
(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 13 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) (+ 3.0 a)))))))
(if (<= t_0 INFINITY)
(- t_0 1.0)
(-
(* (- 1.0 (/ (- 4.0 (/ (fma (* b b) 2.0 4.0) a)) a)) (pow a 4.0))
1.0))))
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) * (3.0 + a))));
double tmp;
if (t_0 <= ((double) INFINITY)) {
tmp = t_0 - 1.0;
} else {
tmp = ((1.0 - ((4.0 - (fma((b * b), 2.0, 4.0) / a)) / a)) * pow(a, 4.0)) - 1.0;
}
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(3.0 + a))))) tmp = 0.0 if (t_0 <= Inf) tmp = Float64(t_0 - 1.0); else tmp = Float64(Float64(Float64(1.0 - Float64(Float64(4.0 - Float64(fma(Float64(b * b), 2.0, 4.0) / a)) / a)) * (a ^ 4.0)) - 1.0); end return 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[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, Infinity], N[(t$95$0 - 1.0), $MachinePrecision], N[(N[(N[(1.0 - N[(N[(4.0 - N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision] * N[Power[a, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $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(3 + a\right)\right)\\
\mathbf{if}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0 - 1\\
\mathbf{else}:\\
\;\;\;\;\left(1 - \frac{4 - \frac{\mathsf{fma}\left(b \cdot b, 2, 4\right)}{a}}{a}\right) \cdot {a}^{4} - 1\\
\end{array}
\end{array}
if (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (+.f64 (*.f64 (*.f64 a a) (-.f64 #s(literal 1 binary64) a)) (*.f64 (*.f64 b b) (+.f64 #s(literal 3 binary64) a))))) < +inf.0Initial program 99.8%
if +inf.0 < (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (+.f64 (*.f64 (*.f64 a a) (-.f64 #s(literal 1 binary64) a)) (*.f64 (*.f64 b b) (+.f64 #s(literal 3 binary64) a))))) Initial program 0.0%
Taylor expanded in a around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (or (<= a -0.00026) (not (<= a 0.0014))) (- (* (- 1.0 (/ (- 4.0 (/ (fma (* b b) 2.0 4.0) a)) a)) (pow a 4.0)) 1.0) (- (fma (* b b) 12.0 (pow b 4.0)) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -0.00026) || !(a <= 0.0014)) {
tmp = ((1.0 - ((4.0 - (fma((b * b), 2.0, 4.0) / a)) / a)) * pow(a, 4.0)) - 1.0;
} else {
tmp = fma((b * b), 12.0, pow(b, 4.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -0.00026) || !(a <= 0.0014)) tmp = Float64(Float64(Float64(1.0 - Float64(Float64(4.0 - Float64(fma(Float64(b * b), 2.0, 4.0) / a)) / a)) * (a ^ 4.0)) - 1.0); else tmp = Float64(fma(Float64(b * b), 12.0, (b ^ 4.0)) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -0.00026], N[Not[LessEqual[a, 0.0014]], $MachinePrecision]], N[(N[(N[(1.0 - N[(N[(4.0 - N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision] * N[Power[a, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * 12.0 + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -0.00026 \lor \neg \left(a \leq 0.0014\right):\\
\;\;\;\;\left(1 - \frac{4 - \frac{\mathsf{fma}\left(b \cdot b, 2, 4\right)}{a}}{a}\right) \cdot {a}^{4} - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, {b}^{4}\right) - 1\\
\end{array}
\end{array}
if a < -2.59999999999999977e-4 or 0.00139999999999999999 < a Initial program 47.3%
Taylor expanded in a around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites99.3%
if -2.59999999999999977e-4 < a < 0.00139999999999999999Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Final simplification99.6%
(FPCore (a b)
:precision binary64
(if (<= a -0.0155)
(fma (* (fma (- a 4.0) a 4.0) a) a -1.0)
(if (<= a 3.2e+66)
(- (fma (* b b) 12.0 (pow b 4.0)) 1.0)
(fma (* (* a a) a) a -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -0.0155) {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
} else if (a <= 3.2e+66) {
tmp = fma((b * b), 12.0, pow(b, 4.0)) - 1.0;
} else {
tmp = fma(((a * a) * a), a, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -0.0155) tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); elseif (a <= 3.2e+66) tmp = Float64(fma(Float64(b * b), 12.0, (b ^ 4.0)) - 1.0); else tmp = fma(Float64(Float64(a * a) * a), a, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -0.0155], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 3.2e+66], N[(N[(N[(b * b), $MachinePrecision] * 12.0 + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -0.0155:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;a \leq 3.2 \cdot 10^{+66}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, {b}^{4}\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\end{array}
\end{array}
if a < -0.0155Initial program 57.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6492.8
Applied rewrites92.8%
Applied rewrites92.8%
Taylor expanded in a around 0
Applied rewrites92.8%
if -0.0155 < a < 3.2e66Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6497.3
Applied rewrites97.3%
if 3.2e66 < a Initial program 21.2%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6498.1
Applied rewrites98.1%
Applied rewrites98.1%
Taylor expanded in a around 0
Applied rewrites98.1%
Taylor expanded in a around inf
Applied rewrites98.1%
Final simplification96.1%
(FPCore (a b)
:precision binary64
(if (<= a -0.0155)
(fma (* (fma (- a 4.0) a 4.0) a) a -1.0)
(if (<= a 3.2e+66)
(fma (fma b 12.0 (pow b 3.0)) b -1.0)
(fma (* (* a a) a) a -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -0.0155) {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
} else if (a <= 3.2e+66) {
tmp = fma(fma(b, 12.0, pow(b, 3.0)), b, -1.0);
} else {
