
(FPCore (x y) :precision binary64 (* (sin x) (/ (sinh y) y)))
double code(double x, double y) {
return sin(x) * (sinh(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 = sin(x) * (sinh(y) / y)
end function
public static double code(double x, double y) {
return Math.sin(x) * (Math.sinh(y) / y);
}
def code(x, y): return math.sin(x) * (math.sinh(y) / y)
function code(x, y) return Float64(sin(x) * Float64(sinh(y) / y)) end
function tmp = code(x, y) tmp = sin(x) * (sinh(y) / y); end
code[x_, y_] := N[(N[Sin[x], $MachinePrecision] * N[(N[Sinh[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sin x \cdot \frac{\sinh y}{y}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 9 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x y) :precision binary64 (* (sin x) (/ (sinh y) y)))
double code(double x, double y) {
return sin(x) * (sinh(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 = sin(x) * (sinh(y) / y)
end function
public static double code(double x, double y) {
return Math.sin(x) * (Math.sinh(y) / y);
}
def code(x, y): return math.sin(x) * (math.sinh(y) / y)
function code(x, y) return Float64(sin(x) * Float64(sinh(y) / y)) end
function tmp = code(x, y) tmp = sin(x) * (sinh(y) / y); end
code[x_, y_] := N[(N[Sin[x], $MachinePrecision] * N[(N[Sinh[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sin x \cdot \frac{\sinh y}{y}
\end{array}
(FPCore (x y) :precision binary64 (* (sin x) (/ (sinh y) y)))
double code(double x, double y) {
return sin(x) * (sinh(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 = sin(x) * (sinh(y) / y)
end function
public static double code(double x, double y) {
return Math.sin(x) * (Math.sinh(y) / y);
}
def code(x, y): return math.sin(x) * (math.sinh(y) / y)
function code(x, y) return Float64(sin(x) * Float64(sinh(y) / y)) end
function tmp = code(x, y) tmp = sin(x) * (sinh(y) / y); end
code[x_, y_] := N[(N[Sin[x], $MachinePrecision] * N[(N[Sinh[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sin x \cdot \frac{\sinh y}{y}
\end{array}
Initial program 100.0%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* (sin x) (/ (sinh y) y)))
(t_1
(fma
(* (* (fma 0.0001984126984126984 (* y y) 0.008333333333333333) y) y)
(* y y)
1.0)))
(if (<= t_0 (- INFINITY))
(*
(fma
(* (- x) (* x x))
(- (* (* x x) 0.008333333333333333) 0.16666666666666666)
x)
t_1)
(if (<= t_0 2.0)
(*
(sin x)
(fma
(* (fma 0.008333333333333333 (* y y) 0.16666666666666666) y)
y
1.0))
(*
(fma
(* (- (* 0.008333333333333333 (* x x)) 0.16666666666666666) x)
(* x x)
x)
t_1)))))
double code(double x, double y) {
double t_0 = sin(x) * (sinh(y) / y);
double t_1 = fma(((fma(0.0001984126984126984, (y * y), 0.008333333333333333) * y) * y), (y * y), 1.0);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = fma((-x * (x * x)), (((x * x) * 0.008333333333333333) - 0.16666666666666666), x) * t_1;
} else if (t_0 <= 2.0) {
tmp = sin(x) * fma((fma(0.008333333333333333, (y * y), 0.16666666666666666) * y), y, 1.0);
} else {
tmp = fma((((0.008333333333333333 * (x * x)) - 0.16666666666666666) * x), (x * x), x) * t_1;
}
return tmp;
}
function code(x, y) t_0 = Float64(sin(x) * Float64(sinh(y) / y)) t_1 = fma(Float64(Float64(fma(0.0001984126984126984, Float64(y * y), 0.008333333333333333) * y) * y), Float64(y * y), 1.0) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(fma(Float64(Float64(-x) * Float64(x * x)), Float64(Float64(Float64(x * x) * 0.008333333333333333) - 0.16666666666666666), x) * t_1); elseif (t_0 <= 2.0) tmp = Float64(sin(x) * fma(Float64(fma(0.008333333333333333, Float64(y * y), 0.16666666666666666) * y), y, 1.0)); else tmp = Float64(fma(Float64(Float64(Float64(0.008333333333333333 * Float64(x * x)) - 0.16666666666666666) * x), Float64(x * x), x) * t_1); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[Sin[x], $MachinePrecision] * N[(N[Sinh[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(0.0001984126984126984 * N[(y * y), $MachinePrecision] + 0.008333333333333333), $MachinePrecision] * y), $MachinePrecision] * y), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[((-x) * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(x * x), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] + x), $MachinePrecision] * t$95$1), $MachinePrecision], If[LessEqual[t$95$0, 2.0], N[(N[Sin[x], $MachinePrecision] * N[(N[(N[(0.008333333333333333 * N[(y * y), $MachinePrecision] + 0.16666666666666666), $MachinePrecision] * y), $MachinePrecision] * y + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(0.008333333333333333 * N[(x * x), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * x), $MachinePrecision] * N[(x * x), $MachinePrecision] + x), $MachinePrecision] * t$95$1), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sin x \cdot \frac{\sinh y}{y}\\
t_1 := \mathsf{fma}\left(\left(\mathsf{fma}\left(0.0001984126984126984, y \cdot y, 0.008333333333333333\right) \cdot y\right) \cdot y, y \cdot y, 1\right)\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\left(-x\right) \cdot \left(x \cdot x\right), \left(x \cdot x\right) \cdot 0.008333333333333333 - 0.16666666666666666, x\right) \cdot t\_1\\
\mathbf{elif}\;t\_0 \leq 2:\\
\;\;\;\;\sin x \cdot \mathsf{fma}\left(\mathsf{fma}\left(0.008333333333333333, y \cdot y, 0.16666666666666666\right) \cdot y, y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(0.008333333333333333 \cdot \left(x \cdot x\right) - 0.16666666666666666\right) \cdot x, x \cdot x, x\right) \cdot t\_1\\
\end{array}
\end{array}
if (*.f64 (sin.f64 x) (/.f64 (sinh.f64 y) y)) < -inf.0Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites87.6%
Taylor expanded in y around inf
Applied rewrites87.6%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
cube-multN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6468.0
Applied rewrites68.0%
Applied rewrites69.6%
if -inf.0 < (*.f64 (sin.f64 x) (/.f64 (sinh.f64 y) y)) < 2Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
Applied rewrites99.3%
if 2 < (*.f64 (sin.f64 x) (/.f64 (sinh.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
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites82.2%
Taylor expanded in y around inf
Applied rewrites82.2%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
cube-multN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6461.5
Applied rewrites61.5%
Applied rewrites61.5%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* (sin x) (/ (sinh y) y)))
(t_1
(fma
(* (* (fma 0.0001984126984126984 (* y y) 0.008333333333333333) y) y)
(* y y)
1.0)))
(if (<= t_0 (- INFINITY))
(*
(fma
(* (- x) (* x x))
(- (* (* x x) 0.008333333333333333) 0.16666666666666666)
x)
t_1)
(if (<= t_0 2.0)
(* (sin x) (fma (* 0.16666666666666666 y) y 1.0))
(*
(fma
(* (- (* 0.008333333333333333 (* x x)) 0.16666666666666666) x)
(* x x)
x)
t_1)))))
double code(double x, double y) {
double t_0 = sin(x) * (sinh(y) / y);
double t_1 = fma(((fma(0.0001984126984126984, (y * y), 0.008333333333333333) * y) * y), (y * y), 1.0);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = fma((-x * (x * x)), (((x * x) * 0.008333333333333333) - 0.16666666666666666), x) * t_1;
} else if (t_0 <= 2.0) {
tmp = sin(x) * fma((0.16666666666666666 * y), y, 1.0);
} else {
tmp = fma((((0.008333333333333333 * (x * x)) - 0.16666666666666666) * x), (x * x), x) * t_1;
}
return tmp;
}
