
(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 9 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 (* (* b b) (+ a 3.0))))
(if (<=
(+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) t_0)))
INFINITY)
(fma 4.0 (fma a (- a (* a a)) t_0) (+ (pow (hypot a b) 4.0) -1.0))
(+ -1.0 (* (pow a 3.0) (+ a -4.0))))))
double code(double a, double b) {
double t_0 = (b * b) * (a + 3.0);
double tmp;
if ((pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + t_0))) <= ((double) INFINITY)) {
tmp = fma(4.0, fma(a, (a - (a * a)), t_0), (pow(hypot(a, b), 4.0) + -1.0));
} else {
tmp = -1.0 + (pow(a, 3.0) * (a + -4.0));
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(b * b) * Float64(a + 3.0)) tmp = 0.0 if (Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + t_0))) <= Inf) tmp = fma(4.0, fma(a, Float64(a - Float64(a * a)), t_0), Float64((hypot(a, b) ^ 4.0) + -1.0)); else tmp = Float64(-1.0 + Float64((a ^ 3.0) * Float64(a + -4.0))); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(b * b), $MachinePrecision] * N[(a + 3.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[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] + t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], Infinity], N[(4.0 * N[(a * N[(a - N[(a * a), $MachinePrecision]), $MachinePrecision] + t$95$0), $MachinePrecision] + N[(N[Power[N[Sqrt[a ^ 2 + b ^ 2], $MachinePrecision], 4.0], $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision], N[(-1.0 + N[(N[Power[a, 3.0], $MachinePrecision] * N[(a + -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(b \cdot b\right) \cdot \left(a + 3\right)\\
\mathbf{if}\;{\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + t_0\right) \leq \infty:\\
\;\;\;\;\mathsf{fma}\left(4, \mathsf{fma}\left(a, a - a \cdot a, t_0\right), {\left(\mathsf{hypot}\left(a, b\right)\right)}^{4} + -1\right)\\
\mathbf{else}:\\
\;\;\;\;-1 + {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%
sub-neg99.9%
+-commutative99.9%
associate-+l+99.9%
fma-def99.9%
associate-*l*99.9%
fma-def99.9%
distribute-lft-out--99.9%
*-rgt-identity99.9%
+-commutative99.9%
Simplified100.0%
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%
sub-neg0.0%
sqr-pow0.0%
sqr-pow0.0%
sqr-neg0.0%
distribute-rgt-in0.0%
sqr-neg0.0%
distribute-rgt-in0.0%
Simplified4.5%
Taylor expanded in b around 0 30.5%
unpow230.5%
associate-*r*30.5%
Simplified30.5%
Taylor expanded in a around inf 30.5%
*-commutative30.5%
metadata-eval30.5%
pow-plus30.5%
distribute-lft-out95.6%
Simplified95.6%
Final simplification98.8%
(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) (+ -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 = -1.0 + (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 = -1.0 + (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 = -1.0 + (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(-1.0 + 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 = -1.0 + ((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[(-1.0 + N[(N[Power[a, 3.0], $MachinePrecision] * N[(a + -4.0), $MachinePrecision]), $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}:\\
\;\;\;\;-1 + {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%
sub-neg0.0%
sqr-pow0.0%
sqr-pow0.0%
sqr-neg0.0%
distribute-rgt-in0.0%
sqr-neg0.0%
distribute-rgt-in0.0%
Simplified4.5%
Taylor expanded in b around 0 30.5%
unpow230.5%
associate-*r*30.5%
Simplified30.5%
Taylor expanded in a around inf 30.5%
*-commutative30.5%
metadata-eval30.5%
pow-plus30.5%
distribute-lft-out95.6%
Simplified95.6%
