
(FPCore (a b) :precision binary64 (- (* (* (* a a) b) b)))
double code(double a, double b) {
return -(((a * a) * b) * b);
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = -(((a * a) * b) * b)
end function
public static double code(double a, double b) {
return -(((a * a) * b) * b);
}
def code(a, b): return -(((a * a) * b) * b)
function code(a, b) return Float64(-Float64(Float64(Float64(a * a) * b) * b)) end
function tmp = code(a, b) tmp = -(((a * a) * b) * b); end
code[a_, b_] := (-N[(N[(N[(a * a), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision])
\begin{array}{l}
\\
-\left(\left(a \cdot a\right) \cdot b\right) \cdot b
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (* (* (* a a) b) b)))
double code(double a, double b) {
return -(((a * a) * b) * b);
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = -(((a * a) * b) * b)
end function
public static double code(double a, double b) {
return -(((a * a) * b) * b);
}
def code(a, b): return -(((a * a) * b) * b)
function code(a, b) return Float64(-Float64(Float64(Float64(a * a) * b) * b)) end
function tmp = code(a, b) tmp = -(((a * a) * b) * b); end
code[a_, b_] := (-N[(N[(N[(a * a), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision])
\begin{array}{l}
\\
-\left(\left(a \cdot a\right) \cdot b\right) \cdot b
\end{array}
(FPCore (a b) :precision binary64 (/ -1.0 (/ 1.0 (pow (* a b) 2.0))))
double code(double a, double b) {
return -1.0 / (1.0 / pow((a * b), 2.0));
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (-1.0d0) / (1.0d0 / ((a * b) ** 2.0d0))
end function
public static double code(double a, double b) {
return -1.0 / (1.0 / Math.pow((a * b), 2.0));
}
def code(a, b): return -1.0 / (1.0 / math.pow((a * b), 2.0))
function code(a, b) return Float64(-1.0 / Float64(1.0 / (Float64(a * b) ^ 2.0))) end
function tmp = code(a, b) tmp = -1.0 / (1.0 / ((a * b) ^ 2.0)); end
code[a_, b_] := N[(-1.0 / N[(1.0 / N[Power[N[(a * b), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-1}{\frac{1}{{\left(a \cdot b\right)}^{2}}}
\end{array}
Initial program 79.7%
Taylor expanded in a around 0 72.6%
mul-1-neg72.6%
unpow272.6%
unpow272.6%
swap-sqr99.6%
unpow299.6%
Simplified99.6%
metadata-eval99.6%
pow-div15.9%
distribute-frac-neg215.9%
clear-num15.9%
frac-2neg15.9%
metadata-eval15.9%
add-sqr-sqrt0.0%
sqrt-unprod0.3%
sqr-neg0.3%
sqrt-unprod0.4%
add-sqr-sqrt0.4%
distribute-frac-neg0.4%
clear-num0.4%
distribute-frac-neg20.4%
pow-div33.9%
metadata-eval33.9%
add-sqr-sqrt32.8%
Applied egg-rr99.6%
(FPCore (a b) :precision binary64 (if (<= (* b (* b (* a a))) 1e+79) (* a (* b (* a (- b)))) (* b (* b (* a (- a))))))
double code(double a, double b) {
double tmp;
if ((b * (b * (a * a))) <= 1e+79) {
tmp = a * (b * (a * -b));
} else {
tmp = b * (b * (a * -a));
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((b * (b * (a * a))) <= 1d+79) then
tmp = a * (b * (a * -b))
else
tmp = b * (b * (a * -a))
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * (b * (a * a))) <= 1e+79) {
tmp = a * (b * (a * -b));
} else {
tmp = b * (b * (a * -a));
}
return tmp;
}
def code(a, b): tmp = 0 if (b * (b * (a * a))) <= 1e+79: tmp = a * (b * (a * -b)) else: tmp = b * (b * (a * -a)) return tmp
function code(a, b) tmp = 0.0 if (Float64(b * Float64(b * Float64(a * a))) <= 1e+79) tmp = Float64(a * Float64(b * Float64(a * Float64(-b)))); else tmp = Float64(b * Float64(b * Float64(a * Float64(-a)))); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * (b * (a * a))) <= 1e+79) tmp = a * (b * (a * -b)); else tmp = b * (b * (a * -a)); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * N[(b * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1e+79], N[(a * N[(b * N[(a * (-b)), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(b * N[(b * N[(a * (-a)), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot \left(b \cdot \left(a \cdot a\right)\right) \leq 10^{+79}:\\
\;\;\;\;a \cdot \left(b \cdot \left(a \cdot \left(-b\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(a \cdot \left(-a\right)\right)\right)\\
\end{array}
\end{array}
if (*.f64 (*.f64 (*.f64 a a) b) b) < 9.99999999999999967e78Initial program 84.8%
associate-*l*79.3%
associate-*r*85.1%
*-commutative85.1%
distribute-rgt-neg-in85.1%
distribute-rgt-neg-in85.1%
associate-*r*94.1%
Simplified94.1%
if 9.99999999999999967e78 < (*.f64 (*.f64 (*.f64 a a) b) b) Initial program 73.4%