function code(x, y) t_0 = Float64(sin(x) * Float64(sinh(y) / y)) t_1 = fma(Float64(Float64(fma(0.0001984126984126984, Float64(y * y), 0.008333333333333333) * y) * y), Float64(y * y), 1.0) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(fma(Float64(Float64(-x) * Float64(x * x)), Float64(Float64(Float64(x * x) * 0.008333333333333333) - 0.16666666666666666), x) * t_1); elseif (t_0 <= 2.0) tmp = Float64(sin(x) * fma(Float64(0.16666666666666666 * y), y, 1.0)); else tmp = Float64(fma(Float64(Float64(Float64(0.008333333333333333 * Float64(x * x)) - 0.16666666666666666) * x), Float64(x * x), x) * t_1); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[Sin[x], $MachinePrecision] * N[(N[Sinh[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(0.0001984126984126984 * N[(y * y), $MachinePrecision] + 0.008333333333333333), $MachinePrecision] * y), $MachinePrecision] * y), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[((-x) * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(x * x), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] + x), $MachinePrecision] * t$95$1), $MachinePrecision], If[LessEqual[t$95$0, 2.0], N[(N[Sin[x], $MachinePrecision] * N[(N[(0.16666666666666666 * y), $MachinePrecision] * y + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(0.008333333333333333 * N[(x * x), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * x), $MachinePrecision] * N[(x * x), $MachinePrecision] + x), $MachinePrecision] * t$95$1), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sin x \cdot \frac{\sinh y}{y}\\
t_1 := \mathsf{fma}\left(\left(\mathsf{fma}\left(0.0001984126984126984, y \cdot y, 0.008333333333333333\right) \cdot y\right) \cdot y, y \cdot y, 1\right)\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\left(-x\right) \cdot \left(x \cdot x\right), \left(x \cdot x\right) \cdot 0.008333333333333333 - 0.16666666666666666, x\right) \cdot t\_1\\
\mathbf{elif}\;t\_0 \leq 2:\\
\;\;\;\;\sin x \cdot \mathsf{fma}\left(0.16666666666666666 \cdot y, y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(0.008333333333333333 \cdot \left(x \cdot x\right) - 0.16666666666666666\right) \cdot x, x \cdot x, x\right) \cdot t\_1\\
\end{array}
\end{array}
if (*.f64 (sin.f64 x) (/.f64 (sinh.f64 y) y)) < -inf.0Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites87.6%
Taylor expanded in y around inf
Applied rewrites87.6%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
cube-multN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6468.0
Applied rewrites68.0%
Applied rewrites69.6%
if -inf.0 < (*.f64 (sin.f64 x) (/.f64 (sinh.f64 y) y)) < 2Initial program 100.0%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6499.1
Applied rewrites99.1%
Applied rewrites99.1%
if 2 < (*.f64 (sin.f64 x) (/.f64 (sinh.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
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites82.2%
Taylor expanded in y around inf
Applied rewrites82.2%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
cube-multN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6461.5
Applied rewrites61.5%
Applied rewrites61.5%
(FPCore (x y)
:precision binary64
(let* ((t_0 (* (sin x) (/ (sinh y) y)))
(t_1
(fma
(* (* (fma 0.0001984126984126984 (* y y) 0.008333333333333333) y) y)
(* y y)
1.0)))
(if (<= t_0 (- INFINITY))
(*
(fma
(* (- x) (* x x))
(- (* (* x x) 0.008333333333333333) 0.16666666666666666)
x)
t_1)
(if (<= t_0 2.0)
(* (sin x) 1.0)
(*
(fma
(* (- (* 0.008333333333333333 (* x x)) 0.16666666666666666) x)
(* x x)
x)
t_1)))))
double code(double x, double y) {
double t_0 = sin(x) * (sinh(y) / y);
double t_1 = fma(((fma(0.0001984126984126984, (y * y), 0.008333333333333333) * y) * y), (y * y), 1.0);
