
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (3.0d0 + a))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (3.0d0 + a))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1
\end{array}
(FPCore (a b)
:precision binary64
(let* ((t_0
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ a 3.0)))))))
(if (<= t_0 INFINITY) (+ t_0 -1.0) (* (pow a 3.0) (+ a -4.0)))))
double code(double a, double b) {
double t_0 = pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0))));
double tmp;
if (t_0 <= ((double) INFINITY)) {
tmp = t_0 + -1.0;
} else {
tmp = pow(a, 3.0) * (a + -4.0);
}
return tmp;
}
public static double code(double a, double b) {
double t_0 = Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0))));
double tmp;
if (t_0 <= Double.POSITIVE_INFINITY) {
tmp = t_0 + -1.0;
} else {
tmp = Math.pow(a, 3.0) * (a + -4.0);
}
return tmp;
}
def code(a, b): t_0 = math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0)))) tmp = 0 if t_0 <= math.inf: tmp = t_0 + -1.0 else: tmp = math.pow(a, 3.0) * (a + -4.0) return tmp
function code(a, b) t_0 = Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(a + 3.0))))) tmp = 0.0 if (t_0 <= Inf) tmp = Float64(t_0 + -1.0); else tmp = Float64((a ^ 3.0) * Float64(a + -4.0)); end return tmp end
function tmp_2 = code(a, b) t_0 = (((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0)))); tmp = 0.0; if (t_0 <= Inf) tmp = t_0 + -1.0; else tmp = (a ^ 3.0) * (a + -4.0); end tmp_2 = tmp; end
code[a_, b_] := Block[{t$95$0 = N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(a + 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, Infinity], N[(t$95$0 + -1.0), $MachinePrecision], N[(N[Power[a, 3.0], $MachinePrecision] * N[(a + -4.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(a + 3\right)\right)\\
\mathbf{if}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0 + -1\\
\mathbf{else}:\\
\;\;\;\;{a}^{3} \cdot \left(a + -4\right)\\
\end{array}
\end{array}
if (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) 2) (*.f64 4 (+.f64 (*.f64 (*.f64 a a) (-.f64 1 a)) (*.f64 (*.f64 b b) (+.f64 3 a))))) < +inf.0Initial program 99.9%
if +inf.0 < (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) 2) (*.f64 4 (+.f64 (*.f64 (*.f64 a a) (-.f64 1 a)) (*.f64 (*.f64 b b) (+.f64 3 a))))) Initial program 0.0%
associate--l+0.0%
sqr-pow0.0%
sqr-pow0.0%
fma-define0.0%
sqr-neg0.0%
Simplified6.6%
Taylor expanded in b around 0 39.8%
associate--l+39.8%
associate-*r*39.8%
fma-define54.5%
sub-neg54.5%
metadata-eval54.5%
Simplified54.5%
add-cbrt-cube59.1%
pow359.1%
Applied egg-rr59.1%
Taylor expanded in a around inf 39.8%
metadata-eval39.8%
pow-sqr39.8%
unpow239.8%
associate-*l*39.8%
unpow239.8%
cube-mult39.8%
distribute-rgt-out92.2%
Simplified92.2%
Final simplification98.0%
(FPCore (a b) :precision binary64 (if (<= a -6.4e+14) (* (pow a 3.0) (+ a -4.0)) (if (<= a 6.5e+70) (+ (+ (* (* b b) 12.0) (pow b 4.0)) -1.0) (pow a 4.0))))
double code(double a, double b) {
double tmp;
if (a <= -6.4e+14) {
tmp = pow(a, 3.0) * (a + -4.0);
} else if (a <= 6.5e+70) {
tmp = (((b * b) * 12.0) + pow(b, 4.0)) + -1.0;
} else {
tmp = pow(a, 4.0);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (a <= (-6.4d+14)) then
tmp = (a ** 3.0d0) * (a + (-4.0d0))
else if (a <= 6.5d+70) then
tmp = (((b * b) * 12.0d0) + (b ** 4.0d0)) + (-1.0d0)
else
tmp = a ** 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= -6.4e+14) {
tmp = Math.pow(a, 3.0) * (a + -4.0);
} else if (a <= 6.5e+70) {