Final simplification98.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+67) (+ -1.0 (* (pow a 3.0) (+ a -4.0))) (+ -1.0 (pow b 4.0))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+67) {
tmp = -1.0 + (pow(a, 3.0) * (a + -4.0));
} else {
tmp = -1.0 + pow(b, 4.0);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((b * b) <= 2d+67) then
tmp = (-1.0d0) + ((a ** 3.0d0) * (a + (-4.0d0)))
else
tmp = (-1.0d0) + (b ** 4.0d0)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+67) {
tmp = -1.0 + (Math.pow(a, 3.0) * (a + -4.0));
} else {
tmp = -1.0 + Math.pow(b, 4.0);
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 2e+67: tmp = -1.0 + (math.pow(a, 3.0) * (a + -4.0)) else: tmp = -1.0 + math.pow(b, 4.0) return tmp
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+67) tmp = Float64(-1.0 + Float64((a ^ 3.0) * Float64(a + -4.0))); else tmp = Float64(-1.0 + (b ^ 4.0)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 2e+67) tmp = -1.0 + ((a ^ 3.0) * (a + -4.0)); else tmp = -1.0 + (b ^ 4.0); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+67], N[(-1.0 + N[(N[Power[a, 3.0], $MachinePrecision] * N[(a + -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(-1.0 + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+67}:\\
\;\;\;\;-1 + {a}^{3} \cdot \left(a + -4\right)\\
\mathbf{else}:\\
\;\;\;\;-1 + {b}^{4}\\
\end{array}
\end{array}
if (*.f64 b b) < 1.99999999999999997e67Initial program 81.0%
sub-neg81.0%
sqr-pow81.0%
sqr-pow81.0%
sqr-neg81.0%
distribute-rgt-in81.0%
sqr-neg81.0%
distribute-rgt-in81.0%
Simplified81.0%
Taylor expanded in b around 0 80.2%
unpow280.2%
associate-*r*80.2%
Simplified80.2%
Taylor expanded in a around inf 79.4%
*-commutative79.4%
metadata-eval79.4%
pow-plus79.3%
distribute-lft-out97.5%
Simplified97.5%
if 1.99999999999999997e67 < (*.f64 b b) Initial program 65.4%
sub-neg65.4%
sqr-pow65.4%
sqr-pow65.4%
sqr-neg65.4%
distribute-rgt-in65.4%
sqr-neg65.4%
distribute-rgt-in65.4%
Simplified68.1%
Taylor expanded in b around inf 96.5%
Final simplification97.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+67) (+ -1.0 (pow a 4.0)) (+ -1.0 (* (* b b) (+ (* b b) 12.0)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+67) {
tmp = -1.0 + pow(a, 4.0);
} else {
tmp = -1.0 + ((b * b) * ((b * b) + 12.0));
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((b * b) <= 2d+67) then
tmp = (-1.0d0) + (a ** 4.0d0)
else
tmp = (-1.0d0) + ((b * b) * ((b * b) + 12.0d0))
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+67) {
tmp = -1.0 + Math.pow(a, 4.0);
} else {
tmp = -1.0 + ((b * b) * ((b * b) + 12.0));
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 2e+67: tmp = -1.0 + math.pow(a, 4.0) else: tmp = -1.0 + ((b * b) * ((b * b) + 12.0)) return tmp
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+67) tmp = Float64(-1.0 + (a ^ 4.0)); else tmp = Float64(-1.0 + Float64(Float64(b * b) * Float64(Float64(b * b) + 12.0))); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 2e+67) tmp = -1.0 + (a ^ 4.0); else tmp = -1.0 + ((b * b) * ((b * b) + 12.0)); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+67], N[(-1.0 + N[Power[a, 4.0], $MachinePrecision]), $MachinePrecision], N[(-1.0 + N[(N[(b * b), $MachinePrecision] * N[(N[(b * b), $MachinePrecision] + 12.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+67}:\\
\;\;\;\;-1 + {a}^{4}\\
\mathbf{else}:\\
\;\;\;\;-1 + \left(b \cdot b\right) \cdot \left(b \cdot b + 12\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.99999999999999997e67Initial program 81.0%
sub-neg81.0%
sqr-pow81.0%
sqr-pow81.0%
sqr-neg81.0%
distribute-rgt-in81.0%
sqr-neg81.0%
distribute-rgt-in81.0%
