
(FPCore (x y z t a b) :precision binary64 (* (* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0))) (cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0))))
double code(double x, double y, double z, double t, double a, double b) {
return (x * cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * cos((((((a * 2.0) + 1.0) * b) * t) / 16.0));
}
real(8) function code(x, y, z, t, a, b)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (x * cos((((((y * 2.0d0) + 1.0d0) * z) * t) / 16.0d0))) * cos((((((a * 2.0d0) + 1.0d0) * b) * t) / 16.0d0))
end function
public static double code(double x, double y, double z, double t, double a, double b) {
return (x * Math.cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * Math.cos((((((a * 2.0) + 1.0) * b) * t) / 16.0));
}
def code(x, y, z, t, a, b): return (x * math.cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * math.cos((((((a * 2.0) + 1.0) * b) * t) / 16.0))
function code(x, y, z, t, a, b) return Float64(Float64(x * cos(Float64(Float64(Float64(Float64(Float64(y * 2.0) + 1.0) * z) * t) / 16.0))) * cos(Float64(Float64(Float64(Float64(Float64(a * 2.0) + 1.0) * b) * t) / 16.0))) end
function tmp = code(x, y, z, t, a, b) tmp = (x * cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * cos((((((a * 2.0) + 1.0) * b) * t) / 16.0)); end
code[x_, y_, z_, t_, a_, b_] := N[(N[(x * N[Cos[N[(N[(N[(N[(N[(y * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Cos[N[(N[(N[(N[(N[(a * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * b), $MachinePrecision] * t), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t}{16}\right)\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t}{16}\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x y z t a b) :precision binary64 (* (* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0))) (cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0))))
double code(double x, double y, double z, double t, double a, double b) {
return (x * cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * cos((((((a * 2.0) + 1.0) * b) * t) / 16.0));
}
real(8) function code(x, y, z, t, a, b)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (x * cos((((((y * 2.0d0) + 1.0d0) * z) * t) / 16.0d0))) * cos((((((a * 2.0d0) + 1.0d0) * b) * t) / 16.0d0))
end function
public static double code(double x, double y, double z, double t, double a, double b) {
return (x * Math.cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * Math.cos((((((a * 2.0) + 1.0) * b) * t) / 16.0));
}
def code(x, y, z, t, a, b): return (x * math.cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * math.cos((((((a * 2.0) + 1.0) * b) * t) / 16.0))
function code(x, y, z, t, a, b) return Float64(Float64(x * cos(Float64(Float64(Float64(Float64(Float64(y * 2.0) + 1.0) * z) * t) / 16.0))) * cos(Float64(Float64(Float64(Float64(Float64(a * 2.0) + 1.0) * b) * t) / 16.0))) end
function tmp = code(x, y, z, t, a, b) tmp = (x * cos((((((y * 2.0) + 1.0) * z) * t) / 16.0))) * cos((((((a * 2.0) + 1.0) * b) * t) / 16.0)); end
code[x_, y_, z_, t_, a_, b_] := N[(N[(x * N[Cos[N[(N[(N[(N[(N[(y * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] * N[Cos[N[(N[(N[(N[(N[(a * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * b), $MachinePrecision] * t), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(x \cdot \cos \left(\frac{\left(\left(y \cdot 2 + 1\right) \cdot z\right) \cdot t}{16}\right)\right) \cdot \cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t}{16}\right)
\end{array}
t_m = (fabs.f64 t)
(FPCore (x y z t_m a b)
:precision binary64
(if (<= t_m 2.9e+51)
(*
(cos (* (* -0.0625 t_m) z))
(* (cos (* 0.0625 (* (* (fma a 2.0 1.0) t_m) b))) x))
(*
(cos
(/
1.0
(fma
(fma (/ 64.0 t_m) (/ a b) (/ -32.0 (* b t_m)))
a
(/ 16.0 (* b t_m)))))