tmp = (((b * b) * 12.0) + Math.pow(b, 4.0)) + -1.0;
} else {
tmp = Math.pow(a, 4.0);
}
return tmp;
}
def code(a, b): tmp = 0 if a <= -6.4e+14: tmp = math.pow(a, 3.0) * (a + -4.0) elif a <= 6.5e+70: tmp = (((b * b) * 12.0) + math.pow(b, 4.0)) + -1.0 else: tmp = math.pow(a, 4.0) return tmp
function code(a, b) tmp = 0.0 if (a <= -6.4e+14) tmp = Float64((a ^ 3.0) * Float64(a + -4.0)); elseif (a <= 6.5e+70) tmp = Float64(Float64(Float64(Float64(b * b) * 12.0) + (b ^ 4.0)) + -1.0); else tmp = a ^ 4.0; end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= -6.4e+14) tmp = (a ^ 3.0) * (a + -4.0); elseif (a <= 6.5e+70) tmp = (((b * b) * 12.0) + (b ^ 4.0)) + -1.0; else tmp = a ^ 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, -6.4e+14], N[(N[Power[a, 3.0], $MachinePrecision] * N[(a + -4.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 6.5e+70], N[(N[(N[(N[(b * b), $MachinePrecision] * 12.0), $MachinePrecision] + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision], N[Power[a, 4.0], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -6.4 \cdot 10^{+14}:\\
\;\;\;\;{a}^{3} \cdot \left(a + -4\right)\\
\mathbf{elif}\;a \leq 6.5 \cdot 10^{+70}:\\
\;\;\;\;\left(\left(b \cdot b\right) \cdot 12 + {b}^{4}\right) + -1\\
\mathbf{else}:\\
\;\;\;\;{a}^{4}\\
\end{array}
\end{array}
if a < -6.4e14Initial program 57.4%
associate--l+57.4%
sqr-pow57.4%
sqr-pow57.4%
fma-define57.4%
sqr-neg57.4%
Simplified57.4%
Taylor expanded in b around 0 92.9%
associate--l+92.9%
associate-*r*92.9%
fma-define92.9%
sub-neg92.9%
metadata-eval92.9%
Simplified92.9%
add-cbrt-cube87.0%
pow387.0%
Applied egg-rr87.0%
Taylor expanded in a around inf 92.9%
metadata-eval92.9%
pow-sqr92.7%
unpow292.7%
associate-*l*92.8%
unpow292.8%
cube-mult92.9%
distribute-rgt-out92.9%
Simplified92.9%
if -6.4e14 < a < 6.49999999999999978e70Initial program 99.2%
associate--l+99.2%
sqr-pow99.2%
sqr-pow99.2%
fma-define99.2%
sqr-neg99.2%
Simplified99.2%
Taylor expanded in a around 0 95.0%
unpow277.4%
Applied egg-rr95.0%
if 6.49999999999999978e70 < a Initial program 17.9%
associate--l+17.9%
sqr-pow17.9%
sqr-pow17.9%
fma-define17.9%
sqr-neg17.9%
Simplified28.2%
Taylor expanded in a around inf 100.0%
Final simplification95.2%
(FPCore (a b) :precision binary64 (if (or (<= a -64000000000.0) (not (<= a 5.6e+70))) (pow a 4.0) (+ (pow b 4.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -64000000000.0) || !(a <= 5.6e+70)) {
tmp = pow(a, 4.0);
} else {
tmp = pow(b, 4.0) + -1.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((a <= (-64000000000.0d0)) .or. (.not. (a <= 5.6d+70))) then
tmp = a ** 4.0d0
else
tmp = (b ** 4.0d0) + (-1.0d0)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((a <= -64000000000.0) || !(a <= 5.6e+70)) {
tmp = Math.pow(a, 4.0);
} else {
tmp = Math.pow(b, 4.0) + -1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (a <= -64000000000.0) or not (a <= 5.6e+70): tmp = math.pow(a, 4.0) else: tmp = math.pow(b, 4.0) + -1.0 return tmp
function code(a, b) tmp = 0.0 if ((a <= -64000000000.0) || !(a <= 5.6e+70)) tmp = a ^ 4.0; else tmp = Float64((b ^ 4.0) + -1.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((a <= -64000000000.0) || ~((a <= 5.6e+70))) tmp = a ^ 4.0; else tmp = (b ^ 4.0) + -1.0; end tmp_2 = tmp; end
code[a_, b_] := If[Or[LessEqual[a, -64000000000.0], N[Not[LessEqual[a, 5.6e+70]], $MachinePrecision]], N[Power[a, 4.0], $MachinePrecision], N[(N[Power[b, 4.0], $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -64000000000 \lor \neg \left(a \leq 5.6 \cdot 10^{+70}\right):\\
