
(FPCore (x) :precision binary64 (* 3.0 (+ (- (* (* x 3.0) x) (* x 4.0)) 1.0)))
double code(double x) {
return 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0);
}
real(8) function code(x)
real(8), intent (in) :: x
code = 3.0d0 * ((((x * 3.0d0) * x) - (x * 4.0d0)) + 1.0d0)
end function
public static double code(double x) {
return 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0);
}
def code(x): return 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0)
function code(x) return Float64(3.0 * Float64(Float64(Float64(Float64(x * 3.0) * x) - Float64(x * 4.0)) + 1.0)) end
function tmp = code(x) tmp = 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0); end
code[x_] := N[(3.0 * N[(N[(N[(N[(x * 3.0), $MachinePrecision] * x), $MachinePrecision] - N[(x * 4.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
3 \cdot \left(\left(\left(x \cdot 3\right) \cdot x - x \cdot 4\right) + 1\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 5 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary64 (* 3.0 (+ (- (* (* x 3.0) x) (* x 4.0)) 1.0)))
double code(double x) {
return 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0);
}
real(8) function code(x)
real(8), intent (in) :: x
code = 3.0d0 * ((((x * 3.0d0) * x) - (x * 4.0d0)) + 1.0d0)
end function
public static double code(double x) {
return 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0);
}
def code(x): return 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0)
function code(x) return Float64(3.0 * Float64(Float64(Float64(Float64(x * 3.0) * x) - Float64(x * 4.0)) + 1.0)) end
function tmp = code(x) tmp = 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0); end
code[x_] := N[(3.0 * N[(N[(N[(N[(x * 3.0), $MachinePrecision] * x), $MachinePrecision] - N[(x * 4.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
3 \cdot \left(\left(\left(x \cdot 3\right) \cdot x - x \cdot 4\right) + 1\right)
\end{array}
(FPCore (x) :precision binary64 (fma x (+ -12.0 (* x 9.0)) 3.0))
double code(double x) {
return fma(x, (-12.0 + (x * 9.0)), 3.0);
}
function code(x) return fma(x, Float64(-12.0 + Float64(x * 9.0)), 3.0) end
code[x_] := N[(x * N[(-12.0 + N[(x * 9.0), $MachinePrecision]), $MachinePrecision] + 3.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(x, -12 + x \cdot 9, 3\right)
\end{array}
Initial program 99.8%
distribute-rgt-in99.8%
metadata-eval99.8%
*-commutative99.8%
distribute-lft-out--99.8%
associate-*l*99.8%
fma-define99.8%
*-commutative99.8%
sub-neg99.8%
+-commutative99.8%
distribute-rgt-in99.8%
metadata-eval99.8%
metadata-eval99.8%
associate-*l*99.8%
metadata-eval99.8%
Simplified99.8%
(FPCore (x) :precision binary64 (let* ((t_0 (* (* x 9.0) x))) (if (<= x -0.58) t_0 (if (<= x 1.66) 3.0 t_0))))
double code(double x) {
double t_0 = (x * 9.0) * x;
double tmp;
if (x <= -0.58) {
tmp = t_0;
} else if (x <= 1.66) {
tmp = 3.0;
} else {
tmp = t_0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: tmp
t_0 = (x * 9.0d0) * x
if (x <= (-0.58d0)) then
tmp = t_0
else if (x <= 1.66d0) then
tmp = 3.0d0
else
tmp = t_0
end if
code = tmp
