)], $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], (-Infinity)], N[(N[(N[(1.0 - im$95$m), $MachinePrecision] - N[Exp[im$95$m], $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], N[(t$95$0 * N[(N[(N[(N[(-0.0003968253968253968 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.016666666666666666), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -0.3333333333333333), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -2.0), $MachinePrecision] * im$95$m), $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
\begin{array}{l}
t_0 := 0.5 \cdot \cos re\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \cdot \left(e^{-im\_m} - e^{im\_m}\right) \leq -\infty:\\
\;\;\;\;\left(\left(1 - im\_m\right) - e^{im\_m}\right) \cdot 0.5\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0003968253968253968, im\_m \cdot im\_m, -0.016666666666666666\right), im\_m \cdot im\_m, -0.3333333333333333\right), im\_m \cdot im\_m, -2\right) \cdot im\_m\right)\\
\end{array}
\end{array}
\end{array}
if (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) < -inf.0Initial program 100.0%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6480.4
Applied rewrites80.4%
Taylor expanded in im around 0
Applied rewrites80.5%
if -inf.0 < (*.f64 (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) (-.f64 (exp.f64 (-.f64 #s(literal 0 binary64) im)) (exp.f64 im))) Initial program 37.7%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites95.1%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites95.1%
Final simplification92.5%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(let* ((t_0 (* 0.5 (cos re))))
(*
im_s
(if (<= t_0 -0.005)
(* (fma (* re re) 0.5 -1.0) im_m)
(if (<= t_0 0.42)
(* (fma (* -0.041666666666666664 (* re re)) (* re re) -1.0) im_m)
(* (fma (* im_m im_m) -0.16666666666666666 -1.0) im_m))))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double t_0 = 0.5 * cos(re);
double tmp;
if (t_0 <= -0.005) {
tmp = fma((re * re), 0.5, -1.0) * im_m;
} else if (t_0 <= 0.42) {
tmp = fma((-0.041666666666666664 * (re * re)), (re * re), -1.0) * im_m;
} else {
tmp = fma((im_m * im_m), -0.16666666666666666, -1.0) * im_m;
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) t_0 = Float64(0.5 * cos(re)) tmp = 0.0 if (t_0 <= -0.005) tmp = Float64(fma(Float64(re * re), 0.5, -1.0) * im_m); elseif (t_0 <= 0.42) tmp = Float64(fma(Float64(-0.041666666666666664 * Float64(re * re)), Float64(re * re), -1.0) * im_m); else tmp = Float64(fma(Float64(im_m * im_m), -0.16666666666666666, -1.0) * im_m); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := Block[{t$95$0 = N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision]}, N[(im$95$s * If[LessEqual[t$95$0, -0.005], N[(N[(N[(re * re), $MachinePrecision] * 0.5 + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision], If[LessEqual[t$95$0, 0.42], N[(N[(N[(-0.041666666666666664 * N[(re * re), $MachinePrecision]), $MachinePrecision] * N[(re * re), $MachinePrecision] + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision], N[(N[(N[(im$95$m * im$95$m), $MachinePrecision] * -0.16666666666666666 + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision]]]), $MachinePrecision]]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
\begin{array}{l}
t_0 := 0.5 \cdot \cos re\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq -0.005:\\
\;\;\;\;\mathsf{fma}\left(re \cdot re, 0.5, -1\right) \cdot im\_m\\
\mathbf{elif}\;t\_0 \leq 0.42:\\
\;\;\;\;\mathsf{fma}\left(-0.041666666666666664 \cdot \left(re \cdot re\right), re \cdot re, -1\right) \cdot im\_m\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(im\_m \cdot im\_m, -0.16666666666666666, -1\right) \cdot im\_m\\
\end{array}
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.0050000000000000001Initial program 49.5%
