
(FPCore (x y) :precision binary64 (* (cosh x) (/ (sin y) y)))
double code(double x, double y) {
return cosh(x) * (sin(y) / y);
}
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(x, y)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
code = cosh(x) * (sin(y) / y)
end function
public static double code(double x, double y) {
return Math.cosh(x) * (Math.sin(y) / y);
}
def code(x, y): return math.cosh(x) * (math.sin(y) / y)
function code(x, y) return Float64(cosh(x) * Float64(sin(y) / y)) end
function tmp = code(x, y) tmp = cosh(x) * (sin(y) / y); end
code[x_, y_] := N[(N[Cosh[x], $MachinePrecision] * N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\cosh x \cdot \frac{\sin y}{y}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 14 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x y) :precision binary64 (* (cosh x) (/ (sin y) y)))
double code(double x, double y) {
return cosh(x) * (sin(y) / y);
}
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(x, y)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
code = cosh(x) * (sin(y) / y)
end function
public static double code(double x, double y) {
return Math.cosh(x) * (Math.sin(y) / y);
}
def code(x, y): return math.cosh(x) * (math.sin(y) / y)
function code(x, y) return Float64(cosh(x) * Float64(sin(y) / y)) end
function tmp = code(x, y) tmp = cosh(x) * (sin(y) / y); end
code[x_, y_] := N[(N[Cosh[x], $MachinePrecision] * N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\cosh x \cdot \frac{\sin y}{y}
\end{array}
(FPCore (x y) :precision binary64 (* (cosh x) (/ (sin y) y)))
double code(double x, double y) {
return cosh(x) * (sin(y) / y);
}
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(x, y)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
code = cosh(x) * (sin(y) / y)
end function
public static double code(double x, double y) {
return Math.cosh(x) * (Math.sin(y) / y);
}
def code(x, y): return math.cosh(x) * (math.sin(y) / y)
function code(x, y) return Float64(cosh(x) * Float64(sin(y) / y)) end
function tmp = code(x, y) tmp = cosh(x) * (sin(y) / y); end
code[x_, y_] := N[(N[Cosh[x], $MachinePrecision] * N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\cosh x \cdot \frac{\sin y}{y}
\end{array}
Initial program 99.9%
(FPCore (x y)
:precision binary64
(let* ((t_0 (/ (sin y) y)) (t_1 (* (cosh x) t_0)))
(if (<= t_1 (- INFINITY))
(*
(fma (fma (* 0.001388888888888889 (* x x)) (* x x) 0.5) (* x x) 1.0)
(fma -0.16666666666666666 (* y y) 1.0))
(if (<= t_1 4e-38)
(* (fma (* x x) 0.5 1.0) t_0)
(*
(cosh x)
(fma
(- (* 0.008333333333333333 (* y y)) 0.16666666666666666)
(* y y)
1.0))))))
double code(double x, double y) {
double t_0 = sin(y) / y;
double t_1 = cosh(x) * t_0;
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = fma(fma((0.001388888888888889 * (x * x)), (x * x), 0.5), (x * x), 1.0) * fma(-0.16666666666666666, (y * y), 1.0);
} else if (t_1 <= 4e-38) {
tmp = fma((x * x), 0.5, 1.0) * t_0;
} else {
tmp = cosh(x) * fma(((0.008333333333333333 * (y * y)) - 0.16666666666666666), (y * y), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(sin(y) / y) t_1 = Float64(cosh(x) * t_0) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(fma(fma(Float64(0.001388888888888889 * Float64(x * x)), Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(-0.16666666666666666, Float64(y * y), 1.0)); elseif (t_1 <= 4e-38) tmp = Float64(fma(Float64(x * x), 0.5, 1.0) * t_0); else tmp = Float64(cosh(x) * fma(Float64(Float64(0.008333333333333333 * Float64(y * y)) - 0.16666666666666666), Float64(y * y), 1.0)); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]}, Block[{t$95$1 = N[(N[Cosh[x], $MachinePrecision] * t$95$0), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 4e-38], N[(N[(N[(x * x), $MachinePrecision] * 0.5 + 1.0), $MachinePrecision] * t$95$0), $MachinePrecision], N[(N[Cosh[x], $MachinePrecision] * N[(N[(N[(0.008333333333333333 * N[(y * y), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sin y}{y}\\
t_1 := \cosh x \cdot t\_0\\
\mathbf{if}\;t\_1 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889 \cdot \left(x \cdot x\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)\\
\mathbf{elif}\;t\_1 \leq 4 \cdot 10^{-38}:\\
\;\;\;\;\mathsf{fma}\left(x \cdot x, 0.5, 1\right) \cdot t\_0\\