Simplified81.0%
Taylor expanded in a around inf 97.2%
if 1.99999999999999997e67 < (*.f64 b b) Initial program 65.4%
sub-neg65.4%
sqr-pow65.4%
sqr-pow65.4%
sqr-neg65.4%
distribute-rgt-in65.4%
sqr-neg65.4%
distribute-rgt-in65.4%
Simplified68.1%
Taylor expanded in a around 0 53.0%
associate-+r+53.0%
associate-*r*53.0%
distribute-rgt-out78.6%
metadata-eval78.6%
distribute-lft-in78.6%
+-commutative78.6%
unpow278.6%
distribute-lft-in78.6%
metadata-eval78.6%
Simplified78.6%
+-commutative78.6%
sqr-pow78.6%
metadata-eval78.6%
pow278.6%
metadata-eval78.6%
pow278.6%
distribute-lft-out95.4%
+-commutative95.4%
*-commutative95.4%
fma-def95.4%
Applied egg-rr95.4%
Taylor expanded in a around 0 96.4%
unpow296.4%
unpow296.4%
Simplified96.4%
Final simplification96.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+67) (+ -1.0 (pow a 4.0)) (+ -1.0 (pow b 4.0))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+67) {
tmp = -1.0 + pow(a, 4.0);
} else {
tmp = -1.0 + pow(b, 4.0);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((b * b) <= 2d+67) then
tmp = (-1.0d0) + (a ** 4.0d0)
else
tmp = (-1.0d0) + (b ** 4.0d0)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+67) {
tmp = -1.0 + Math.pow(a, 4.0);
} else {
tmp = -1.0 + Math.pow(b, 4.0);
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 2e+67: tmp = -1.0 + math.pow(a, 4.0) else: tmp = -1.0 + math.pow(b, 4.0) return tmp
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+67) tmp = Float64(-1.0 + (a ^ 4.0)); else tmp = Float64(-1.0 + (b ^ 4.0)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 2e+67) tmp = -1.0 + (a ^ 4.0); else tmp = -1.0 + (b ^ 4.0); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+67], N[(-1.0 + N[Power[a, 4.0], $MachinePrecision]), $MachinePrecision], N[(-1.0 + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+67}:\\
\;\;\;\;-1 + {a}^{4}\\
\mathbf{else}:\\
\;\;\;\;-1 + {b}^{4}\\
\end{array}
\end{array}
if (*.f64 b b) < 1.99999999999999997e67Initial program 81.0%
sub-neg81.0%
sqr-pow81.0%
sqr-pow81.0%
sqr-neg81.0%
distribute-rgt-in81.0%
sqr-neg81.0%
distribute-rgt-in81.0%
Simplified81.0%
Taylor expanded in a around inf 97.2%
if 1.99999999999999997e67 < (*.f64 b b) Initial program 65.4%
sub-neg65.4%
sqr-pow65.4%
sqr-pow65.4%
sqr-neg65.4%
distribute-rgt-in65.4%
sqr-neg65.4%
distribute-rgt-in65.4%
Simplified68.1%
Taylor expanded in b around inf 96.5%
Final simplification96.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+67) (+ -1.0 (* (* a a) (* a a))) (+ -1.0 (* (* b b) (+ (* b b) 12.0)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+67) {
tmp = -1.0 + ((a * a) * (a * a));
} else {
tmp = -1.0 + ((b * b) * ((b * b) + 12.0));
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((b * b) <= 2d+67) then
tmp = (-1.0d0) + ((a * a) * (a * a))
else
tmp = (-1.0d0) + ((b * b) * ((b * b) + 12.0d0))
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+67) {
tmp = -1.0 + ((a * a) * (a * a));
} else {
tmp = -1.0 + ((b * b) * ((b * b) + 12.0));
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 2e+67: tmp = -1.0 + ((a * a) * (a * a)) else: tmp = -1.0 + ((b * b) * ((b * b) + 12.0)) return tmp
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+67) tmp = Float64(-1.0 + Float64(Float64(a * a) * Float64(a * a))); else tmp = Float64(-1.0 + Float64(Float64(b * b) * Float64(Float64(b * b) + 12.0))); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 2e+67) tmp = -1.0 + ((a * a) * (a * a)); else tmp = -1.0 + ((b * b) * ((b * b) + 12.0)); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+67], N[(-1.0 + N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(-1.0 + N[(N[(b * b), $MachinePrecision] * N[(N[(b * b), $MachinePrecision] + 12.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+67}:\\