(* 1.0 x))))t_m = fabs(t);
double code(double x, double y, double z, double t_m, double a, double b) {
double tmp;
if (t_m <= 2.9e+51) {
tmp = cos(((-0.0625 * t_m) * z)) * (cos((0.0625 * ((fma(a, 2.0, 1.0) * t_m) * b))) * x);
} else {
tmp = cos((1.0 / fma(fma((64.0 / t_m), (a / b), (-32.0 / (b * t_m))), a, (16.0 / (b * t_m))))) * (1.0 * x);
}
return tmp;
}
t_m = abs(t) function code(x, y, z, t_m, a, b) tmp = 0.0 if (t_m <= 2.9e+51) tmp = Float64(cos(Float64(Float64(-0.0625 * t_m) * z)) * Float64(cos(Float64(0.0625 * Float64(Float64(fma(a, 2.0, 1.0) * t_m) * b))) * x)); else tmp = Float64(cos(Float64(1.0 / fma(fma(Float64(64.0 / t_m), Float64(a / b), Float64(-32.0 / Float64(b * t_m))), a, Float64(16.0 / Float64(b * t_m))))) * Float64(1.0 * x)); end return tmp end
t_m = N[Abs[t], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b_] := If[LessEqual[t$95$m, 2.9e+51], N[(N[Cos[N[(N[(-0.0625 * t$95$m), $MachinePrecision] * z), $MachinePrecision]], $MachinePrecision] * N[(N[Cos[N[(0.0625 * N[(N[(N[(a * 2.0 + 1.0), $MachinePrecision] * t$95$m), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision], N[(N[Cos[N[(1.0 / N[(N[(N[(64.0 / t$95$m), $MachinePrecision] * N[(a / b), $MachinePrecision] + N[(-32.0 / N[(b * t$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * a + N[(16.0 / N[(b * t$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[(1.0 * x), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
t_m = \left|t\right|
\\
\begin{array}{l}
\mathbf{if}\;t\_m \leq 2.9 \cdot 10^{+51}:\\
\;\;\;\;\cos \left(\left(-0.0625 \cdot t\_m\right) \cdot z\right) \cdot \left(\cos \left(0.0625 \cdot \left(\left(\mathsf{fma}\left(a, 2, 1\right) \cdot t\_m\right) \cdot b\right)\right) \cdot x\right)\\
\mathbf{else}:\\
\;\;\;\;\cos \left(\frac{1}{\mathsf{fma}\left(\mathsf{fma}\left(\frac{64}{t\_m}, \frac{a}{b}, \frac{-32}{b \cdot t\_m}\right), a, \frac{16}{b \cdot t\_m}\right)}\right) \cdot \left(1 \cdot x\right)\\
\end{array}
\end{array}
if t < 2.8999999999999998e51Initial program 32.4%
Taylor expanded in y around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6434.3
Applied rewrites34.3%
Taylor expanded in y around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-cos.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
Applied rewrites35.0%
if 2.8999999999999998e51 < t Initial program 7.0%
Taylor expanded in t around 0
Applied rewrites12.4%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lift-*.f64N/A
lift-/.f64N/A
inv-powN/A
exp-to-powN/A
lift-log.f64N/A
*-commutativeN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f643.2
Applied rewrites3.2%
Applied rewrites2.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
sub-negN/A
associate-*r/N/A
*-commutativeN/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f64N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
Applied rewrites13.9%
Final simplification30.6%
t_m = (fabs.f64 t)
(FPCore (x y z t_m a b)
:precision binary64
(if (<=
(*
(cos (/ (* (* (+ (* a 2.0) 1.0) b) t_m) 16.0))
(* (cos (/ (* (* (+ (* 2.0 y) 1.0) z) t_m) 16.0)) x))
5e+305)
(* (cos (/ t_m (/ 16.0 (* (fma 2.0 a 1.0) b)))) (* 1.0 x))
(* 1.0 x)))t_m = fabs(t);
double code(double x, double y, double z, double t_m, double a, double b) {
double tmp;
if ((cos((((((a * 2.0) + 1.0) * b) * t_m) / 16.0)) * (cos((((((2.0 * y) + 1.0) * z) * t_m) / 16.0)) * x)) <= 5e+305) {
tmp = cos((t_m / (16.0 / (fma(2.0, a, 1.0) * b)))) * (1.0 * x);
} else {
tmp = 1.0 * x;
}
return tmp;
}
t_m = abs(t) function code(x, y, z, t_m, a, b) tmp = 0.0 if (Float64(cos(Float64(Float64(Float64(Float64(Float64(a * 2.0) + 1.0) * b) * t_m) / 16.0)) * Float64(cos(Float64(Float64(Float64(Float64(Float64(2.0 * y) + 1.0) * z) * t_m) / 16.0)) * x)) <= 5e+305) tmp = Float64(cos(Float64(t_m / Float64(16.0 / Float64(fma(2.0, a, 1.0) * b)))) * Float64(1.0 * x)); else tmp = Float64(1.0 * x); end return tmp end