\mathbf{else}:\\
\;\;\;\;\cosh x \cdot \mathsf{fma}\left(0.008333333333333333 \cdot \left(y \cdot y\right) - 0.16666666666666666, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) < -inf.0Initial program 100.0%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around inf
Applied rewrites100.0%
if -inf.0 < (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) < 3.9999999999999998e-38Initial program 99.7%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6499.7
Applied rewrites99.7%
if 3.9999999999999998e-38 < (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
(FPCore (x y)
:precision binary64
(let* ((t_0 (/ (sin y) y)) (t_1 (* (cosh x) t_0)))
(if (<= t_1 (- INFINITY))
(*
(fma (fma (* 0.001388888888888889 (* x x)) (* x x) 0.5) (* x x) 1.0)
(fma -0.16666666666666666 (* y y) 1.0))
(if (<= t_1 4e-38)
(* (fma (* x x) 0.5 1.0) t_0)
(*
(fma
(fma
(fma 0.001388888888888889 (* x x) 0.041666666666666664)
(* x x)
0.5)
(* x x)
1.0)
(fma
(- (* 0.008333333333333333 (* y y)) 0.16666666666666666)
(* y y)
1.0))))))
double code(double x, double y) {
double t_0 = sin(y) / y;
double t_1 = cosh(x) * t_0;
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = fma(fma((0.001388888888888889 * (x * x)), (x * x), 0.5), (x * x), 1.0) * fma(-0.16666666666666666, (y * y), 1.0);
} else if (t_1 <= 4e-38) {
tmp = fma((x * x), 0.5, 1.0) * t_0;
} else {
tmp = fma(fma(fma(0.001388888888888889, (x * x), 0.041666666666666664), (x * x), 0.5), (x * x), 1.0) * fma(((0.008333333333333333 * (y * y)) - 0.16666666666666666), (y * y), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(sin(y) / y) t_1 = Float64(cosh(x) * t_0) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(fma(fma(Float64(0.001388888888888889 * Float64(x * x)), Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(-0.16666666666666666, Float64(y * y), 1.0)); elseif (t_1 <= 4e-38) tmp = Float64(fma(Float64(x * x), 0.5, 1.0) * t_0); else tmp = Float64(fma(fma(fma(0.001388888888888889, Float64(x * x), 0.041666666666666664), Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(Float64(Float64(0.008333333333333333 * Float64(y * y)) - 0.16666666666666666), Float64(y * y), 1.0)); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]}, Block[{t$95$1 = N[(N[Cosh[x], $MachinePrecision] * t$95$0), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 4e-38], N[(N[(N[(x * x), $MachinePrecision] * 0.5 + 1.0), $MachinePrecision] * t$95$0), $MachinePrecision], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision] + 0.041666666666666664), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(N[(N[(0.008333333333333333 * N[(y * y), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sin y}{y}\\
t_1 := \cosh x \cdot t\_0\\
\mathbf{if}\;t\_1 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889 \cdot \left(x \cdot x\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)\\
\mathbf{elif}\;t\_1 \leq 4 \cdot 10^{-38}:\\
\;\;\;\;\mathsf{fma}\left(x \cdot x, 0.5, 1\right) \cdot t\_0\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889, x \cdot x, 0.041666666666666664\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(0.008333333333333333 \cdot \left(y \cdot y\right) - 0.16666666666666666, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) < -inf.0Initial program 100.0%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around inf
Applied rewrites100.0%
if -inf.0 < (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) < 3.9999999999999998e-38Initial program 99.7%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6499.7
Applied rewrites99.7%
if 3.9999999999999998e-38 < (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.5
Applied rewrites93.5%
(FPCore (x y)
:precision binary64
(let* ((t_0 (/ (sin y) y)) (t_1 (* (cosh x) t_0)))
(if (<= t_1 (- INFINITY))
(*
(fma (fma (* 0.001388888888888889 (* x x)) (* x x) 0.5) (* x x) 1.0)
(fma -0.16666666666666666 (* y y) 1.0))
(if (<= t_1 4e-38)
t_0
(*
(fma
(fma
(fma 0.001388888888888889 (* x x) 0.041666666666666664)
(* x x)
0.5)
(* x x)
1.0)
(fma
(- (* 0.008333333333333333 (* y y)) 0.16666666666666666)
(* y y)
1.0))))))
double code(double x, double y) {
double t_0 = sin(y) / y;
double t_1 = cosh(x) * t_0;