Final simplification84.9%
(FPCore (a b) :precision binary64 (* (* a b) (* a (- b))))
double code(double a, double b) {
return (a * b) * (a * -b);
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (a * b) * (a * -b)
end function
public static double code(double a, double b) {
return (a * b) * (a * -b);
}
def code(a, b): return (a * b) * (a * -b)
function code(a, b) return Float64(Float64(a * b) * Float64(a * Float64(-b))) end
function tmp = code(a, b) tmp = (a * b) * (a * -b); end
code[a_, b_] := N[(N[(a * b), $MachinePrecision] * N[(a * (-b)), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(a \cdot b\right) \cdot \left(a \cdot \left(-b\right)\right)
\end{array}
Initial program 79.7%
Taylor expanded in a around 0 72.6%
mul-1-neg72.6%
unpow272.6%
unpow272.6%
swap-sqr99.6%
unpow299.6%
Simplified99.6%
unpow299.6%
distribute-rgt-neg-in99.6%
Applied egg-rr99.6%
Final simplification99.6%
(FPCore (a b) :precision binary64 (* b (* b (* a (- a)))))
double code(double a, double b) {
return b * (b * (a * -a));
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = b * (b * (a * -a))
end function
public static double code(double a, double b) {
return b * (b * (a * -a));
}
def code(a, b): return b * (b * (a * -a))
function code(a, b) return Float64(b * Float64(b * Float64(a * Float64(-a)))) end
function tmp = code(a, b) tmp = b * (b * (a * -a)); end
code[a_, b_] := N[(b * N[(b * N[(a * (-a)), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
b \cdot \left(b \cdot \left(a \cdot \left(-a\right)\right)\right)
\end{array}
Initial program 79.7%
Final simplification79.7%
(FPCore (a b) :precision binary64 (* b (* a (* a b))))
double code(double a, double b) {
return b * (a * (a * b));
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = b * (a * (a * b))
end function
public static double code(double a, double b) {
return b * (a * (a * b));
}
def code(a, b): return b * (a * (a * b))
function code(a, b) return Float64(b * Float64(a * Float64(a * b))) end
function tmp = code(a, b) tmp = b * (a * (a * b)); end
code[a_, b_] := N[(b * N[(a * N[(a * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
b \cdot \left(a \cdot \left(a \cdot b\right)\right)
\end{array}
Initial program 79.7%
distribute-rgt-neg-in79.7%
associate-*l*93.9%
Simplified93.9%
neg-sub093.9%
sub-neg93.9%
add-sqr-sqrt45.7%
sqrt-unprod52.3%
sqr-neg52.3%
sqrt-unprod15.4%
add-sqr-sqrt33.9%
Applied egg-rr33.9%
+-lft-identity33.9%
Simplified33.9%
Final simplification33.9%
(FPCore (a b) :precision binary64 (* (* a b) (* a b)))
double code(double a, double b) {
return (a * b) * (a * b);
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (a * b) * (a * b)
end function
public static double code(double a, double b) {
return (a * b) * (a * b);
}
def code(a, b): return (a * b) * (a * b)
function code(a, b) return Float64(Float64(a * b) * Float64(a * b)) end
function tmp = code(a, b) tmp = (a * b) * (a * b); end
code[a_, b_] := N[(N[(a * b), $MachinePrecision] * N[(a * b), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(a \cdot b\right) \cdot \left(a \cdot b\right)
\end{array}
Initial program 79.7%
add-sqr-sqrt33.3%
sqrt-unprod33.9%
sqr-neg33.9%
sqrt-unprod33.9%
add-sqr-sqrt33.9%
associate-*l*33.7%
swap-sqr33.9%
Applied egg-rr33.9%
(FPCore (a b) :precision binary64 (* a (* b (* a b))))
double code(double a, double b) {
return a * (b * (a * b));
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = a * (b * (a * b))
end function
public static double code(double a, double b) {
return a * (b * (a * b));
}
def code(a, b): return a * (b * (a * b))
function code(a, b) return Float64(a * Float64(b * Float64(a * b))) end
function tmp = code(a, b) tmp = a * (b * (a * b)); end
code[a_, b_] := N[(a * N[(b * N[(a * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
a \cdot \left(b \cdot \left(a \cdot b\right)\right)
\end{array}
Initial program 79.7%
associate-*l*72.6%
associate-*r*78.2%
*-commutative78.2%
distribute-rgt-neg-in78.2%
distribute-rgt-neg-in78.2%
associate-*r*92.0%
Simplified92.0%
neg-sub092.0%
sub-neg92.0%
add-sqr-sqrt43.2%
sqrt-unprod52.4%
sqr-neg52.4%
sqrt-prod17.7%
add-sqr-sqrt33.9%
Applied egg-rr33.9%
+-lft-identity33.9%
Simplified33.9%
Final simplification33.9%
herbie shell --seed 2024129
(FPCore (a b)
:name "ab-angle->ABCF D"
:precision binary64
(- (* (* (* a a) b) b)))