Taylor expanded in im around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-cos.f6456.2
Applied rewrites56.2%
Taylor expanded in re around 0
Applied rewrites25.2%
if -0.0050000000000000001 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < 0.419999999999999984Initial program 58.2%
Taylor expanded in im around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-cos.f6446.8
Applied rewrites46.8%
Taylor expanded in re around 0
Applied rewrites55.1%
Taylor expanded in re around inf
Applied rewrites55.0%
if 0.419999999999999984 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 45.7%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6445.6
Applied rewrites45.6%
Taylor expanded in im around 0
Applied rewrites75.9%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(*
im_s
(if (<= (* 0.5 (cos re)) -0.05)
(*
(fma (* re re) -0.25 0.5)
(*
(fma
(fma -0.016666666666666666 (* im_m im_m) -0.3333333333333333)
(* im_m im_m)
-2.0)
im_m))
(*
(fma
(fma
(fma -0.0001984126984126984 (* im_m im_m) -0.008333333333333333)
(* im_m im_m)
-0.16666666666666666)
(* im_m im_m)
-1.0)
im_m))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double tmp;
if ((0.5 * cos(re)) <= -0.05) {
tmp = fma((re * re), -0.25, 0.5) * (fma(fma(-0.016666666666666666, (im_m * im_m), -0.3333333333333333), (im_m * im_m), -2.0) * im_m);
} else {
tmp = fma(fma(fma(-0.0001984126984126984, (im_m * im_m), -0.008333333333333333), (im_m * im_m), -0.16666666666666666), (im_m * im_m), -1.0) * im_m;
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) tmp = 0.0 if (Float64(0.5 * cos(re)) <= -0.05) tmp = Float64(fma(Float64(re * re), -0.25, 0.5) * Float64(fma(fma(-0.016666666666666666, Float64(im_m * im_m), -0.3333333333333333), Float64(im_m * im_m), -2.0) * im_m)); else tmp = Float64(fma(fma(fma(-0.0001984126984126984, Float64(im_m * im_m), -0.008333333333333333), Float64(im_m * im_m), -0.16666666666666666), Float64(im_m * im_m), -1.0) * im_m); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := N[(im$95$s * If[LessEqual[N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision], -0.05], N[(N[(N[(re * re), $MachinePrecision] * -0.25 + 0.5), $MachinePrecision] * N[(N[(N[(-0.016666666666666666 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.3333333333333333), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -2.0), $MachinePrecision] * im$95$m), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(-0.0001984126984126984 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.008333333333333333), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -0.16666666666666666), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;0.5 \cdot \cos re \leq -0.05:\\
\;\;\;\;\mathsf{fma}\left(re \cdot re, -0.25, 0.5\right) \cdot \left(\mathsf{fma}\left(\mathsf{fma}\left(-0.016666666666666666, im\_m \cdot im\_m, -0.3333333333333333\right), im\_m \cdot im\_m, -2\right) \cdot im\_m\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0001984126984126984, im\_m \cdot im\_m, -0.008333333333333333\right), im\_m \cdot im\_m, -0.16666666666666666\right), im\_m \cdot im\_m, -1\right) \cdot im\_m\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.050000000000000003Initial program 50.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
Applied rewrites94.3%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
*-commutativeN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6488.4
Applied rewrites88.4%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6446.6
Applied rewrites46.6%
if -0.050000000000000003 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 48.2%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6448.1
Applied rewrites48.1%
Taylor expanded in im around 0
Applied rewrites24.2%
Taylor expanded in im around 0
Applied rewrites6.0%