t_m = N[Abs[t], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b_] := If[LessEqual[N[(N[Cos[N[(N[(N[(N[(N[(a * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * b), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision] * N[(N[Cos[N[(N[(N[(N[(N[(2.0 * y), $MachinePrecision] + 1.0), $MachinePrecision] * z), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision], 5e+305], N[(N[Cos[N[(t$95$m / N[(16.0 / N[(N[(2.0 * a + 1.0), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[(1.0 * x), $MachinePrecision]), $MachinePrecision], N[(1.0 * x), $MachinePrecision]]
\begin{array}{l}
t_m = \left|t\right|
\\
\begin{array}{l}
\mathbf{if}\;\cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t\_m}{16}\right) \cdot \left(\cos \left(\frac{\left(\left(2 \cdot y + 1\right) \cdot z\right) \cdot t\_m}{16}\right) \cdot x\right) \leq 5 \cdot 10^{+305}:\\
\;\;\;\;\cos \left(\frac{t\_m}{\frac{16}{\mathsf{fma}\left(2, a, 1\right) \cdot b}}\right) \cdot \left(1 \cdot x\right)\\
\mathbf{else}:\\
\;\;\;\;1 \cdot x\\
\end{array}
\end{array}
if (*.f64 (*.f64 x (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 y #s(literal 2 binary64)) #s(literal 1 binary64)) z) t) #s(literal 16 binary64)))) (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 a #s(literal 2 binary64)) #s(literal 1 binary64)) b) t) #s(literal 16 binary64)))) < 5.00000000000000009e305Initial program 45.6%
Taylor expanded in t around 0
Applied rewrites44.2%
lift-/.f64N/A
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-/l*N/A
clear-numN/A
div-invN/A
lower-/.f64N/A
lower-/.f6444.4
lift-*.f64N/A
*-commutativeN/A
lower-*.f6444.4
lift-fma.f64N/A
*-commutativeN/A
lower-fma.f6444.4
Applied rewrites44.4%
if 5.00000000000000009e305 < (*.f64 (*.f64 x (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 y #s(literal 2 binary64)) #s(literal 1 binary64)) z) t) #s(literal 16 binary64)))) (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 a #s(literal 2 binary64)) #s(literal 1 binary64)) b) t) #s(literal 16 binary64)))) Initial program 0.0%
Taylor expanded in y around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f644.5
Applied rewrites4.5%
Taylor expanded in y around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-cos.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
Applied rewrites6.1%
Taylor expanded in b around 0
Applied rewrites8.8%
Taylor expanded in t around 0
Applied rewrites9.8%
Final simplification30.3%
t_m = (fabs.f64 t)
(FPCore (x y z t_m a b)
:precision binary64
(if (<=
(*
(cos (/ (* (* (+ (* a 2.0) 1.0) b) t_m) 16.0))
(* (cos (/ (* (* (+ (* 2.0 y) 1.0) z) t_m) 16.0)) x))
5e+305)
(* (* (cos (* (* (* (fma 2.0 a 1.0) b) t_m) -0.0625)) x) 1.0)
(* 1.0 x)))t_m = fabs(t);
double code(double x, double y, double z, double t_m, double a, double b) {
double tmp;
if ((cos((((((a * 2.0) + 1.0) * b) * t_m) / 16.0)) * (cos((((((2.0 * y) + 1.0) * z) * t_m) / 16.0)) * x)) <= 5e+305) {
tmp = (cos((((fma(2.0, a, 1.0) * b) * t_m) * -0.0625)) * x) * 1.0;
} else {
tmp = 1.0 * x;
}
return tmp;
}
t_m = abs(t) function code(x, y, z, t_m, a, b) tmp = 0.0 if (Float64(cos(Float64(Float64(Float64(Float64(Float64(a * 2.0) + 1.0) * b) * t_m) / 16.0)) * Float64(cos(Float64(Float64(Float64(Float64(Float64(2.0 * y) + 1.0) * z) * t_m) / 16.0)) * x)) <= 5e+305) tmp = Float64(Float64(cos(Float64(Float64(Float64(fma(2.0, a, 1.0) * b) * t_m) * -0.0625)) * x) * 1.0); else tmp = Float64(1.0 * x); end return tmp end