end function
public static double code(double x) {
double t_0 = (x * 9.0) * x;
double tmp;
if (x <= -0.58) {
tmp = t_0;
} else if (x <= 1.66) {
tmp = 3.0;
} else {
tmp = t_0;
}
return tmp;
}
def code(x): t_0 = (x * 9.0) * x tmp = 0 if x <= -0.58: tmp = t_0 elif x <= 1.66: tmp = 3.0 else: tmp = t_0 return tmp
function code(x) t_0 = Float64(Float64(x * 9.0) * x) tmp = 0.0 if (x <= -0.58) tmp = t_0; elseif (x <= 1.66) tmp = 3.0; else tmp = t_0; end return tmp end
function tmp_2 = code(x) t_0 = (x * 9.0) * x; tmp = 0.0; if (x <= -0.58) tmp = t_0; elseif (x <= 1.66) tmp = 3.0; else tmp = t_0; end tmp_2 = tmp; end
code[x_] := Block[{t$95$0 = N[(N[(x * 9.0), $MachinePrecision] * x), $MachinePrecision]}, If[LessEqual[x, -0.58], t$95$0, If[LessEqual[x, 1.66], 3.0, t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot 9\right) \cdot x\\
\mathbf{if}\;x \leq -0.58:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;x \leq 1.66:\\
\;\;\;\;3\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if x < -0.57999999999999996 or 1.65999999999999992 < x Initial program 99.6%
associate-+l-99.6%
associate-*l*99.6%
Simplified99.6%
Taylor expanded in x around inf 97.8%
metadata-eval97.8%
unpow297.8%
swap-sqr97.5%
pow297.5%
Applied egg-rr97.5%
unpow297.5%
swap-sqr97.8%
metadata-eval97.8%
associate-*r*97.7%
*-commutative97.7%
Applied egg-rr97.7%
if -0.57999999999999996 < x < 1.65999999999999992Initial program 100.0%
associate-+l-100.0%
associate-*l*100.0%
Simplified100.0%
Taylor expanded in x around 0 99.0%
(FPCore (x) :precision binary64 (let* ((t_0 (* (* x 9.0) x))) (if (<= x -1.55) t_0 (if (<= x 1.0) (+ 3.0 (* -12.0 x)) t_0))))
double code(double x) {
double t_0 = (x * 9.0) * x;
double tmp;
if (x <= -1.55) {
tmp = t_0;
} else if (x <= 1.0) {
tmp = 3.0 + (-12.0 * x);
} else {
tmp = t_0;
}
return tmp;
}
real(8) function code(x)
real(8), intent (in) :: x
real(8) :: t_0
real(8) :: tmp
t_0 = (x * 9.0d0) * x
if (x <= (-1.55d0)) then
tmp = t_0
else if (x <= 1.0d0) then
tmp = 3.0d0 + ((-12.0d0) * x)
else
tmp = t_0
end if
code = tmp
end function
public static double code(double x) {
double t_0 = (x * 9.0) * x;
double tmp;
if (x <= -1.55) {
tmp = t_0;
} else if (x <= 1.0) {
tmp = 3.0 + (-12.0 * x);
} else {
tmp = t_0;
}
return tmp;
}
def code(x): t_0 = (x * 9.0) * x tmp = 0 if x <= -1.55: tmp = t_0 elif x <= 1.0: tmp = 3.0 + (-12.0 * x) else: tmp = t_0 return tmp
function code(x) t_0 = Float64(Float64(x * 9.0) * x) tmp = 0.0 if (x <= -1.55) tmp = t_0; elseif (x <= 1.0) tmp = Float64(3.0 + Float64(-12.0 * x)); else tmp = t_0; end return tmp end
function tmp_2 = code(x) t_0 = (x * 9.0) * x; tmp = 0.0; if (x <= -1.55) tmp = t_0; elseif (x <= 1.0) tmp = 3.0 + (-12.0 * x); else tmp = t_0; end tmp_2 = tmp; end
code[x_] := Block[{t$95$0 = N[(N[(x * 9.0), $MachinePrecision] * x), $MachinePrecision]}, If[LessEqual[x, -1.55], t$95$0, If[LessEqual[x, 1.0], N[(3.0 + N[(-12.0 * x), $MachinePrecision]), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(x \cdot 9\right) \cdot x\\
\mathbf{if}\;x \leq -1.55:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;x \leq 1:\\