Taylor expanded in im around 0
Applied rewrites76.7%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(*
im_s
(if (<= (* 0.5 (cos re)) -0.05)
(*
(fma (* re re) -0.25 0.5)
(* (fma -0.3333333333333333 (* im_m im_m) -2.0) im_m))
(*
(fma
(fma
(fma -0.0001984126984126984 (* im_m im_m) -0.008333333333333333)
(* im_m im_m)
-0.16666666666666666)
(* im_m im_m)
-1.0)
im_m))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double tmp;
if ((0.5 * cos(re)) <= -0.05) {
tmp = fma((re * re), -0.25, 0.5) * (fma(-0.3333333333333333, (im_m * im_m), -2.0) * im_m);
} else {
tmp = fma(fma(fma(-0.0001984126984126984, (im_m * im_m), -0.008333333333333333), (im_m * im_m), -0.16666666666666666), (im_m * im_m), -1.0) * im_m;
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) tmp = 0.0 if (Float64(0.5 * cos(re)) <= -0.05) tmp = Float64(fma(Float64(re * re), -0.25, 0.5) * Float64(fma(-0.3333333333333333, Float64(im_m * im_m), -2.0) * im_m)); else tmp = Float64(fma(fma(fma(-0.0001984126984126984, Float64(im_m * im_m), -0.008333333333333333), Float64(im_m * im_m), -0.16666666666666666), Float64(im_m * im_m), -1.0) * im_m); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := N[(im$95$s * If[LessEqual[N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision], -0.05], N[(N[(N[(re * re), $MachinePrecision] * -0.25 + 0.5), $MachinePrecision] * N[(N[(-0.3333333333333333 * N[(im$95$m * im$95$m), $MachinePrecision] + -2.0), $MachinePrecision] * im$95$m), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(-0.0001984126984126984 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.008333333333333333), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -0.16666666666666666), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;0.5 \cdot \cos re \leq -0.05:\\
\;\;\;\;\mathsf{fma}\left(re \cdot re, -0.25, 0.5\right) \cdot \left(\mathsf{fma}\left(-0.3333333333333333, im\_m \cdot im\_m, -2\right) \cdot im\_m\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(-0.0001984126984126984, im\_m \cdot im\_m, -0.008333333333333333\right), im\_m \cdot im\_m, -0.16666666666666666\right), im\_m \cdot im\_m, -1\right) \cdot im\_m\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.050000000000000003Initial program 50.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6482.0
Applied rewrites82.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6443.6
Applied rewrites43.6%
if -0.050000000000000003 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 48.2%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6448.1
Applied rewrites48.1%
Taylor expanded in im around 0
Applied rewrites24.2%
Taylor expanded in im around 0
Applied rewrites6.0%
Taylor expanded in im around 0
Applied rewrites76.7%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(*
im_s
(if (<= (* 0.5 (cos re)) -0.05)
(*
(fma (* re re) -0.25 0.5)
(* (fma -0.3333333333333333 (* im_m im_m) -2.0) im_m))
(*
(fma
(fma -0.008333333333333333 (* im_m im_m) -0.16666666666666666)
(* im_m im_m)
-1.0)
im_m))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double tmp;
if ((0.5 * cos(re)) <= -0.05) {
tmp = fma((re * re), -0.25, 0.5) * (fma(-0.3333333333333333, (im_m * im_m), -2.0) * im_m);
} else {
tmp = fma(fma(-0.008333333333333333, (im_m * im_m), -0.16666666666666666), (im_m * im_m), -1.0) * im_m;
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) tmp = 0.0 if (Float64(0.5 * cos(re)) <= -0.05) tmp = Float64(fma(Float64(re * re), -0.25, 0.5) * Float64(fma(-0.3333333333333333, Float64(im_m * im_m), -2.0) * im_m)); else tmp = Float64(fma(fma(-0.008333333333333333, Float64(im_m * im_m), -0.16666666666666666), Float64(im_m * im_m), -1.0) * im_m); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := N[(im$95$s * If[LessEqual[N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision], -0.05], N[(N[(N[(re * re), $MachinePrecision] * -0.25 + 0.5), $MachinePrecision] * N[(N[(-0.3333333333333333 * N[(im$95$m * im$95$m), $MachinePrecision] + -2.0), $MachinePrecision] * im$95$m), $MachinePrecision]), $MachinePrecision], N[(N[(N[(-0.008333333333333333 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.16666666666666666), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;0.5 \cdot \cos re \leq -0.05:\\