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = fma(fma((0.001388888888888889 * (x * x)), (x * x), 0.5), (x * x), 1.0) * fma(-0.16666666666666666, (y * y), 1.0);
} else if (t_1 <= 4e-38) {
tmp = t_0;
} else {
tmp = fma(fma(fma(0.001388888888888889, (x * x), 0.041666666666666664), (x * x), 0.5), (x * x), 1.0) * fma(((0.008333333333333333 * (y * y)) - 0.16666666666666666), (y * y), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(sin(y) / y) t_1 = Float64(cosh(x) * t_0) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(fma(fma(Float64(0.001388888888888889 * Float64(x * x)), Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(-0.16666666666666666, Float64(y * y), 1.0)); elseif (t_1 <= 4e-38) tmp = t_0; else tmp = Float64(fma(fma(fma(0.001388888888888889, Float64(x * x), 0.041666666666666664), Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(Float64(Float64(0.008333333333333333 * Float64(y * y)) - 0.16666666666666666), Float64(y * y), 1.0)); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]}, Block[{t$95$1 = N[(N[Cosh[x], $MachinePrecision] * t$95$0), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 4e-38], t$95$0, N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision] + 0.041666666666666664), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(N[(N[(0.008333333333333333 * N[(y * y), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sin y}{y}\\
t_1 := \cosh x \cdot t\_0\\
\mathbf{if}\;t\_1 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889 \cdot \left(x \cdot x\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)\\
\mathbf{elif}\;t\_1 \leq 4 \cdot 10^{-38}:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889, x \cdot x, 0.041666666666666664\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(0.008333333333333333 \cdot \left(y \cdot y\right) - 0.16666666666666666, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) < -inf.0Initial program 100.0%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around inf
Applied rewrites100.0%
if -inf.0 < (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) < 3.9999999999999998e-38Initial program 99.7%
Taylor expanded in x around 0
lower-/.f64N/A
lower-sin.f6499.2
Applied rewrites99.2%
if 3.9999999999999998e-38 < (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6493.5
Applied rewrites93.5%
(FPCore (x y)
:precision binary64
(let* ((t_0 (fma -0.16666666666666666 (* y y) 1.0)) (t_1 (/ (sin y) y)))
(if (<= t_1 -2e-308)
(*
(fma (fma (* 0.001388888888888889 (* x x)) (* x x) 0.5) (* x x) 1.0)
t_0)
(if (<= t_1 5e-6)
(*
(fma (fma 0.041666666666666664 (* x x) 0.5) (* x x) 1.0)
(fma
(- (* 0.008333333333333333 (* y y)) 0.16666666666666666)
(* y y)
1.0))
(*
(fma
(fma
(fma 0.001388888888888889 (* x x) 0.041666666666666664)
(* x x)
0.5)
(* x x)
1.0)
t_0)))))
double code(double x, double y) {
double t_0 = fma(-0.16666666666666666, (y * y), 1.0);
double t_1 = sin(y) / y;
double tmp;
if (t_1 <= -2e-308) {
tmp = fma(fma((0.001388888888888889 * (x * x)), (x * x), 0.5), (x * x), 1.0) * t_0;
} else if (t_1 <= 5e-6) {
tmp = fma(fma(0.041666666666666664, (x * x), 0.5), (x * x), 1.0) * fma(((0.008333333333333333 * (y * y)) - 0.16666666666666666), (y * y), 1.0);
} else {
tmp = fma(fma(fma(0.001388888888888889, (x * x), 0.041666666666666664), (x * x), 0.5), (x * x), 1.0) * t_0;
}
return tmp;
}
function code(x, y) t_0 = fma(-0.16666666666666666, Float64(y * y), 1.0) t_1 = Float64(sin(y) / y) tmp = 0.0 if (t_1 <= -2e-308) tmp = Float64(fma(fma(Float64(0.001388888888888889 * Float64(x * x)), Float64(x * x), 0.5), Float64(x * x), 1.0) * t_0); elseif (t_1 <= 5e-6) tmp = Float64(fma(fma(0.041666666666666664, Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(Float64(Float64(0.008333333333333333 * Float64(y * y)) - 0.16666666666666666), Float64(y * y), 1.0)); else tmp = Float64(fma(fma(fma(0.001388888888888889, Float64(x * x), 0.041666666666666664), Float64(x * x), 0.5), Float64(x * x), 1.0) * t_0); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]}, If[LessEqual[t$95$1, -2e-308], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * t$95$0), $MachinePrecision], If[LessEqual[t$95$1, 5e-6], N[(N[(N[(0.041666666666666664 * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(N[(N[(0.008333333333333333 * N[(y * y), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision] + 0.041666666666666664), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * t$95$0), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)\\