t_m = N[Abs[t], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b_] := If[LessEqual[N[(N[Cos[N[(N[(N[(N[(N[(a * 2.0), $MachinePrecision] + 1.0), $MachinePrecision] * b), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision] * N[(N[Cos[N[(N[(N[(N[(N[(2.0 * y), $MachinePrecision] + 1.0), $MachinePrecision] * z), $MachinePrecision] * t$95$m), $MachinePrecision] / 16.0), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision], 5e+305], N[(N[(N[Cos[N[(N[(N[(N[(2.0 * a + 1.0), $MachinePrecision] * b), $MachinePrecision] * t$95$m), $MachinePrecision] * -0.0625), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision] * 1.0), $MachinePrecision], N[(1.0 * x), $MachinePrecision]]
\begin{array}{l}
t_m = \left|t\right|
\\
\begin{array}{l}
\mathbf{if}\;\cos \left(\frac{\left(\left(a \cdot 2 + 1\right) \cdot b\right) \cdot t\_m}{16}\right) \cdot \left(\cos \left(\frac{\left(\left(2 \cdot y + 1\right) \cdot z\right) \cdot t\_m}{16}\right) \cdot x\right) \leq 5 \cdot 10^{+305}:\\
\;\;\;\;\left(\cos \left(\left(\left(\mathsf{fma}\left(2, a, 1\right) \cdot b\right) \cdot t\_m\right) \cdot -0.0625\right) \cdot x\right) \cdot 1\\
\mathbf{else}:\\
\;\;\;\;1 \cdot x\\
\end{array}
\end{array}
if (*.f64 (*.f64 x (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 y #s(literal 2 binary64)) #s(literal 1 binary64)) z) t) #s(literal 16 binary64)))) (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 a #s(literal 2 binary64)) #s(literal 1 binary64)) b) t) #s(literal 16 binary64)))) < 5.00000000000000009e305Initial program 45.6%
Taylor expanded in t around 0
Applied rewrites44.2%
lift-*.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites44.2%
if 5.00000000000000009e305 < (*.f64 (*.f64 x (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 y #s(literal 2 binary64)) #s(literal 1 binary64)) z) t) #s(literal 16 binary64)))) (cos.f64 (/.f64 (*.f64 (*.f64 (+.f64 (*.f64 a #s(literal 2 binary64)) #s(literal 1 binary64)) b) t) #s(literal 16 binary64)))) Initial program 0.0%
Taylor expanded in y around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f644.5
Applied rewrites4.5%
Taylor expanded in y around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-cos.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
Applied rewrites6.1%
Taylor expanded in b around 0
Applied rewrites8.8%
Taylor expanded in t around 0
Applied rewrites9.8%
Final simplification30.2%
t_m = (fabs.f64 t)
(FPCore (x y z t_m a b)
:precision binary64
(if (<= t_m 9.8e+27)
(* (* (cos (* 0.125 (* (* b t_m) a))) x) (cos (* (* -0.0625 t_m) z)))
(*
(cos
(/
1.0
(fma
(fma (/ 64.0 t_m) (/ a b) (/ -32.0 (* b t_m)))
a
(/ 16.0 (* b t_m)))))
(* 1.0 x))))t_m = fabs(t);
double code(double x, double y, double z, double t_m, double a, double b) {
double tmp;
if (t_m <= 9.8e+27) {
tmp = (cos((0.125 * ((b * t_m) * a))) * x) * cos(((-0.0625 * t_m) * z));
} else {
tmp = cos((1.0 / fma(fma((64.0 / t_m), (a / b), (-32.0 / (b * t_m))), a, (16.0 / (b * t_m))))) * (1.0 * x);
}
return tmp;
}
t_m = abs(t) function code(x, y, z, t_m, a, b) tmp = 0.0 if (t_m <= 9.8e+27) tmp = Float64(Float64(cos(Float64(0.125 * Float64(Float64(b * t_m) * a))) * x) * cos(Float64(Float64(-0.0625 * t_m) * z))); else tmp = Float64(cos(Float64(1.0 / fma(fma(Float64(64.0 / t_m), Float64(a / b), Float64(-32.0 / Float64(b * t_m))), a, Float64(16.0 / Float64(b * t_m))))) * Float64(1.0 * x)); end return tmp end
t_m = N[Abs[t], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b_] := If[LessEqual[t$95$m, 9.8e+27], N[(N[(N[Cos[N[(0.125 * N[(N[(b * t$95$m), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision] * N[Cos[N[(N[(-0.0625 * t$95$m), $MachinePrecision] * z), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(N[Cos[N[(1.0 / N[(N[(N[(64.0 / t$95$m), $MachinePrecision] * N[(a / b), $MachinePrecision] + N[(-32.0 / N[(b * t$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * a + N[(16.0 / N[(b * t$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[(1.0 * x), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