\;\;\;\;\mathsf{fma}\left(re \cdot re, -0.25, 0.5\right) \cdot \left(\mathsf{fma}\left(-0.3333333333333333, im\_m \cdot im\_m, -2\right) \cdot im\_m\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-0.008333333333333333, im\_m \cdot im\_m, -0.16666666666666666\right), im\_m \cdot im\_m, -1\right) \cdot im\_m\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.050000000000000003Initial program 50.9%
Taylor expanded in im around 0
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
fp-cancel-sub-sign-invN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6482.0
Applied rewrites82.0%
Taylor expanded in re around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6443.6
Applied rewrites43.6%
if -0.050000000000000003 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 48.2%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6448.1
Applied rewrites48.1%
Taylor expanded in im around 0
Applied rewrites74.8%
Taylor expanded in im around 0
Applied rewrites74.8%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(*
im_s
(if (<= (* 0.5 (cos re)) -0.05)
(* (fma (* re re) 0.5 -1.0) im_m)
(*
(fma
(fma -0.008333333333333333 (* im_m im_m) -0.16666666666666666)
(* im_m im_m)
-1.0)
im_m))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double tmp;
if ((0.5 * cos(re)) <= -0.05) {
tmp = fma((re * re), 0.5, -1.0) * im_m;
} else {
tmp = fma(fma(-0.008333333333333333, (im_m * im_m), -0.16666666666666666), (im_m * im_m), -1.0) * im_m;
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) tmp = 0.0 if (Float64(0.5 * cos(re)) <= -0.05) tmp = Float64(fma(Float64(re * re), 0.5, -1.0) * im_m); else tmp = Float64(fma(fma(-0.008333333333333333, Float64(im_m * im_m), -0.16666666666666666), Float64(im_m * im_m), -1.0) * im_m); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := N[(im$95$s * If[LessEqual[N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision], -0.05], N[(N[(N[(re * re), $MachinePrecision] * 0.5 + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision], N[(N[(N[(-0.008333333333333333 * N[(im$95$m * im$95$m), $MachinePrecision] + -0.16666666666666666), $MachinePrecision] * N[(im$95$m * im$95$m), $MachinePrecision] + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;0.5 \cdot \cos re \leq -0.05:\\
\;\;\;\;\mathsf{fma}\left(re \cdot re, 0.5, -1\right) \cdot im\_m\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-0.008333333333333333, im\_m \cdot im\_m, -0.16666666666666666\right), im\_m \cdot im\_m, -1\right) \cdot im\_m\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.050000000000000003Initial program 50.9%
Taylor expanded in im around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-cos.f6454.8
Applied rewrites54.8%
Taylor expanded in re around 0
Applied rewrites25.9%
if -0.050000000000000003 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 48.2%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6448.1
Applied rewrites48.1%
Taylor expanded in im around 0
Applied rewrites74.8%
Taylor expanded in im around 0
Applied rewrites74.8%
im\_m = (fabs.f64 im)
im\_s = (copysign.f64 #s(literal 1 binary64) im)
(FPCore (im_s re im_m)
:precision binary64
(*
im_s
(if (<= (* 0.5 (cos re)) -0.05)
(* (fma (* re re) 0.5 -1.0) im_m)
(* (fma (* im_m im_m) -0.16666666666666666 -1.0) im_m))))im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
double tmp;
if ((0.5 * cos(re)) <= -0.05) {