\;\;\;\;3 + -12 \cdot x\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if x < -1.55000000000000004 or 1 < x Initial program 99.6%
associate-+l-99.6%
associate-*l*99.6%
Simplified99.6%
Taylor expanded in x around inf 97.8%
metadata-eval97.8%
unpow297.8%
swap-sqr97.5%
pow297.5%
Applied egg-rr97.5%
unpow297.5%
swap-sqr97.8%
metadata-eval97.8%
associate-*r*97.7%
*-commutative97.7%
Applied egg-rr97.7%
if -1.55000000000000004 < x < 1Initial program 100.0%
associate-+l-100.0%
associate-*l*100.0%
Simplified100.0%
Taylor expanded in x around 0 99.6%
(FPCore (x) :precision binary64 (* 3.0 (+ (- (* (* x 3.0) x) (* x 4.0)) 1.0)))
double code(double x) {
return 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0);
}
real(8) function code(x)
real(8), intent (in) :: x
code = 3.0d0 * ((((x * 3.0d0) * x) - (x * 4.0d0)) + 1.0d0)
end function
public static double code(double x) {
return 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0);
}
def code(x): return 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0)
function code(x) return Float64(3.0 * Float64(Float64(Float64(Float64(x * 3.0) * x) - Float64(x * 4.0)) + 1.0)) end
function tmp = code(x) tmp = 3.0 * ((((x * 3.0) * x) - (x * 4.0)) + 1.0); end
code[x_] := N[(3.0 * N[(N[(N[(N[(x * 3.0), $MachinePrecision] * x), $MachinePrecision] - N[(x * 4.0), $MachinePrecision]), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
3 \cdot \left(\left(\left(x \cdot 3\right) \cdot x - x \cdot 4\right) + 1\right)
\end{array}
Initial program 99.8%
(FPCore (x) :precision binary64 3.0)
double code(double x) {
return 3.0;
}
real(8) function code(x)
real(8), intent (in) :: x
code = 3.0d0
end function
public static double code(double x) {
return 3.0;
}
def code(x): return 3.0
function code(x) return 3.0 end
function tmp = code(x) tmp = 3.0; end
code[x_] := 3.0
\begin{array}{l}
\\
3
\end{array}
Initial program 99.8%
associate-+l-99.8%
associate-*l*99.8%
Simplified99.8%
Taylor expanded in x around 0 50.2%
(FPCore (x) :precision binary64 (+ 3.0 (- (* (* 9.0 x) x) (* 12.0 x))))
double code(double x) {
return 3.0 + (((9.0 * x) * x) - (12.0 * x));
}
real(8) function code(x)
real(8), intent (in) :: x
code = 3.0d0 + (((9.0d0 * x) * x) - (12.0d0 * x))
end function
public static double code(double x) {
return 3.0 + (((9.0 * x) * x) - (12.0 * x));
}
def code(x): return 3.0 + (((9.0 * x) * x) - (12.0 * x))
function code(x) return Float64(3.0 + Float64(Float64(Float64(9.0 * x) * x) - Float64(12.0 * x))) end
function tmp = code(x) tmp = 3.0 + (((9.0 * x) * x) - (12.0 * x)); end
code[x_] := N[(3.0 + N[(N[(N[(9.0 * x), $MachinePrecision] * x), $MachinePrecision] - N[(12.0 * x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
3 + \left(\left(9 \cdot x\right) \cdot x - 12 \cdot x\right)
\end{array}
herbie shell --seed 2024034 -o generate:simplify
(FPCore (x)
:name "Diagrams.Tangent:$catParam from diagrams-lib-1.3.0.3, D"
:precision binary64
:herbie-target
(+ 3.0 (- (* (* 9.0 x) x) (* 12.0 x)))
(* 3.0 (+ (- (* (* x 3.0) x) (* x 4.0)) 1.0)))