\;\;\;\;{a}^{4}\\
\mathbf{else}:\\
\;\;\;\;{b}^{4} + -1\\
\end{array}
\end{array}
if a < -6.4e10 or 5.59999999999999979e70 < a Initial program 42.8%
associate--l+42.8%
sqr-pow42.8%
sqr-pow42.8%
fma-define42.8%
sqr-neg42.8%
Simplified46.6%
Taylor expanded in a around inf 95.5%
if -6.4e10 < a < 5.59999999999999979e70Initial program 99.2%
associate--l+99.2%
sqr-pow99.2%
sqr-pow99.2%
fma-define99.2%
sqr-neg99.2%
Simplified99.2%
Taylor expanded in a around 0 95.0%
Taylor expanded in b around inf 93.6%
Final simplification94.4%
(FPCore (a b) :precision binary64 (if (<= a -7400000000.0) (* (pow a 3.0) (+ a -4.0)) (if (<= a 2.4e+71) (+ (pow b 4.0) -1.0) (pow a 4.0))))
double code(double a, double b) {
double tmp;
if (a <= -7400000000.0) {
tmp = pow(a, 3.0) * (a + -4.0);
} else if (a <= 2.4e+71) {
tmp = pow(b, 4.0) + -1.0;
} else {
tmp = pow(a, 4.0);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (a <= (-7400000000.0d0)) then
tmp = (a ** 3.0d0) * (a + (-4.0d0))
else if (a <= 2.4d+71) then
tmp = (b ** 4.0d0) + (-1.0d0)
else
tmp = a ** 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= -7400000000.0) {
tmp = Math.pow(a, 3.0) * (a + -4.0);
} else if (a <= 2.4e+71) {
tmp = Math.pow(b, 4.0) + -1.0;
} else {
tmp = Math.pow(a, 4.0);
}
return tmp;
}
def code(a, b): tmp = 0 if a <= -7400000000.0: tmp = math.pow(a, 3.0) * (a + -4.0) elif a <= 2.4e+71: tmp = math.pow(b, 4.0) + -1.0 else: tmp = math.pow(a, 4.0) return tmp
function code(a, b) tmp = 0.0 if (a <= -7400000000.0) tmp = Float64((a ^ 3.0) * Float64(a + -4.0)); elseif (a <= 2.4e+71) tmp = Float64((b ^ 4.0) + -1.0); else tmp = a ^ 4.0; end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= -7400000000.0) tmp = (a ^ 3.0) * (a + -4.0); elseif (a <= 2.4e+71) tmp = (b ^ 4.0) + -1.0; else tmp = a ^ 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, -7400000000.0], N[(N[Power[a, 3.0], $MachinePrecision] * N[(a + -4.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 2.4e+71], N[(N[Power[b, 4.0], $MachinePrecision] + -1.0), $MachinePrecision], N[Power[a, 4.0], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -7400000000:\\
\;\;\;\;{a}^{3} \cdot \left(a + -4\right)\\
\mathbf{elif}\;a \leq 2.4 \cdot 10^{+71}:\\
\;\;\;\;{b}^{4} + -1\\
\mathbf{else}:\\
\;\;\;\;{a}^{4}\\
\end{array}
\end{array}
if a < -7.4e9Initial program 57.4%
associate--l+57.4%
sqr-pow57.4%
sqr-pow57.4%
fma-define57.4%
sqr-neg57.4%
Simplified57.4%
Taylor expanded in b around 0 92.9%
associate--l+92.9%
associate-*r*92.9%
fma-define92.9%
sub-neg92.9%
metadata-eval92.9%
Simplified92.9%
add-cbrt-cube87.0%
pow387.0%
Applied egg-rr87.0%
Taylor expanded in a around inf 92.9%
metadata-eval92.9%
pow-sqr92.7%
unpow292.7%
associate-*l*92.8%
unpow292.8%
cube-mult92.9%
distribute-rgt-out92.9%
Simplified92.9%
if -7.4e9 < a < 2.39999999999999981e71Initial program 99.2%
associate--l+99.2%
sqr-pow99.2%
sqr-pow99.2%
fma-define99.2%
sqr-neg99.2%
Simplified99.2%
Taylor expanded in a around 0 95.0%
Taylor expanded in b around inf 93.6%
if 2.39999999999999981e71 < a Initial program 17.9%
associate--l+17.9%
sqr-pow17.9%
sqr-pow17.9%
fma-define17.9%
sqr-neg17.9%
Simplified28.2%
Taylor expanded in a around inf 100.0%
Final simplification94.4%
(FPCore (a b) :precision binary64 (if (or (<= a -6000000000.0) (not (<= a 3.05e+50))) (pow a 4.0) (+ (* (* b b) 12.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -6000000000.0) || !(a <= 3.05e+50)) {
tmp = pow(a, 4.0);