tmp = fma(((a * a) * a), a, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -0.0155) tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); elseif (a <= 3.2e+66) tmp = fma(fma(b, 12.0, (b ^ 3.0)), b, -1.0); else tmp = fma(Float64(Float64(a * a) * a), a, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -0.0155], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 3.2e+66], N[(N[(b * 12.0 + N[Power[b, 3.0], $MachinePrecision]), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -0.0155:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;a \leq 3.2 \cdot 10^{+66}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, 12, {b}^{3}\right), b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\end{array}
\end{array}
if a < -0.0155Initial program 57.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6492.8
Applied rewrites92.8%
Applied rewrites92.8%
Taylor expanded in a around 0
Applied rewrites92.8%
if -0.0155 < a < 3.2e66Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6456.1
Applied rewrites56.1%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
associate-*r/N/A
*-rgt-identityN/A
associate-/l*N/A
associate-*l/N/A
lower-fma.f64N/A
Applied rewrites97.2%
Applied rewrites97.3%
if 3.2e66 < a Initial program 21.2%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6498.1
Applied rewrites98.1%
Applied rewrites98.1%
Taylor expanded in a around 0
Applied rewrites98.1%
Taylor expanded in a around inf
Applied rewrites98.1%
Final simplification96.0%
(FPCore (a b) :precision binary64 (if (or (<= a -110000000000.0) (not (<= a 3.2e+66))) (fma (* (* a a) a) a -1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -110000000000.0) || !(a <= 3.2e+66)) {
tmp = fma(((a * a) * a), a, -1.0);
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -110000000000.0) || !(a <= 3.2e+66)) tmp = fma(Float64(Float64(a * a) * a), a, -1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -110000000000.0], N[Not[LessEqual[a, 3.2e+66]], $MachinePrecision]], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -110000000000 \lor \neg \left(a \leq 3.2 \cdot 10^{+66}\right):\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if a < -1.1e11 or 3.2e66 < a Initial program 42.7%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6495.4
Applied rewrites95.4%
Applied rewrites95.4%
Taylor expanded in a around 0
Applied rewrites95.4%
Taylor expanded in a around inf
Applied rewrites95.4%
if -1.1e11 < a < 3.2e66Initial program 99.8%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6456.3
Applied rewrites56.3%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
associate-*r/N/A
*-rgt-identityN/A
associate-/l*N/A
associate-*l/N/A
lower-fma.f64N/A
Applied rewrites95.8%
Final simplification95.6%
(FPCore (a b) :precision binary64 (if (or (<= a -110000000000.0) (not (<= a 3.2e+66))) (fma (* (* a a) a) a -1.0) (fma (* b b) (fma b b 12.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -110000000000.0) || !(a <= 3.2e+66)) {
tmp = fma(((a * a) * a), a, -1.0);
} else {
tmp = fma((b * b), fma(b, b, 12.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -110000000000.0) || !(a <= 3.2e+66)) tmp = fma(Float64(Float64(a * a) * a), a, -1.0); else tmp = fma(Float64(b * b), fma(b, b, 12.0), -1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -110000000000.0], N[Not[LessEqual[a, 3.2e+66]], $MachinePrecision]], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b + 12.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -110000000000 \lor \neg \left(a \leq 3.2 \cdot 10^{+66}\right):\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\end{array}
\end{array}
if a < -1.1e11 or 3.2e66 < a Initial program 42.7%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6495.4
Applied rewrites95.4%
Applied rewrites95.4%
Taylor expanded in a around 0
Applied rewrites95.4%
Taylor expanded in a around inf
Applied rewrites95.4%
if -1.1e11 < a < 3.2e66Initial program 99.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6495.8
Applied rewrites95.8%
Final simplification95.6%
(FPCore (a b)
:precision binary64
(if (<= a -0.0155)
(fma (* (fma (- a 4.0) a 4.0) a) a -1.0)
(if (<= a 3.2e+66)
(fma (* (fma b b 12.0) b) b -1.0)
(fma (* (* a a) a) a -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -0.0155) {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
} else if (a <= 3.2e+66) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = fma(((a * a) * a), a, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -0.0155) tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); elseif (a <= 3.2e+66) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = fma(Float64(Float64(a * a) * a), a, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -0.0155], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 3.2e+66], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -0.0155:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;a \leq 3.2 \cdot 10^{+66}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\end{array}
\end{array}
if a < -0.0155Initial program 57.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6492.8
Applied rewrites92.8%
Applied rewrites92.8%
Taylor expanded in a around 0
Applied rewrites92.8%
if -0.0155 < a < 3.2e66Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6456.1
Applied rewrites56.1%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
associate-*r/N/A
*-rgt-identityN/A
associate-/l*N/A
associate-*l/N/A
lower-fma.f64N/A
Applied rewrites97.2%
if 3.2e66 < a Initial program 21.2%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6498.1
Applied rewrites98.1%
Applied rewrites98.1%
Taylor expanded in a around 0
Applied rewrites98.1%