t_1 := \frac{\sin y}{y}\\
\mathbf{if}\;t\_1 \leq -2 \cdot 10^{-308}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889 \cdot \left(x \cdot x\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot t\_0\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{-6}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.041666666666666664, x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(0.008333333333333333 \cdot \left(y \cdot y\right) - 0.16666666666666666, y \cdot y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889, x \cdot x, 0.041666666666666664\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot t\_0\\
\end{array}
\end{array}
if (/.f64 (sin.f64 y) y) < -1.9999999999999998e-308Initial program 99.8%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6450.0
Applied rewrites50.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6450.0
Applied rewrites50.0%
Taylor expanded in x around inf
Applied rewrites50.0%
if -1.9999999999999998e-308 < (/.f64 (sin.f64 y) y) < 5.00000000000000041e-6Initial program 99.9%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6462.3
Applied rewrites62.3%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6459.0
Applied rewrites59.0%
if 5.00000000000000041e-6 < (/.f64 (sin.f64 y) y) Initial program 100.0%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.5
Applied rewrites92.5%
(FPCore (x y)
:precision binary64
(if (<= (* (cosh x) (/ (sin y) y)) -2e-308)
(*
(fma (fma (* 0.001388888888888889 (* x x)) (* x x) 0.5) (* x x) 1.0)
(fma -0.16666666666666666 (* y y) 1.0))
(*
(fma
(fma (fma 0.001388888888888889 (* x x) 0.041666666666666664) (* x x) 0.5)
(* x x)
1.0)
(fma
(- (* 0.008333333333333333 (* y y)) 0.16666666666666666)
(* y y)
1.0))))
double code(double x, double y) {
double tmp;
if ((cosh(x) * (sin(y) / y)) <= -2e-308) {
tmp = fma(fma((0.001388888888888889 * (x * x)), (x * x), 0.5), (x * x), 1.0) * fma(-0.16666666666666666, (y * y), 1.0);
} else {
tmp = fma(fma(fma(0.001388888888888889, (x * x), 0.041666666666666664), (x * x), 0.5), (x * x), 1.0) * fma(((0.008333333333333333 * (y * y)) - 0.16666666666666666), (y * y), 1.0);
}
return tmp;
}
function code(x, y) tmp = 0.0 if (Float64(cosh(x) * Float64(sin(y) / y)) <= -2e-308) tmp = Float64(fma(fma(Float64(0.001388888888888889 * Float64(x * x)), Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(-0.16666666666666666, Float64(y * y), 1.0)); else tmp = Float64(fma(fma(fma(0.001388888888888889, Float64(x * x), 0.041666666666666664), Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(Float64(Float64(0.008333333333333333 * Float64(y * y)) - 0.16666666666666666), Float64(y * y), 1.0)); end return tmp end
code[x_, y_] := If[LessEqual[N[(N[Cosh[x], $MachinePrecision] * N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision], -2e-308], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision] + 0.041666666666666664), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(N[(N[(0.008333333333333333 * N[(y * y), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\cosh x \cdot \frac{\sin y}{y} \leq -2 \cdot 10^{-308}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889 \cdot \left(x \cdot x\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889, x \cdot x, 0.041666666666666664\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(0.008333333333333333 \cdot \left(y \cdot y\right) - 0.16666666666666666, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) < -1.9999999999999998e-308Initial program 99.8%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6450.0
Applied rewrites50.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6450.0
Applied rewrites50.0%
Taylor expanded in x around inf
Applied rewrites50.0%
if -1.9999999999999998e-308 < (*.f64 (cosh.f64 x) (/.f64 (sin.f64 y) y)) Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6488.8
Applied rewrites88.8%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6483.0
Applied rewrites83.0%
(FPCore (x y)
:precision binary64
(let* ((t_0 (fma -0.16666666666666666 (* y y) 1.0)) (t_1 (/ (sin y) y)))