double tmp;
if (t_0 <= -((double) INFINITY)) {
tmp = fma((-x * (x * x)), (((x * x) * 0.008333333333333333) - 0.16666666666666666), x) * t_1;
} else if (t_0 <= 2.0) {
tmp = sin(x) * 1.0;
} else {
tmp = fma((((0.008333333333333333 * (x * x)) - 0.16666666666666666) * x), (x * x), x) * t_1;
}
return tmp;
}
function code(x, y) t_0 = Float64(sin(x) * Float64(sinh(y) / y)) t_1 = fma(Float64(Float64(fma(0.0001984126984126984, Float64(y * y), 0.008333333333333333) * y) * y), Float64(y * y), 1.0) tmp = 0.0 if (t_0 <= Float64(-Inf)) tmp = Float64(fma(Float64(Float64(-x) * Float64(x * x)), Float64(Float64(Float64(x * x) * 0.008333333333333333) - 0.16666666666666666), x) * t_1); elseif (t_0 <= 2.0) tmp = Float64(sin(x) * 1.0); else tmp = Float64(fma(Float64(Float64(Float64(0.008333333333333333 * Float64(x * x)) - 0.16666666666666666) * x), Float64(x * x), x) * t_1); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[Sin[x], $MachinePrecision] * N[(N[Sinh[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(N[(N[(N[(0.0001984126984126984 * N[(y * y), $MachinePrecision] + 0.008333333333333333), $MachinePrecision] * y), $MachinePrecision] * y), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]}, If[LessEqual[t$95$0, (-Infinity)], N[(N[(N[((-x) * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(x * x), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] + x), $MachinePrecision] * t$95$1), $MachinePrecision], If[LessEqual[t$95$0, 2.0], N[(N[Sin[x], $MachinePrecision] * 1.0), $MachinePrecision], N[(N[(N[(N[(N[(0.008333333333333333 * N[(x * x), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * x), $MachinePrecision] * N[(x * x), $MachinePrecision] + x), $MachinePrecision] * t$95$1), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sin x \cdot \frac{\sinh y}{y}\\
t_1 := \mathsf{fma}\left(\left(\mathsf{fma}\left(0.0001984126984126984, y \cdot y, 0.008333333333333333\right) \cdot y\right) \cdot y, y \cdot y, 1\right)\\
\mathbf{if}\;t\_0 \leq -\infty:\\
\;\;\;\;\mathsf{fma}\left(\left(-x\right) \cdot \left(x \cdot x\right), \left(x \cdot x\right) \cdot 0.008333333333333333 - 0.16666666666666666, x\right) \cdot t\_1\\
\mathbf{elif}\;t\_0 \leq 2:\\
\;\;\;\;\sin x \cdot 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(0.008333333333333333 \cdot \left(x \cdot x\right) - 0.16666666666666666\right) \cdot x, x \cdot x, x\right) \cdot t\_1\\
\end{array}
\end{array}
if (*.f64 (sin.f64 x) (/.f64 (sinh.f64 y) y)) < -inf.0Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites87.6%
Taylor expanded in y around inf
Applied rewrites87.6%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
cube-multN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6468.0
Applied rewrites68.0%
Applied rewrites69.6%
if -inf.0 < (*.f64 (sin.f64 x) (/.f64 (sinh.f64 y) y)) < 2Initial program 100.0%
Taylor expanded in y around 0
Applied rewrites98.3%
if 2 < (*.f64 (sin.f64 x) (/.f64 (sinh.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
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites82.2%
Taylor expanded in y around inf
Applied rewrites82.2%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
cube-multN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6461.5
Applied rewrites61.5%
Applied rewrites61.5%
(FPCore (x y)
:precision binary64
(let* ((t_0 (fma 0.0001984126984126984 (* y y) 0.008333333333333333)))
(if (<= (* (sin x) (/ (sinh y) y)) 2.0)
(* (sin x) (fma (fma t_0 (* y y) 0.16666666666666666) (* y y) 1.0))
(*
(fma
(* (- (* 0.008333333333333333 (* x x)) 0.16666666666666666) x)
(* x x)
x)
(fma (* (* t_0 y) y) (* y y) 1.0)))))
double code(double x, double y) {