} else {
tmp = ((b * b) * 12.0) + -1.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((a <= (-6000000000.0d0)) .or. (.not. (a <= 3.05d+50))) then
tmp = a ** 4.0d0
else
tmp = ((b * b) * 12.0d0) + (-1.0d0)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((a <= -6000000000.0) || !(a <= 3.05e+50)) {
tmp = Math.pow(a, 4.0);
} else {
tmp = ((b * b) * 12.0) + -1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (a <= -6000000000.0) or not (a <= 3.05e+50): tmp = math.pow(a, 4.0) else: tmp = ((b * b) * 12.0) + -1.0 return tmp
function code(a, b) tmp = 0.0 if ((a <= -6000000000.0) || !(a <= 3.05e+50)) tmp = a ^ 4.0; else tmp = Float64(Float64(Float64(b * b) * 12.0) + -1.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((a <= -6000000000.0) || ~((a <= 3.05e+50))) tmp = a ^ 4.0; else tmp = ((b * b) * 12.0) + -1.0; end tmp_2 = tmp; end
code[a_, b_] := If[Or[LessEqual[a, -6000000000.0], N[Not[LessEqual[a, 3.05e+50]], $MachinePrecision]], N[Power[a, 4.0], $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * 12.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -6000000000 \lor \neg \left(a \leq 3.05 \cdot 10^{+50}\right):\\
\;\;\;\;{a}^{4}\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 12 + -1\\
\end{array}
\end{array}
if a < -6e9 or 3.05000000000000013e50 < a Initial program 45.3%
associate--l+45.3%
sqr-pow45.3%
sqr-pow45.3%
fma-define45.3%
sqr-neg45.3%
Simplified49.0%
Taylor expanded in a around inf 93.2%
if -6e9 < a < 3.05000000000000013e50Initial program 99.2%
associate--l+99.2%
sqr-pow99.2%
sqr-pow99.2%
fma-define99.2%
sqr-neg99.2%
Simplified99.2%
Taylor expanded in a around 0 96.2%
Taylor expanded in b around 0 78.6%
unpow278.6%
Applied egg-rr78.6%
Final simplification84.9%
(FPCore (a b) :precision binary64 (+ (* (* b b) 12.0) -1.0))
double code(double a, double b) {
return ((b * b) * 12.0) + -1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((b * b) * 12.0d0) + (-1.0d0)
end function
public static double code(double a, double b) {
return ((b * b) * 12.0) + -1.0;
}
def code(a, b): return ((b * b) * 12.0) + -1.0
function code(a, b) return Float64(Float64(Float64(b * b) * 12.0) + -1.0) end
function tmp = code(a, b) tmp = ((b * b) * 12.0) + -1.0; end
code[a_, b_] := N[(N[(N[(b * b), $MachinePrecision] * 12.0), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(b \cdot b\right) \cdot 12 + -1
\end{array}
Initial program 76.1%
associate--l+76.1%
sqr-pow76.1%
sqr-pow76.1%
fma-define76.1%
sqr-neg76.1%
Simplified77.6%
Taylor expanded in a around 0 73.9%
Taylor expanded in b around 0 57.1%
unpow257.1%
Applied egg-rr57.1%
Final simplification57.1%
(FPCore (a b) :precision binary64 -1.0)
double code(double a, double b) {
return -1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = -1.0d0
end function
public static double code(double a, double b) {
return -1.0;
}
def code(a, b): return -1.0
function code(a, b) return -1.0 end
function tmp = code(a, b) tmp = -1.0; end
code[a_, b_] := -1.0
\begin{array}{l}
\\
-1
\end{array}
Initial program 76.1%
associate--l+76.1%
sqr-pow76.1%
sqr-pow76.1%
fma-define76.1%
sqr-neg76.1%
Simplified77.6%
Taylor expanded in b around 0 57.9%
associate--l+57.9%
associate-*r*57.9%
fma-define61.8%
sub-neg61.8%
metadata-eval61.8%
Simplified61.8%
Taylor expanded in a around 0 28.7%
Final simplification28.7%
herbie shell --seed 2024042
(FPCore (a b)
:name "Bouland and Aaronson, Equation (24)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a))))) 1.0))