(if (<= t_1 -2e-308)
(*
(fma (fma (* 0.001388888888888889 (* x x)) (* x x) 0.5) (* x x) 1.0)
t_0)
(if (<= t_1 5e-6)
(*
(fma (* x x) 0.5 1.0)
(fma
(- (* (* y y) 0.008333333333333333) 0.16666666666666666)
(* y y)
1.0))
(*
(fma
(fma
(fma 0.001388888888888889 (* x x) 0.041666666666666664)
(* x x)
0.5)
(* x x)
1.0)
t_0)))))
double code(double x, double y) {
double t_0 = fma(-0.16666666666666666, (y * y), 1.0);
double t_1 = sin(y) / y;
double tmp;
if (t_1 <= -2e-308) {
tmp = fma(fma((0.001388888888888889 * (x * x)), (x * x), 0.5), (x * x), 1.0) * t_0;
} else if (t_1 <= 5e-6) {
tmp = fma((x * x), 0.5, 1.0) * fma((((y * y) * 0.008333333333333333) - 0.16666666666666666), (y * y), 1.0);
} else {
tmp = fma(fma(fma(0.001388888888888889, (x * x), 0.041666666666666664), (x * x), 0.5), (x * x), 1.0) * t_0;
}
return tmp;
}
function code(x, y) t_0 = fma(-0.16666666666666666, Float64(y * y), 1.0) t_1 = Float64(sin(y) / y) tmp = 0.0 if (t_1 <= -2e-308) tmp = Float64(fma(fma(Float64(0.001388888888888889 * Float64(x * x)), Float64(x * x), 0.5), Float64(x * x), 1.0) * t_0); elseif (t_1 <= 5e-6) tmp = Float64(fma(Float64(x * x), 0.5, 1.0) * fma(Float64(Float64(Float64(y * y) * 0.008333333333333333) - 0.16666666666666666), Float64(y * y), 1.0)); else tmp = Float64(fma(fma(fma(0.001388888888888889, Float64(x * x), 0.041666666666666664), Float64(x * x), 0.5), Float64(x * x), 1.0) * t_0); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]}, Block[{t$95$1 = N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]}, If[LessEqual[t$95$1, -2e-308], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * t$95$0), $MachinePrecision], If[LessEqual[t$95$1, 5e-6], N[(N[(N[(x * x), $MachinePrecision] * 0.5 + 1.0), $MachinePrecision] * N[(N[(N[(N[(y * y), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision] + 0.041666666666666664), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * t$95$0), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)\\
t_1 := \frac{\sin y}{y}\\
\mathbf{if}\;t\_1 \leq -2 \cdot 10^{-308}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889 \cdot \left(x \cdot x\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot t\_0\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{-6}:\\
\;\;\;\;\mathsf{fma}\left(x \cdot x, 0.5, 1\right) \cdot \mathsf{fma}\left(\left(y \cdot y\right) \cdot 0.008333333333333333 - 0.16666666666666666, y \cdot y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889, x \cdot x, 0.041666666666666664\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot t\_0\\
\end{array}
\end{array}
if (/.f64 (sin.f64 y) y) < -1.9999999999999998e-308Initial program 99.8%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6450.0
Applied rewrites50.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6450.0
Applied rewrites50.0%
Taylor expanded in x around inf
Applied rewrites50.0%
if -1.9999999999999998e-308 < (/.f64 (sin.f64 y) y) < 5.00000000000000041e-6Initial program 99.9%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6472.8
Applied rewrites72.8%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6457.4
Applied rewrites57.4%
if 5.00000000000000041e-6 < (/.f64 (sin.f64 y) y) Initial program 100.0%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6492.5
Applied rewrites92.5%
(FPCore (x y)
:precision binary64
(let* ((t_0 (/ (sin y) y)))
(if (or (<= t_0 -2e-308) (not (<= t_0 5e-6)))
(*
(fma (fma (* 0.001388888888888889 (* x x)) (* x x) 0.5) (* x x) 1.0)
(fma -0.16666666666666666 (* y y) 1.0))
(*
(fma (* x x) 0.5 1.0)
(fma
(- (* (* y y) 0.008333333333333333) 0.16666666666666666)
(* y y)
1.0)))))
double code(double x, double y) {
double t_0 = sin(y) / y;
double tmp;
if ((t_0 <= -2e-308) || !(t_0 <= 5e-6)) {
tmp = fma(fma((0.001388888888888889 * (x * x)), (x * x), 0.5), (x * x), 1.0) * fma(-0.16666666666666666, (y * y), 1.0);
} else {