double t_0 = fma(0.0001984126984126984, (y * y), 0.008333333333333333);
double tmp;
if ((sin(x) * (sinh(y) / y)) <= 2.0) {
tmp = sin(x) * fma(fma(t_0, (y * y), 0.16666666666666666), (y * y), 1.0);
} else {
tmp = fma((((0.008333333333333333 * (x * x)) - 0.16666666666666666) * x), (x * x), x) * fma(((t_0 * y) * y), (y * y), 1.0);
}
return tmp;
}
function code(x, y) t_0 = fma(0.0001984126984126984, Float64(y * y), 0.008333333333333333) tmp = 0.0 if (Float64(sin(x) * Float64(sinh(y) / y)) <= 2.0) tmp = Float64(sin(x) * fma(fma(t_0, Float64(y * y), 0.16666666666666666), Float64(y * y), 1.0)); else tmp = Float64(fma(Float64(Float64(Float64(0.008333333333333333 * Float64(x * x)) - 0.16666666666666666) * x), Float64(x * x), x) * fma(Float64(Float64(t_0 * y) * y), Float64(y * y), 1.0)); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(0.0001984126984126984 * N[(y * y), $MachinePrecision] + 0.008333333333333333), $MachinePrecision]}, If[LessEqual[N[(N[Sin[x], $MachinePrecision] * N[(N[Sinh[y], $MachinePrecision] / y), $MachinePrecision]), $MachinePrecision], 2.0], N[(N[Sin[x], $MachinePrecision] * N[(N[(t$95$0 * N[(y * y), $MachinePrecision] + 0.16666666666666666), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(0.008333333333333333 * N[(x * x), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * x), $MachinePrecision] * N[(x * x), $MachinePrecision] + x), $MachinePrecision] * N[(N[(N[(t$95$0 * y), $MachinePrecision] * y), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(0.0001984126984126984, y \cdot y, 0.008333333333333333\right)\\
\mathbf{if}\;\sin x \cdot \frac{\sinh y}{y} \leq 2:\\
\;\;\;\;\sin x \cdot \mathsf{fma}\left(\mathsf{fma}\left(t\_0, y \cdot y, 0.16666666666666666\right), y \cdot y, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(0.008333333333333333 \cdot \left(x \cdot x\right) - 0.16666666666666666\right) \cdot x, x \cdot x, x\right) \cdot \mathsf{fma}\left(\left(t\_0 \cdot y\right) \cdot y, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (*.f64 (sin.f64 x) (/.f64 (sinh.f64 y) y)) < 2Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites95.8%
if 2 < (*.f64 (sin.f64 x) (/.f64 (sinh.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
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites82.2%
Taylor expanded in y around inf
Applied rewrites82.2%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
cube-multN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6461.5
Applied rewrites61.5%
Applied rewrites61.5%
(FPCore (x y)
:precision binary64
(let* ((t_0
(fma
(* (* (fma 0.0001984126984126984 (* y y) 0.008333333333333333) y) y)
(* y y)
1.0)))
(if (<= (sin x) -0.005)
(*
(fma
(* (- x) (* x x))
(- (* (* x x) 0.008333333333333333) 0.16666666666666666)
x)
t_0)
(*
(fma
(* (- (* 0.008333333333333333 (* x x)) 0.16666666666666666) x)
(* x x)
x)
t_0))))
double code(double x, double y) {
double t_0 = fma(((fma(0.0001984126984126984, (y * y), 0.008333333333333333) * y) * y), (y * y), 1.0);
double tmp;
if (sin(x) <= -0.005) {
tmp = fma((-x * (x * x)), (((x * x) * 0.008333333333333333) - 0.16666666666666666), x) * t_0;
} else {
tmp = fma((((0.008333333333333333 * (x * x)) - 0.16666666666666666) * x), (x * x), x) * t_0;
}
return tmp;
}
function code(x, y) t_0 = fma(Float64(Float64(fma(0.0001984126984126984, Float64(y * y), 0.008333333333333333) * y) * y), Float64(y * y), 1.0) tmp = 0.0 if (sin(x) <= -0.005) tmp = Float64(fma(Float64(Float64(-x) * Float64(x * x)), Float64(Float64(Float64(x * x) * 0.008333333333333333) - 0.16666666666666666), x) * t_0); else tmp = Float64(fma(Float64(Float64(Float64(0.008333333333333333 * Float64(x * x)) - 0.16666666666666666) * x), Float64(x * x), x) * t_0); end return tmp end
