
(FPCore (x) :precision binary64 (- (* 0.954929658551372 x) (* 0.12900613773279798 (* (* x x) x))))
double code(double x) {
return (0.954929658551372 * x) - (0.12900613773279798 * ((x * x) * x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (0.954929658551372d0 * x) - (0.12900613773279798d0 * ((x * x) * x))
end function
public static double code(double x) {
return (0.954929658551372 * x) - (0.12900613773279798 * ((x * x) * x));
}
def code(x): return (0.954929658551372 * x) - (0.12900613773279798 * ((x * x) * x))
function code(x) return Float64(Float64(0.954929658551372 * x) - Float64(0.12900613773279798 * Float64(Float64(x * x) * x))) end
function tmp = code(x) tmp = (0.954929658551372 * x) - (0.12900613773279798 * ((x * x) * x)); end
code[x_] := N[(N[(0.954929658551372 * x), $MachinePrecision] - N[(0.12900613773279798 * N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0.954929658551372 \cdot x - 0.12900613773279798 \cdot \left(\left(x \cdot x\right) \cdot x\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 5 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary64 (- (* 0.954929658551372 x) (* 0.12900613773279798 (* (* x x) x))))
double code(double x) {
return (0.954929658551372 * x) - (0.12900613773279798 * ((x * x) * x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = (0.954929658551372d0 * x) - (0.12900613773279798d0 * ((x * x) * x))
end function
public static double code(double x) {
return (0.954929658551372 * x) - (0.12900613773279798 * ((x * x) * x));
}
def code(x): return (0.954929658551372 * x) - (0.12900613773279798 * ((x * x) * x))
function code(x) return Float64(Float64(0.954929658551372 * x) - Float64(0.12900613773279798 * Float64(Float64(x * x) * x))) end
function tmp = code(x) tmp = (0.954929658551372 * x) - (0.12900613773279798 * ((x * x) * x)); end
code[x_] := N[(N[(0.954929658551372 * x), $MachinePrecision] - N[(0.12900613773279798 * N[(N[(x * x), $MachinePrecision] * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
0.954929658551372 \cdot x - 0.12900613773279798 \cdot \left(\left(x \cdot x\right) \cdot x\right)
\end{array}
(FPCore (x) :precision binary64 (fma (* x x) (* -0.12900613773279798 x) (* 0.954929658551372 x)))
double code(double x) {
return fma((x * x), (-0.12900613773279798 * x), (0.954929658551372 * x));
}
function code(x) return fma(Float64(x * x), Float64(-0.12900613773279798 * x), Float64(0.954929658551372 * x)) end
code[x_] := N[(N[(x * x), $MachinePrecision] * N[(-0.12900613773279798 * x), $MachinePrecision] + N[(0.954929658551372 * x), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(x \cdot x, -0.12900613773279798 \cdot x, 0.954929658551372 \cdot x\right)
\end{array}
Initial program 99.8%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
distribute-rgt-neg-inN/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval99.9
lift-*.f64N/A
*-commutativeN/A
lower-*.f6499.9
Applied rewrites99.9%
Final simplification99.9%
(FPCore (x) :precision binary64 (if (<= x 2.7) (* 0.954929658551372 x) (* (* -0.12900613773279798 x) (* x x))))
double code(double x) {
double tmp;
if (x <= 2.7) {
tmp = 0.954929658551372 * x;
} else {
tmp = (-0.12900613773279798 * x) * (x * x);
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: tmp
if (x <= 2.7d0) then
tmp = 0.954929658551372d0 * x
else
tmp = ((-0.12900613773279798d0) * x) * (x * x)
end if
code = tmp
end function
public static double code(double x) {
double tmp;
if (x <= 2.7) {
tmp = 0.954929658551372 * x;
} else {
tmp = (-0.12900613773279798 * x) * (x * x);
}
return tmp;
}
def code(x): tmp = 0 if x <= 2.7: tmp = 0.954929658551372 * x else: tmp = (-0.12900613773279798 * x) * (x * x) return tmp