Taylor expanded in a around inf
Applied rewrites98.1%
Final simplification96.0%
(FPCore (a b)
:precision binary64
(if (<= a -0.0155)
(fma (* a a) (fma (- a 4.0) a 4.0) -1.0)
(if (<= a 3.2e+66)
(fma (* (fma b b 12.0) b) b -1.0)
(fma (* (* a a) a) a -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -0.0155) {
tmp = fma((a * a), fma((a - 4.0), a, 4.0), -1.0);
} else if (a <= 3.2e+66) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = fma(((a * a) * a), a, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -0.0155) tmp = fma(Float64(a * a), fma(Float64(a - 4.0), a, 4.0), -1.0); elseif (a <= 3.2e+66) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = fma(Float64(Float64(a * a) * a), a, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -0.0155], N[(N[(a * a), $MachinePrecision] * N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 3.2e+66], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -0.0155:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a - 4, a, 4\right), -1\right)\\
\mathbf{elif}\;a \leq 3.2 \cdot 10^{+66}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\end{array}
\end{array}
if a < -0.0155Initial program 57.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6492.8
Applied rewrites92.8%
Taylor expanded in a around 0
Applied rewrites92.8%
if -0.0155 < a < 3.2e66Initial program 99.9%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6456.1
Applied rewrites56.1%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
associate-*r/N/A
*-rgt-identityN/A
associate-/l*N/A
associate-*l/N/A
lower-fma.f64N/A
Applied rewrites97.2%
if 3.2e66 < a Initial program 21.2%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6498.1
Applied rewrites98.1%
Applied rewrites98.1%
Taylor expanded in a around 0
Applied rewrites98.1%
Taylor expanded in a around inf
Applied rewrites98.1%
Final simplification96.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5000.0) (fma (* (* a a) a) a -1.0) (* (* b b) (* b b))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5000.0) {
tmp = fma(((a * a) * a), a, -1.0);
} else {
tmp = (b * b) * (b * b);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5000.0) tmp = fma(Float64(Float64(a * a) * a), a, -1.0); else tmp = Float64(Float64(b * b) * Float64(b * b)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5000.0], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5000:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \left(b \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5e3Initial program 86.6%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6497.5
Applied rewrites97.5%
Applied rewrites97.6%
Taylor expanded in a around 0
Applied rewrites97.6%
Taylor expanded in a around inf
Applied rewrites95.4%
if 5e3 < (*.f64 b b) Initial program 55.7%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6450.0
Applied rewrites50.0%
Taylor expanded in b around inf
lower-pow.f6487.5
Applied rewrites87.5%
Applied rewrites87.4%
Final simplification91.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5000.0) (fma (* a a) 4.0 -1.0) (* (* b b) (* b b))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5000.0) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = (b * b) * (b * b);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5000.0) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = Float64(Float64(b * b) * Float64(b * b)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5000.0], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5000:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \left(b \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5e3Initial program 86.6%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6497.5
Applied rewrites97.5%
Taylor expanded in a around 0
Applied rewrites76.9%
if 5e3 < (*.f64 b b) Initial program 55.7%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6450.0
Applied rewrites50.0%
Taylor expanded in b around inf
lower-pow.f6487.5
Applied rewrites87.5%
Applied rewrites87.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+302) (fma (* a a) 4.0 -1.0) (fma (* b b) 12.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+302) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = fma((b * b), 12.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+302) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = fma(Float64(b * b), 12.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+302], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+302}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5e302Initial program 78.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6483.1
Applied rewrites83.1%
Taylor expanded in a around 0
Applied rewrites61.7%
if 5e302 < (*.f64 b b) Initial program 50.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites98.4%
(FPCore (a b) :precision binary64 (fma (* b b) 12.0 -1.0))
double code(double a, double b) {
return fma((b * b), 12.0, -1.0);
}
function code(a, b) return fma(Float64(b * b), 12.0, -1.0) end
code[a_, b_] := N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(b \cdot b, 12, -1\right)
\end{array}
Initial program 72.1%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6469.5
Applied rewrites69.5%
Taylor expanded in b around 0
Applied rewrites49.9%
(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 72.1%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6475.2
Applied rewrites75.2%
Taylor expanded in a around 0
Applied rewrites27.2%
herbie shell --seed 2024319
(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))