code[x_, y_] := Block[{t$95$0 = N[(N[(N[(N[(0.0001984126984126984 * N[(y * y), $MachinePrecision] + 0.008333333333333333), $MachinePrecision] * y), $MachinePrecision] * y), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]}, If[LessEqual[N[Sin[x], $MachinePrecision], -0.005], N[(N[(N[((-x) * N[(x * x), $MachinePrecision]), $MachinePrecision] * N[(N[(N[(x * x), $MachinePrecision] * 0.008333333333333333), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] + x), $MachinePrecision] * t$95$0), $MachinePrecision], N[(N[(N[(N[(N[(0.008333333333333333 * N[(x * x), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * x), $MachinePrecision] * N[(x * x), $MachinePrecision] + x), $MachinePrecision] * t$95$0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left(\mathsf{fma}\left(0.0001984126984126984, y \cdot y, 0.008333333333333333\right) \cdot y\right) \cdot y, y \cdot y, 1\right)\\
\mathbf{if}\;\sin x \leq -0.005:\\
\;\;\;\;\mathsf{fma}\left(\left(-x\right) \cdot \left(x \cdot x\right), \left(x \cdot x\right) \cdot 0.008333333333333333 - 0.16666666666666666, x\right) \cdot t\_0\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(0.008333333333333333 \cdot \left(x \cdot x\right) - 0.16666666666666666\right) \cdot x, x \cdot x, x\right) \cdot t\_0\\
\end{array}
\end{array}
if (sin.f64 x) < -0.0050000000000000001Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites94.4%
Taylor expanded in y around inf
Applied rewrites92.2%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
cube-multN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6420.4
Applied rewrites20.4%
Applied rewrites21.6%
if -0.0050000000000000001 < (sin.f64 x) Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites91.9%
Taylor expanded in y around inf
Applied rewrites91.9%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
cube-multN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6470.2
Applied rewrites70.2%
Applied rewrites70.2%
(FPCore (x y)
:precision binary64
(if (<= (sin x) -0.005)
(*
(fma (* x x) (* x -0.16666666666666666) x)
(fma (* y y) 0.16666666666666666 1.0))
(*
(fma
(* (- (* 0.008333333333333333 (* x x)) 0.16666666666666666) x)
(* x x)
x)
(fma
(* (* (fma 0.0001984126984126984 (* y y) 0.008333333333333333) y) y)
(* y y)
1.0))))
double code(double x, double y) {
double tmp;
if (sin(x) <= -0.005) {
tmp = fma((x * x), (x * -0.16666666666666666), x) * fma((y * y), 0.16666666666666666, 1.0);
} else {
tmp = fma((((0.008333333333333333 * (x * x)) - 0.16666666666666666) * x), (x * x), x) * fma(((fma(0.0001984126984126984, (y * y), 0.008333333333333333) * y) * y), (y * y), 1.0);
}
return tmp;
}
function code(x, y) tmp = 0.0 if (sin(x) <= -0.005) tmp = Float64(fma(Float64(x * x), Float64(x * -0.16666666666666666), x) * fma(Float64(y * y), 0.16666666666666666, 1.0)); else tmp = Float64(fma(Float64(Float64(Float64(0.008333333333333333 * Float64(x * x)) - 0.16666666666666666) * x), Float64(x * x), x) * fma(Float64(Float64(fma(0.0001984126984126984, Float64(y * y), 0.008333333333333333) * y) * y), Float64(y * y), 1.0)); end return tmp end
code[x_, y_] := If[LessEqual[N[Sin[x], $MachinePrecision], -0.005], N[(N[(N[(x * x), $MachinePrecision] * N[(x * -0.16666666666666666), $MachinePrecision] + x), $MachinePrecision] * N[(N[(y * y), $MachinePrecision] * 0.16666666666666666 + 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(N[(0.008333333333333333 * N[(x * x), $MachinePrecision]), $MachinePrecision] - 0.16666666666666666), $MachinePrecision] * x), $MachinePrecision] * N[(x * x), $MachinePrecision] + x), $MachinePrecision] * N[(N[(N[(N[(0.0001984126984126984 * N[(y * y), $MachinePrecision] + 0.008333333333333333), $MachinePrecision] * y), $MachinePrecision] * y), $MachinePrecision] * N[(y * y), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\sin x \leq -0.005:\\