tmp = fma((re * re), 0.5, -1.0) * im_m;
} else {
tmp = fma((im_m * im_m), -0.16666666666666666, -1.0) * im_m;
}
return im_s * tmp;
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) tmp = 0.0 if (Float64(0.5 * cos(re)) <= -0.05) tmp = Float64(fma(Float64(re * re), 0.5, -1.0) * im_m); else tmp = Float64(fma(Float64(im_m * im_m), -0.16666666666666666, -1.0) * im_m); end return Float64(im_s * tmp) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := N[(im$95$s * If[LessEqual[N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision], -0.05], N[(N[(N[(re * re), $MachinePrecision] * 0.5 + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision], N[(N[(N[(im$95$m * im$95$m), $MachinePrecision] * -0.16666666666666666 + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision]]), $MachinePrecision]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
im\_s \cdot \begin{array}{l}
\mathbf{if}\;0.5 \cdot \cos re \leq -0.05:\\
\;\;\;\;\mathsf{fma}\left(re \cdot re, 0.5, -1\right) \cdot im\_m\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(im\_m \cdot im\_m, -0.16666666666666666, -1\right) \cdot im\_m\\
\end{array}
\end{array}
if (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) < -0.050000000000000003Initial program 50.9%
Taylor expanded in im around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-cos.f6454.8
Applied rewrites54.8%
Taylor expanded in re around 0
Applied rewrites25.9%
if -0.050000000000000003 < (*.f64 #s(literal 1/2 binary64) (cos.f64 re)) Initial program 48.2%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6448.1
Applied rewrites48.1%
Taylor expanded in im around 0
Applied rewrites67.4%
im\_m = (fabs.f64 im) im\_s = (copysign.f64 #s(literal 1 binary64) im) (FPCore (im_s re im_m) :precision binary64 (* im_s (* (fma (* im_m im_m) -0.16666666666666666 -1.0) im_m)))
im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
return im_s * (fma((im_m * im_m), -0.16666666666666666, -1.0) * im_m);
}
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) return Float64(im_s * Float64(fma(Float64(im_m * im_m), -0.16666666666666666, -1.0) * im_m)) end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := N[(im$95$s * N[(N[(N[(im$95$m * im$95$m), $MachinePrecision] * -0.16666666666666666 + -1.0), $MachinePrecision] * im$95$m), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
im\_s \cdot \left(\mathsf{fma}\left(im\_m \cdot im\_m, -0.16666666666666666, -1\right) \cdot im\_m\right)
\end{array}
Initial program 48.9%
Taylor expanded in re around 0
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
lower-exp.f64N/A
lower-neg.f64N/A
lower-exp.f6436.9
Applied rewrites36.9%
Taylor expanded in im around 0
Applied rewrites51.3%
im\_m = (fabs.f64 im) im\_s = (copysign.f64 #s(literal 1 binary64) im) (FPCore (im_s re im_m) :precision binary64 (* im_s (- im_m)))
im\_m = fabs(im);
im\_s = copysign(1.0, im);
double code(double im_s, double re, double im_m) {
return im_s * -im_m;
}
im\_m = private
im\_s = private
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(im_s, re, im_m)
use fmin_fmax_functions
real(8), intent (in) :: im_s
real(8), intent (in) :: re
real(8), intent (in) :: im_m
code = im_s * -im_m
end function
im\_m = Math.abs(im);
im\_s = Math.copySign(1.0, im);
public static double code(double im_s, double re, double im_m) {
return im_s * -im_m;
}
im\_m = math.fabs(im) im\_s = math.copysign(1.0, im) def code(im_s, re, im_m): return im_s * -im_m
im\_m = abs(im) im\_s = copysign(1.0, im) function code(im_s, re, im_m) return Float64(im_s * Float64(-im_m)) end
im\_m = abs(im); im\_s = sign(im) * abs(1.0); function tmp = code(im_s, re, im_m) tmp = im_s * -im_m; end
im\_m = N[Abs[im], $MachinePrecision]