t_m = \left|t\right|
\\
\begin{array}{l}
\mathbf{if}\;t\_m \leq 9.8 \cdot 10^{+27}:\\
\;\;\;\;\left(\cos \left(0.125 \cdot \left(\left(b \cdot t\_m\right) \cdot a\right)\right) \cdot x\right) \cdot \cos \left(\left(-0.0625 \cdot t\_m\right) \cdot z\right)\\
\mathbf{else}:\\
\;\;\;\;\cos \left(\frac{1}{\mathsf{fma}\left(\mathsf{fma}\left(\frac{64}{t\_m}, \frac{a}{b}, \frac{-32}{b \cdot t\_m}\right), a, \frac{16}{b \cdot t\_m}\right)}\right) \cdot \left(1 \cdot x\right)\\
\end{array}
\end{array}
if t < 9.8000000000000003e27Initial program 32.3%
Taylor expanded in y around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6434.3
Applied rewrites34.3%
Taylor expanded in y around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-cos.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
Applied rewrites35.1%
Taylor expanded in a around inf
Applied rewrites33.8%
if 9.8000000000000003e27 < t Initial program 10.1%
Taylor expanded in t around 0
Applied rewrites14.5%
lift-/.f64N/A
clear-numN/A
lift-*.f64N/A
lift-+.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
*-commutativeN/A
lift-*.f64N/A
lift-/.f64N/A
inv-powN/A
exp-to-powN/A
lift-log.f64N/A
*-commutativeN/A
exp-prodN/A
lower-pow.f64N/A
lower-exp.f643.7
Applied rewrites3.7%
Applied rewrites3.4%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
sub-negN/A
associate-*r/N/A
*-commutativeN/A
times-fracN/A
lower-fma.f64N/A
lower-/.f64N/A
lower-/.f64N/A
associate-*r/N/A
metadata-evalN/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
Applied rewrites16.0%
Final simplification29.7%
t_m = (fabs.f64 t) (FPCore (x y z t_m a b) :precision binary64 (* (cos (* 0.0625 (* (* (fma a 2.0 1.0) t_m) b))) x))
t_m = fabs(t);
double code(double x, double y, double z, double t_m, double a, double b) {
return cos((0.0625 * ((fma(a, 2.0, 1.0) * t_m) * b))) * x;
}
t_m = abs(t) function code(x, y, z, t_m, a, b) return Float64(cos(Float64(0.0625 * Float64(Float64(fma(a, 2.0, 1.0) * t_m) * b))) * x) end
t_m = N[Abs[t], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b_] := N[(N[Cos[N[(0.0625 * N[(N[(N[(a * 2.0 + 1.0), $MachinePrecision] * t$95$m), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision]
\begin{array}{l}
t_m = \left|t\right|
\\
\cos \left(0.0625 \cdot \left(\left(\mathsf{fma}\left(a, 2, 1\right) \cdot t\_m\right) \cdot b\right)\right) \cdot x
\end{array}
Initial program 27.1%
Taylor expanded in y around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6428.8
Applied rewrites28.8%
Taylor expanded in z around 0
*-commutativeN/A
lower-*.f64N/A
lower-cos.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f6428.5
Applied rewrites28.5%
Final simplification28.5%
t_m = (fabs.f64 t) (FPCore (x y z t_m a b) :precision binary64 (* (cos (* (* z t_m) -0.0625)) x))
t_m = fabs(t);
double code(double x, double y, double z, double t_m, double a, double b) {
return cos(((z * t_m) * -0.0625)) * x;
}
t_m = abs(t)
real(8) function code(x, y, z, t_m, a, b)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t_m
real(8), intent (in) :: a
real(8), intent (in) :: b
code = cos(((z * t_m) * (-0.0625d0))) * x
end function
t_m = Math.abs(t);
public static double code(double x, double y, double z, double t_m, double a, double b) {
return Math.cos(((z * t_m) * -0.0625)) * x;
}
t_m = math.fabs(t) def code(x, y, z, t_m, a, b): return math.cos(((z * t_m) * -0.0625)) * x
t_m = abs(t) function code(x, y, z, t_m, a, b) return Float64(cos(Float64(Float64(z * t_m) * -0.0625)) * x) end
t_m = abs(t); function tmp = code(x, y, z, t_m, a, b) tmp = cos(((z * t_m) * -0.0625)) * x; end