tmp = fma((x * x), 0.5, 1.0) * fma((((y * y) * 0.008333333333333333) - 0.16666666666666666), (y * y), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(sin(y) / y) tmp = 0.0 if ((t_0 <= -2e-308) || !(t_0 <= 5e-6)) tmp = Float64(fma(fma(Float64(0.001388888888888889 * Float64(x * x)), Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(-0.16666666666666666, Float64(y * y), 1.0)); else tmp = Float64(fma(Float64(x * x), 0.5, 1.0) * fma(Float64(Float64(Float64(y * y) * 0.008333333333333333) - 0.16666666666666666), Float64(y * y), 1.0)); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]}, If[Or[LessEqual[t$95$0, -2e-308], N[Not[LessEqual[t$95$0, 5e-6]], $MachinePrecision]], N[(N[(N[(N[(0.001388888888888889 * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(x * x), $MachinePrecision] * 0.5 + 1.0), $MachinePrecision] * N[(N[(N[(N[(y * y), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sin y}{y}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-308} \lor \neg \left(t\_0 \leq 5 \cdot 10^{-6}\right):\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.001388888888888889 \cdot \left(x \cdot x\right), x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(x \cdot x, 0.5, 1\right) \cdot \mathsf{fma}\left(\left(y \cdot y\right) \cdot 0.008333333333333333 - 0.16666666666666666, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (/.f64 (sin.f64 y) y) < -1.9999999999999998e-308 or 5.00000000000000041e-6 < (/.f64 (sin.f64 y) y) Initial program 99.9%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6483.9
Applied rewrites83.9%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6478.8
Applied rewrites78.8%
Taylor expanded in x around inf
Applied rewrites78.8%
if -1.9999999999999998e-308 < (/.f64 (sin.f64 y) y) < 5.00000000000000041e-6Initial program 99.9%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6472.8
Applied rewrites72.8%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6457.4
Applied rewrites57.4%
Final simplification74.0%
(FPCore (x y)
:precision binary64
(let* ((t_0 (/ (sin y) y)))
(if (or (<= t_0 -2e-308) (not (<= t_0 5e-6)))
(*
(fma (fma 0.041666666666666664 (* x x) 0.5) (* x x) 1.0)
(fma -0.16666666666666666 (* y y) 1.0))
(*
(fma (* x x) 0.5 1.0)
(fma
(- (* (* y y) 0.008333333333333333) 0.16666666666666666)
(* y y)
1.0)))))
double code(double x, double y) {
double t_0 = sin(y) / y;
double tmp;
if ((t_0 <= -2e-308) || !(t_0 <= 5e-6)) {
tmp = fma(fma(0.041666666666666664, (x * x), 0.5), (x * x), 1.0) * fma(-0.16666666666666666, (y * y), 1.0);
} else {
tmp = fma((x * x), 0.5, 1.0) * fma((((y * y) * 0.008333333333333333) - 0.16666666666666666), (y * y), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(sin(y) / y) tmp = 0.0 if ((t_0 <= -2e-308) || !(t_0 <= 5e-6)) tmp = Float64(fma(fma(0.041666666666666664, Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(-0.16666666666666666, Float64(y * y), 1.0)); else tmp = Float64(fma(Float64(x * x), 0.5, 1.0) * fma(Float64(Float64(Float64(y * y) * 0.008333333333333333) - 0.16666666666666666), Float64(y * y), 1.0)); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]}, If[Or[LessEqual[t$95$0, -2e-308], N[Not[LessEqual[t$95$0, 5e-6]], $MachinePrecision]], N[(N[(N[(0.041666666666666664 * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(x * x), $MachinePrecision] * 0.5 + 1.0), $MachinePrecision] * N[(N[(N[(N[(y * y), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sin y}{y}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-308} \lor \neg \left(t\_0 \leq 5 \cdot 10^{-6}\right):\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.041666666666666664, x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(x \cdot x, 0.5, 1\right) \cdot \mathsf{fma}\left(\left(y \cdot y\right) \cdot 0.008333333333333333 - 0.16666666666666666, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (/.f64 (sin.f64 y) y) < -1.9999999999999998e-308 or 5.00000000000000041e-6 < (/.f64 (sin.f64 y) y) Initial program 99.9%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6483.9
Applied rewrites83.9%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6475.0
Applied rewrites75.0%
if -1.9999999999999998e-308 < (/.f64 (sin.f64 y) y) < 5.00000000000000041e-6Initial program 99.9%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6472.8
Applied rewrites72.8%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6457.4
Applied rewrites57.4%
Final simplification71.1%
(FPCore (x y)
:precision binary64
(let* ((t_0 (/ (sin y) y)))
(if (or (<= t_0 -2e-308) (not (<= t_0 5e-6)))
(*
(fma (fma 0.041666666666666664 (* x x) 0.5) (* x x) 1.0)
(fma -0.16666666666666666 (* y y) 1.0))
(fma