\;\;\;\;-1 + \left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;-1 + \left(b \cdot b\right) \cdot \left(b \cdot b + 12\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.99999999999999997e67Initial program 81.0%
sub-neg81.0%
sqr-pow81.0%
sqr-pow81.0%
sqr-neg81.0%
distribute-rgt-in81.0%
sqr-neg81.0%
distribute-rgt-in81.0%
Simplified81.0%
Taylor expanded in a around inf 97.2%
sqr-pow97.1%
metadata-eval97.1%
pow297.1%
metadata-eval97.1%
pow297.1%
Applied egg-rr97.1%
if 1.99999999999999997e67 < (*.f64 b b) Initial program 65.4%
sub-neg65.4%
sqr-pow65.4%
sqr-pow65.4%
sqr-neg65.4%
distribute-rgt-in65.4%
sqr-neg65.4%
distribute-rgt-in65.4%
Simplified68.1%
Taylor expanded in a around 0 53.0%
associate-+r+53.0%
associate-*r*53.0%
distribute-rgt-out78.6%
metadata-eval78.6%
distribute-lft-in78.6%
+-commutative78.6%
unpow278.6%
distribute-lft-in78.6%
metadata-eval78.6%
Simplified78.6%
+-commutative78.6%
sqr-pow78.6%
metadata-eval78.6%
pow278.6%
metadata-eval78.6%
pow278.6%
distribute-lft-out95.4%
+-commutative95.4%
*-commutative95.4%
fma-def95.4%
Applied egg-rr95.4%
Taylor expanded in a around 0 96.4%
unpow296.4%
unpow296.4%
Simplified96.4%
Final simplification96.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+268) (+ -1.0 (* (* a a) (* a a))) (+ -1.0 (* (* b b) 12.0))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+268) {
tmp = -1.0 + ((a * a) * (a * a));
} else {
tmp = -1.0 + ((b * b) * 12.0);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((b * b) <= 1d+268) then
tmp = (-1.0d0) + ((a * a) * (a * a))
else
tmp = (-1.0d0) + ((b * b) * 12.0d0)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+268) {
tmp = -1.0 + ((a * a) * (a * a));
} else {
tmp = -1.0 + ((b * b) * 12.0);
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 1e+268: tmp = -1.0 + ((a * a) * (a * a)) else: tmp = -1.0 + ((b * b) * 12.0) return tmp
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+268) tmp = Float64(-1.0 + Float64(Float64(a * a) * Float64(a * a))); else tmp = Float64(-1.0 + Float64(Float64(b * b) * 12.0)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 1e+268) tmp = -1.0 + ((a * a) * (a * a)); else tmp = -1.0 + ((b * b) * 12.0); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+268], N[(-1.0 + N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(-1.0 + N[(N[(b * b), $MachinePrecision] * 12.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+268}:\\
\;\;\;\;-1 + \left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{else}:\\
\;\;\;\;-1 + \left(b \cdot b\right) \cdot 12\\
\end{array}
\end{array}
if (*.f64 b b) < 9.9999999999999997e267Initial program 77.8%
sub-neg77.8%
sqr-pow77.8%
sqr-pow77.8%
sqr-neg77.8%
distribute-rgt-in77.8%
sqr-neg77.8%
distribute-rgt-in77.8%
Simplified78.3%
Taylor expanded in a around inf 84.8%
sqr-pow84.7%
metadata-eval84.7%
pow284.7%
metadata-eval84.7%
pow284.7%
Applied egg-rr84.7%
if 9.9999999999999997e267 < (*.f64 b b) Initial program 65.3%
sub-neg65.3%
sqr-pow65.3%
sqr-pow65.3%
sqr-neg65.3%
distribute-rgt-in65.3%
sqr-neg65.3%
distribute-rgt-in65.3%
Simplified68.0%
Taylor expanded in a around 0 38.7%
associate-+r+38.7%
associate-*r*38.7%
distribute-rgt-out77.3%
metadata-eval77.3%
distribute-lft-in77.3%
+-commutative77.3%
unpow277.3%
distribute-lft-in77.3%
metadata-eval77.3%
Simplified77.3%
Taylor expanded in b around 0 67.7%
+-commutative67.7%
fma-def67.7%
unpow267.7%
Simplified67.7%