t_m = N[Abs[t], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b_] := N[(N[Cos[N[(N[(z * t$95$m), $MachinePrecision] * -0.0625), $MachinePrecision]], $MachinePrecision] * x), $MachinePrecision]
\begin{array}{l}
t_m = \left|t\right|
\\
\cos \left(\left(z \cdot t\_m\right) \cdot -0.0625\right) \cdot x
\end{array}
Initial program 27.1%
Taylor expanded in y around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6428.8
Applied rewrites28.8%
Taylor expanded in y around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-cos.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
Applied rewrites29.1%
Taylor expanded in b around 0
Applied rewrites28.5%
t_m = (fabs.f64 t) (FPCore (x y z t_m a b) :precision binary64 (* 1.0 x))
t_m = fabs(t);
double code(double x, double y, double z, double t_m, double a, double b) {
return 1.0 * x;
}
t_m = abs(t)
real(8) function code(x, y, z, t_m, a, b)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t_m
real(8), intent (in) :: a
real(8), intent (in) :: b
code = 1.0d0 * x
end function
t_m = Math.abs(t);
public static double code(double x, double y, double z, double t_m, double a, double b) {
return 1.0 * x;
}
t_m = math.fabs(t) def code(x, y, z, t_m, a, b): return 1.0 * x
t_m = abs(t) function code(x, y, z, t_m, a, b) return Float64(1.0 * x) end
t_m = abs(t); function tmp = code(x, y, z, t_m, a, b) tmp = 1.0 * x; end
t_m = N[Abs[t], $MachinePrecision] code[x_, y_, z_, t$95$m_, a_, b_] := N[(1.0 * x), $MachinePrecision]
\begin{array}{l}
t_m = \left|t\right|
\\
1 \cdot x
\end{array}
Initial program 27.1%
Taylor expanded in y around 0
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f6428.8
Applied rewrites28.8%
Taylor expanded in y around 0
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower-cos.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
metadata-evalN/A
Applied rewrites29.1%
Taylor expanded in b around 0
Applied rewrites28.5%
Taylor expanded in t around 0
Applied rewrites27.6%
(FPCore (x y z t a b) :precision binary64 (* x (cos (* (/ b 16.0) (/ t (+ (- 1.0 (* a 2.0)) (pow (* a 2.0) 2.0)))))))
double code(double x, double y, double z, double t, double a, double b) {
return x * cos(((b / 16.0) * (t / ((1.0 - (a * 2.0)) + pow((a * 2.0), 2.0)))));
}
real(8) function code(x, y, z, t, a, b)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
real(8), intent (in) :: a
real(8), intent (in) :: b
code = x * cos(((b / 16.0d0) * (t / ((1.0d0 - (a * 2.0d0)) + ((a * 2.0d0) ** 2.0d0)))))
end function
public static double code(double x, double y, double z, double t, double a, double b) {
return x * Math.cos(((b / 16.0) * (t / ((1.0 - (a * 2.0)) + Math.pow((a * 2.0), 2.0)))));
}
def code(x, y, z, t, a, b): return x * math.cos(((b / 16.0) * (t / ((1.0 - (a * 2.0)) + math.pow((a * 2.0), 2.0)))))
function code(x, y, z, t, a, b) return Float64(x * cos(Float64(Float64(b / 16.0) * Float64(t / Float64(Float64(1.0 - Float64(a * 2.0)) + (Float64(a * 2.0) ^ 2.0)))))) end
function tmp = code(x, y, z, t, a, b) tmp = x * cos(((b / 16.0) * (t / ((1.0 - (a * 2.0)) + ((a * 2.0) ^ 2.0))))); end
code[x_, y_, z_, t_, a_, b_] := N[(x * N[Cos[N[(N[(b / 16.0), $MachinePrecision] * N[(t / N[(N[(1.0 - N[(a * 2.0), $MachinePrecision]), $MachinePrecision] + N[Power[N[(a * 2.0), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
x \cdot \cos \left(\frac{b}{16} \cdot \frac{t}{\left(1 - a \cdot 2\right) + {\left(a \cdot 2\right)}^{2}}\right)
\end{array}
herbie shell --seed 2024244
(FPCore (x y z t a b)
:name "Codec.Picture.Jpg.FastDct:referenceDct from JuicyPixels-3.2.6.1"
:precision binary64
:alt
(! :herbie-platform default (* x (cos (* (/ b 16) (/ t (+ (- 1 (* a 2)) (pow (* a 2) 2)))))))
(* (* x (cos (/ (* (* (+ (* y 2.0) 1.0) z) t) 16.0))) (cos (/ (* (* (+ (* a 2.0) 1.0) b) t) 16.0))))