(- (* (* y y) 0.008333333333333333) 0.16666666666666666)
(* y y)
1.0))))
double code(double x, double y) {
double t_0 = sin(y) / y;
double tmp;
if ((t_0 <= -2e-308) || !(t_0 <= 5e-6)) {
tmp = fma(fma(0.041666666666666664, (x * x), 0.5), (x * x), 1.0) * fma(-0.16666666666666666, (y * y), 1.0);
} else {
tmp = fma((((y * y) * 0.008333333333333333) - 0.16666666666666666), (y * y), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(sin(y) / y) tmp = 0.0 if ((t_0 <= -2e-308) || !(t_0 <= 5e-6)) tmp = Float64(fma(fma(0.041666666666666664, Float64(x * x), 0.5), Float64(x * x), 1.0) * fma(-0.16666666666666666, Float64(y * y), 1.0)); else tmp = fma(Float64(Float64(Float64(y * y) * 0.008333333333333333) - 0.16666666666666666), Float64(y * y), 1.0); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]}, If[Or[LessEqual[t$95$0, -2e-308], N[Not[LessEqual[t$95$0, 5e-6]], $MachinePrecision]], N[(N[(N[(0.041666666666666664 * N[(x * x), $MachinePrecision] + 0.5), $MachinePrecision] * N[(x * x), $MachinePrecision] + 1.0), $MachinePrecision] * N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(y * y), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sin y}{y}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-308} \lor \neg \left(t\_0 \leq 5 \cdot 10^{-6}\right):\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(0.041666666666666664, x \cdot x, 0.5\right), x \cdot x, 1\right) \cdot \mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(y \cdot y\right) \cdot 0.008333333333333333 - 0.16666666666666666, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (/.f64 (sin.f64 y) y) < -1.9999999999999998e-308 or 5.00000000000000041e-6 < (/.f64 (sin.f64 y) y) Initial program 99.9%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6483.9
Applied rewrites83.9%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6475.0
Applied rewrites75.0%
if -1.9999999999999998e-308 < (/.f64 (sin.f64 y) y) < 5.00000000000000041e-6Initial program 99.9%
Taylor expanded in x around 0
lower-/.f64N/A
lower-sin.f6439.4
Applied rewrites39.4%
Taylor expanded in y around 0
Applied rewrites49.0%
Final simplification69.2%
(FPCore (x y)
:precision binary64
(let* ((t_0 (/ (sin y) y)))
(if (or (<= t_0 -2e-308) (not (<= t_0 5e-6)))
(* (fma (* x x) 0.5 1.0) (fma -0.16666666666666666 (* y y) 1.0))
(fma
(- (* (* y y) 0.008333333333333333) 0.16666666666666666)
(* y y)
1.0))))
double code(double x, double y) {
double t_0 = sin(y) / y;
double tmp;
if ((t_0 <= -2e-308) || !(t_0 <= 5e-6)) {
tmp = fma((x * x), 0.5, 1.0) * fma(-0.16666666666666666, (y * y), 1.0);
} else {
tmp = fma((((y * y) * 0.008333333333333333) - 0.16666666666666666), (y * y), 1.0);
}
return tmp;
}
function code(x, y) t_0 = Float64(sin(y) / y) tmp = 0.0 if ((t_0 <= -2e-308) || !(t_0 <= 5e-6)) tmp = Float64(fma(Float64(x * x), 0.5, 1.0) * fma(-0.16666666666666666, Float64(y * y), 1.0)); else tmp = fma(Float64(Float64(Float64(y * y) * 0.008333333333333333) - 0.16666666666666666), Float64(y * y), 1.0); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision]}, If[Or[LessEqual[t$95$0, -2e-308], N[Not[LessEqual[t$95$0, 5e-6]], $MachinePrecision]], N[(N[(N[(x * x), $MachinePrecision] * 0.5 + 1.0), $MachinePrecision] * N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(y * y), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{\sin y}{y}\\
\mathbf{if}\;t\_0 \leq -2 \cdot 10^{-308} \lor \neg \left(t\_0 \leq 5 \cdot 10^{-6}\right):\\
\;\;\;\;\mathsf{fma}\left(x \cdot x, 0.5, 1\right) \cdot \mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(y \cdot y\right) \cdot 0.008333333333333333 - 0.16666666666666666, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (/.f64 (sin.f64 y) y) < -1.9999999999999998e-308 or 5.00000000000000041e-6 < (/.f64 (sin.f64 y) y) Initial program 99.9%
Taylor expanded in x around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6478.5
Applied rewrites78.5%
Taylor expanded in y around 0
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6466.5
Applied rewrites66.5%
if -1.9999999999999998e-308 < (/.f64 (sin.f64 y) y) < 5.00000000000000041e-6Initial program 99.9%
Taylor expanded in x around 0
lower-/.f64N/A
lower-sin.f6439.4
Applied rewrites39.4%
Taylor expanded in y around 0
Applied rewrites49.0%