*-commutative67.7%
fma-udef67.7%
distribute-lft-in29.1%
associate-*r*29.1%
Applied egg-rr29.1%
Taylor expanded in a around 0 89.2%
unpow289.2%
Simplified89.2%
Final simplification86.0%
(FPCore (a b) :precision binary64 (if (<= b 2e+141) (+ -1.0 (* (* a a) 4.0)) (+ -1.0 (* (* b b) 12.0))))
double code(double a, double b) {
double tmp;
if (b <= 2e+141) {
tmp = -1.0 + ((a * a) * 4.0);
} else {
tmp = -1.0 + ((b * b) * 12.0);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (b <= 2d+141) then
tmp = (-1.0d0) + ((a * a) * 4.0d0)
else
tmp = (-1.0d0) + ((b * b) * 12.0d0)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (b <= 2e+141) {
tmp = -1.0 + ((a * a) * 4.0);
} else {
tmp = -1.0 + ((b * b) * 12.0);
}
return tmp;
}
def code(a, b): tmp = 0 if b <= 2e+141: tmp = -1.0 + ((a * a) * 4.0) else: tmp = -1.0 + ((b * b) * 12.0) return tmp
function code(a, b) tmp = 0.0 if (b <= 2e+141) tmp = Float64(-1.0 + Float64(Float64(a * a) * 4.0)); else tmp = Float64(-1.0 + Float64(Float64(b * b) * 12.0)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (b <= 2e+141) tmp = -1.0 + ((a * a) * 4.0); else tmp = -1.0 + ((b * b) * 12.0); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[b, 2e+141], N[(-1.0 + N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision], N[(-1.0 + N[(N[(b * b), $MachinePrecision] * 12.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 2 \cdot 10^{+141}:\\
\;\;\;\;-1 + \left(a \cdot a\right) \cdot 4\\
\mathbf{else}:\\
\;\;\;\;-1 + \left(b \cdot b\right) \cdot 12\\
\end{array}
\end{array}
if b < 2.00000000000000003e141Initial program 76.2%
sub-neg76.2%
sqr-pow76.2%
sqr-pow76.2%
sqr-neg76.2%
distribute-rgt-in76.2%
sqr-neg76.2%
distribute-rgt-in76.2%
Simplified76.7%
Taylor expanded in b around 0 58.0%
unpow258.0%
associate-*r*58.0%
Simplified58.0%
Taylor expanded in a around 0 60.6%
unpow260.6%
Simplified60.6%
if 2.00000000000000003e141 < b Initial program 61.1%
sub-neg61.1%
sqr-pow61.1%
sqr-pow61.1%
sqr-neg61.1%
distribute-rgt-in61.1%
sqr-neg61.1%
distribute-rgt-in61.1%
Simplified66.7%
Taylor expanded in a around 0 41.7%
associate-+r+41.7%
associate-*r*41.7%
distribute-rgt-out75.0%
metadata-eval75.0%
distribute-lft-in75.0%
+-commutative75.0%
unpow275.0%
distribute-lft-in75.0%
metadata-eval75.0%
Simplified75.0%
Taylor expanded in b around 0 70.0%
+-commutative70.0%
fma-def70.0%
unpow270.0%
Simplified70.0%
*-commutative70.0%
fma-udef70.0%
distribute-lft-in36.7%
associate-*r*36.7%
Applied egg-rr36.7%
Taylor expanded in a around 0 95.0%
unpow295.0%
Simplified95.0%
Final simplification65.5%
(FPCore (a b) :precision binary64 (+ -1.0 (* (* a a) 4.0)))
double code(double a, double b) {
return -1.0 + ((a * a) * 4.0);
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (-1.0d0) + ((a * a) * 4.0d0)
end function
public static double code(double a, double b) {
return -1.0 + ((a * a) * 4.0);
}
def code(a, b): return -1.0 + ((a * a) * 4.0)
function code(a, b) return Float64(-1.0 + Float64(Float64(a * a) * 4.0)) end
function tmp = code(a, b) tmp = -1.0 + ((a * a) * 4.0); end
code[a_, b_] := N[(-1.0 + N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
-1 + \left(a \cdot a\right) \cdot 4
\end{array}
Initial program 74.1%
sub-neg74.1%
sqr-pow74.1%
sqr-pow74.1%
sqr-neg74.1%
distribute-rgt-in74.1%
sqr-neg74.1%
distribute-rgt-in74.1%
Simplified75.3%
Taylor expanded in b around 0 53.5%
unpow253.5%
associate-*r*53.5%
Simplified53.5%
Taylor expanded in a around 0 56.2%
unpow256.2%
Simplified56.2%
Final simplification56.2%
herbie shell --seed 2023270
(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))