im\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[im]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[im$95$s_, re_, im$95$m_] := N[(im$95$s * (-im$95$m)), $MachinePrecision]
\begin{array}{l}
im\_m = \left|im\right|
\\
im\_s = \mathsf{copysign}\left(1, im\right)
\\
im\_s \cdot \left(-im\_m\right)
\end{array}
Initial program 48.9%
Taylor expanded in im around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-cos.f6457.0
Applied rewrites57.0%
Taylor expanded in re around 0
Applied rewrites32.1%
(FPCore (re im)
:precision binary64
(if (< (fabs im) 1.0)
(-
(*
(cos re)
(+
(+ im (* (* (* 0.16666666666666666 im) im) im))
(* (* (* (* (* 0.008333333333333333 im) im) im) im) im))))
(* (* 0.5 (cos re)) (- (exp (- 0.0 im)) (exp im)))))
double code(double re, double im) {
double tmp;
if (fabs(im) < 1.0) {
tmp = -(cos(re) * ((im + (((0.16666666666666666 * im) * im) * im)) + (((((0.008333333333333333 * im) * im) * im) * im) * im)));
} else {
tmp = (0.5 * cos(re)) * (exp((0.0 - im)) - exp(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 (abs(im) < 1.0d0) then
tmp = -(cos(re) * ((im + (((0.16666666666666666d0 * im) * im) * im)) + (((((0.008333333333333333d0 * im) * im) * im) * im) * im)))
else
tmp = (0.5d0 * cos(re)) * (exp((0.0d0 - im)) - exp(im))
end if
code = tmp
end function
public static double code(double re, double im) {
double tmp;
if (Math.abs(im) < 1.0) {
tmp = -(Math.cos(re) * ((im + (((0.16666666666666666 * im) * im) * im)) + (((((0.008333333333333333 * im) * im) * im) * im) * im)));
} else {
tmp = (0.5 * Math.cos(re)) * (Math.exp((0.0 - im)) - Math.exp(im));
}
return tmp;
}
def code(re, im): tmp = 0 if math.fabs(im) < 1.0: tmp = -(math.cos(re) * ((im + (((0.16666666666666666 * im) * im) * im)) + (((((0.008333333333333333 * im) * im) * im) * im) * im))) else: tmp = (0.5 * math.cos(re)) * (math.exp((0.0 - im)) - math.exp(im)) return tmp
function code(re, im) tmp = 0.0 if (abs(im) < 1.0) tmp = Float64(-Float64(cos(re) * Float64(Float64(im + Float64(Float64(Float64(0.16666666666666666 * im) * im) * im)) + Float64(Float64(Float64(Float64(Float64(0.008333333333333333 * im) * im) * im) * im) * im)))); else tmp = Float64(Float64(0.5 * cos(re)) * Float64(exp(Float64(0.0 - im)) - exp(im))); end return tmp end
function tmp_2 = code(re, im) tmp = 0.0; if (abs(im) < 1.0) tmp = -(cos(re) * ((im + (((0.16666666666666666 * im) * im) * im)) + (((((0.008333333333333333 * im) * im) * im) * im) * im))); else tmp = (0.5 * cos(re)) * (exp((0.0 - im)) - exp(im)); end tmp_2 = tmp; end
code[re_, im_] := If[Less[N[Abs[im], $MachinePrecision], 1.0], (-N[(N[Cos[re], $MachinePrecision] * N[(N[(im + N[(N[(N[(0.16666666666666666 * im), $MachinePrecision] * im), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(N[(N[(0.008333333333333333 * im), $MachinePrecision] * im), $MachinePrecision] * im), $MachinePrecision] * im), $MachinePrecision] * im), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), N[(N[(0.5 * N[Cos[re], $MachinePrecision]), $MachinePrecision] * N[(N[Exp[N[(0.0 - im), $MachinePrecision]], $MachinePrecision] - N[Exp[im], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left|im\right| < 1:\\
\;\;\;\;-\cos re \cdot \left(\left(im + \left(\left(0.16666666666666666 \cdot im\right) \cdot im\right) \cdot im\right) + \left(\left(\left(\left(0.008333333333333333 \cdot im\right) \cdot im\right) \cdot im\right) \cdot im\right) \cdot im\right)\\
\mathbf{else}:\\
\;\;\;\;\left(0.5 \cdot \cos re\right) \cdot \left(e^{0 - im} - e^{im}\right)\\
\end{array}
\end{array}
herbie shell --seed 2025007
(FPCore (re im)
:name "math.sin on complex, imaginary part"
:precision binary64
:alt
(! :herbie-platform default (if (< (fabs im) 1) (- (* (cos re) (+ im (* 1/6 im im im) (* 1/120 im im im im im)))) (* (* 1/2 (cos re)) (- (exp (- 0 im)) (exp im)))))
(* (* 0.5 (cos re)) (- (exp (- 0.0 im)) (exp im))))