Final simplification62.6%
(FPCore (x y) :precision binary64 (if (<= (/ (sin y) y) -2e-308) (* (* -0.16666666666666666 y) y) (fma (- (* (* y y) 0.008333333333333333) 0.16666666666666666) (* y y) 1.0)))
double code(double x, double y) {
double tmp;
if ((sin(y) / y) <= -2e-308) {
tmp = (-0.16666666666666666 * y) * y;
} else {
tmp = fma((((y * y) * 0.008333333333333333) - 0.16666666666666666), (y * y), 1.0);
}
return tmp;
}
function code(x, y) tmp = 0.0 if (Float64(sin(y) / y) <= -2e-308) tmp = Float64(Float64(-0.16666666666666666 * y) * y); else tmp = fma(Float64(Float64(Float64(y * y) * 0.008333333333333333) - 0.16666666666666666), Float64(y * y), 1.0); end return tmp end
code[x_, y_] := If[LessEqual[N[(N[Sin[y], $MachinePrecision] / y), $MachinePrecision], -2e-308], N[(N[(-0.16666666666666666 * y), $MachinePrecision] * y), $MachinePrecision], N[(N[(N[(N[(y * y), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{\sin y}{y} \leq -2 \cdot 10^{-308}:\\
\;\;\;\;\left(-0.16666666666666666 \cdot y\right) \cdot y\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(y \cdot y\right) \cdot 0.008333333333333333 - 0.16666666666666666, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (/.f64 (sin.f64 y) y) < -1.9999999999999998e-308Initial program 99.8%
Taylor expanded in x around 0
lower-/.f64N/A
lower-sin.f6452.4
Applied rewrites52.4%
Taylor expanded in y around 0
Applied rewrites22.0%
Taylor expanded in y around inf
Applied rewrites22.0%
Applied rewrites22.0%
if -1.9999999999999998e-308 < (/.f64 (sin.f64 y) y) Initial program 100.0%
Taylor expanded in x around 0
lower-/.f64N/A
lower-sin.f6444.3
Applied rewrites44.3%
Taylor expanded in y around 0
Applied rewrites47.1%
(FPCore (x y) :precision binary64 (fma -0.16666666666666666 (* y y) 1.0))
double code(double x, double y) {
return fma(-0.16666666666666666, (y * y), 1.0);
}
function code(x, y) return fma(-0.16666666666666666, Float64(y * y), 1.0) end
code[x_, y_] := N[(-0.16666666666666666 * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(-0.16666666666666666, y \cdot y, 1\right)
\end{array}
Initial program 99.9%
Taylor expanded in x around 0
lower-/.f64N/A
lower-sin.f6446.3
Applied rewrites46.3%
Taylor expanded in y around 0
Applied rewrites30.1%
(FPCore (x y) :precision binary64 (* (* -0.16666666666666666 y) y))
double code(double x, double y) {
return (-0.16666666666666666 * y) * y;
}
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(x, y)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
code = ((-0.16666666666666666d0) * y) * y
end function
public static double code(double x, double y) {
return (-0.16666666666666666 * y) * y;
}
def code(x, y): return (-0.16666666666666666 * y) * y
function code(x, y) return Float64(Float64(-0.16666666666666666 * y) * y) end
function tmp = code(x, y) tmp = (-0.16666666666666666 * y) * y; end
code[x_, y_] := N[(N[(-0.16666666666666666 * y), $MachinePrecision] * y), $MachinePrecision]
\begin{array}{l}
\\
\left(-0.16666666666666666 \cdot y\right) \cdot y
\end{array}
Initial program 99.9%
Taylor expanded in x around 0
lower-/.f64N/A
lower-sin.f6446.3
Applied rewrites46.3%
Taylor expanded in y around 0
Applied rewrites30.1%
Taylor expanded in y around inf
Applied rewrites6.7%
Applied rewrites6.7%
(FPCore (x y) :precision binary64 (/ (* (cosh x) (sin y)) y))
double code(double x, double y) {
return (cosh(x) * sin(y)) / y;
}
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(x, y)
use fmin_fmax_functions
real(8), intent (in) :: x
real(8), intent (in) :: y
code = (cosh(x) * sin(y)) / y
end function
public static double code(double x, double y) {
return (Math.cosh(x) * Math.sin(y)) / y;
}
def code(x, y): return (math.cosh(x) * math.sin(y)) / y
function code(x, y) return Float64(Float64(cosh(x) * sin(y)) / y) end
function tmp = code(x, y) tmp = (cosh(x) * sin(y)) / y; end
code[x_, y_] := N[(N[(N[Cosh[x], $MachinePrecision] * N[Sin[y], $MachinePrecision]), $MachinePrecision] / y), $MachinePrecision]
\begin{array}{l}
\\
\frac{\cosh x \cdot \sin y}{y}
\end{array}
herbie shell --seed 2024359
(FPCore (x y)
:name "Linear.Quaternion:$csinh from linear-1.19.1.3"
:precision binary64
:alt
(! :herbie-platform default (/ (* (cosh x) (sin y)) y))
(* (cosh x) (/ (sin y) y)))