\;\;\;\;\mathsf{fma}\left(x \cdot x, x \cdot -0.16666666666666666, x\right) \cdot \mathsf{fma}\left(y \cdot y, 0.16666666666666666, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(0.008333333333333333 \cdot \left(x \cdot x\right) - 0.16666666666666666\right) \cdot x, x \cdot x, x\right) \cdot \mathsf{fma}\left(\left(\mathsf{fma}\left(0.0001984126984126984, y \cdot y, 0.008333333333333333\right) \cdot y\right) \cdot y, y \cdot y, 1\right)\\
\end{array}
\end{array}
if (sin.f64 x) < -0.0050000000000000001Initial program 100.0%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6481.6
Applied rewrites81.6%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
*-rgt-identityN/A
lower-fma.f64N/A
*-commutativeN/A
pow-plusN/A
lower-pow.f64N/A
metadata-eval21.7
Applied rewrites21.7%
Applied rewrites21.7%
if -0.0050000000000000001 < (sin.f64 x) Initial program 100.0%
Taylor expanded in y around 0
fp-cancel-sign-sub-invN/A
fp-cancel-sub-sign-invN/A
+-commutativeN/A
distribute-lft-neg-outN/A
distribute-lft-neg-outN/A
remove-double-negN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites91.9%
Taylor expanded in y around inf
Applied rewrites91.9%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
associate-*r*N/A
unpow2N/A
cube-multN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6470.2
Applied rewrites70.2%
Applied rewrites70.2%
(FPCore (x y) :precision binary64 (* (fma (* x x) (* x -0.16666666666666666) x) (fma (* y y) 0.16666666666666666 1.0)))
double code(double x, double y) {
return fma((x * x), (x * -0.16666666666666666), x) * fma((y * y), 0.16666666666666666, 1.0);
}
function code(x, y) return Float64(fma(Float64(x * x), Float64(x * -0.16666666666666666), x) * fma(Float64(y * y), 0.16666666666666666, 1.0)) end
code[x_, y_] := N[(N[(N[(x * x), $MachinePrecision] * N[(x * -0.16666666666666666), $MachinePrecision] + x), $MachinePrecision] * N[(N[(y * y), $MachinePrecision] * 0.16666666666666666 + 1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(x \cdot x, x \cdot -0.16666666666666666, x\right) \cdot \mathsf{fma}\left(y \cdot y, 0.16666666666666666, 1\right)
\end{array}
Initial program 100.0%
Taylor expanded in y around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6477.5
Applied rewrites77.5%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
*-rgt-identityN/A
lower-fma.f64N/A
*-commutativeN/A
pow-plusN/A
lower-pow.f64N/A
metadata-eval48.7
Applied rewrites48.7%
Applied rewrites48.7%
(FPCore (x y) :precision binary64 (* (fma (* -0.16666666666666666 (* x x)) x x) 1.0))
double code(double x, double y) {
return fma((-0.16666666666666666 * (x * x)), x, x) * 1.0;
}
function code(x, y) return Float64(fma(Float64(-0.16666666666666666 * Float64(x * x)), x, x) * 1.0) end
code[x_, y_] := N[(N[(N[(-0.16666666666666666 * N[(x * x), $MachinePrecision]), $MachinePrecision] * x + x), $MachinePrecision] * 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(-0.16666666666666666 \cdot \left(x \cdot x\right), x, x\right) \cdot 1
\end{array}
Initial program 100.0%
Taylor expanded in y around 0
Applied rewrites53.1%
Taylor expanded in x around 0
+-commutativeN/A
distribute-lft-inN/A
*-commutativeN/A
associate-*r*N/A
*-rgt-identityN/A
lower-fma.f64N/A
*-commutativeN/A
pow-plusN/A
lower-pow.f64N/A
metadata-eval34.6
Applied rewrites34.6%
Applied rewrites34.6%
herbie shell --seed 2024359
(FPCore (x y)
:name "Linear.Quaternion:$ccos from linear-1.19.1.3"
:precision binary64
(* (sin x) (/ (sinh y) y)))