function code(x) tmp = 0.0 if (x <= 2.7) tmp = Float64(0.954929658551372 * x); else tmp = Float64(Float64(-0.12900613773279798 * x) * Float64(x * x)); end return tmp end
function tmp_2 = code(x) tmp = 0.0; if (x <= 2.7) tmp = 0.954929658551372 * x; else tmp = (-0.12900613773279798 * x) * (x * x); end tmp_2 = tmp; end
code[x_] := If[LessEqual[x, 2.7], N[(0.954929658551372 * x), $MachinePrecision], N[(N[(-0.12900613773279798 * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 2.7:\\
\;\;\;\;0.954929658551372 \cdot x\\
\mathbf{else}:\\
\;\;\;\;\left(-0.12900613773279798 \cdot x\right) \cdot \left(x \cdot x\right)\\
\end{array}
\end{array}
if x < 2.7000000000000002Initial program 99.8%
Taylor expanded in x around 0
lower-*.f6469.0
Applied rewrites69.0%
if 2.7000000000000002 < x Initial program 99.9%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
lower-pow.f6499.6
Applied rewrites99.6%
Applied rewrites99.7%
Final simplification77.4%
(FPCore (x) :precision binary64 (* (- 0.954929658551372 (* 0.12900613773279798 (* x x))) x))
double code(double x) {
return (0.954929658551372 - (0.12900613773279798 * (x * x))) * x;
}
real(8) function code(x)
real(8), intent (in) :: x
code = (0.954929658551372d0 - (0.12900613773279798d0 * (x * x))) * x
end function
public static double code(double x) {
return (0.954929658551372 - (0.12900613773279798 * (x * x))) * x;
}
def code(x): return (0.954929658551372 - (0.12900613773279798 * (x * x))) * x
function code(x) return Float64(Float64(0.954929658551372 - Float64(0.12900613773279798 * Float64(x * x))) * x) end
function tmp = code(x) tmp = (0.954929658551372 - (0.12900613773279798 * (x * x))) * x; end
code[x_] := N[(N[(0.954929658551372 - N[(0.12900613773279798 * N[(x * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * x), $MachinePrecision]
\begin{array}{l}
\\
\left(0.954929658551372 - 0.12900613773279798 \cdot \left(x \cdot x\right)\right) \cdot x
\end{array}
Initial program 99.8%
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
distribute-rgt-out--N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
*-commutativeN/A
lower-*.f6499.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x) :precision binary64 (* (fma (* -0.12900613773279798 x) x 0.954929658551372) x))
double code(double x) {
return fma((-0.12900613773279798 * x), x, 0.954929658551372) * x;
}
function code(x) return Float64(fma(Float64(-0.12900613773279798 * x), x, 0.954929658551372) * x) end
code[x_] := N[(N[(N[(-0.12900613773279798 * x), $MachinePrecision] * x + 0.954929658551372), $MachinePrecision] * x), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(-0.12900613773279798 \cdot x, x, 0.954929658551372\right) \cdot x
\end{array}
Initial program 99.8%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
distribute-lft-neg-inN/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-*.f64N/A
distribute-lft-neg-inN/A
lift-*.f64N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
metadata-eval99.8
Applied rewrites99.8%
Final simplification99.8%
(FPCore (x) :precision binary64 (* 0.954929658551372 x))
double code(double x) {
return 0.954929658551372 * x;
}
real(8) function code(x)
real(8), intent (in) :: x
code = 0.954929658551372d0 * x
end function
public static double code(double x) {
return 0.954929658551372 * x;
}
def code(x): return 0.954929658551372 * x
function code(x) return Float64(0.954929658551372 * x) end
function tmp = code(x) tmp = 0.954929658551372 * x; end
code[x_] := N[(0.954929658551372 * x), $MachinePrecision]
\begin{array}{l}
\\
0.954929658551372 \cdot x
\end{array}
Initial program 99.8%
Taylor expanded in x around 0
lower-*.f6450.3
Applied rewrites50.3%
herbie shell --seed 2024327
(FPCore (x)
:name "Rosa's Benchmark"
:precision binary64
(- (* 0.954929658551372 x) (* 0.12900613773279798 (* (* x x) x))))