
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 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) * (1.0 - (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) * (1.0d0 - (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) * (1.0 - (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) * (1.0 - (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(1.0 - 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) * (1.0 - (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[(1.0 - N[(3.0 * a), $MachinePrecision]), $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(1 - 3 \cdot a\right)\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 12 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) (- 1.0 (* 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) * (1.0 - (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) * (1.0d0 - (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) * (1.0 - (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) * (1.0 - (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(1.0 - 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) * (1.0 - (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[(1.0 - N[(3.0 * a), $MachinePrecision]), $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(1 - 3 \cdot a\right)\right)\right) - 1
\end{array}
(FPCore (a b) :precision binary64 (- (fma (* (fma b b (fma (fma -3.0 a 1.0) 4.0 (* (* a a) 2.0))) b) b (* (fma a a (fma a 4.0 4.0)) (* a a))) 1.0))
double code(double a, double b) {
return fma((fma(b, b, fma(fma(-3.0, a, 1.0), 4.0, ((a * a) * 2.0))) * b), b, (fma(a, a, fma(a, 4.0, 4.0)) * (a * a))) - 1.0;
}
function code(a, b) return Float64(fma(Float64(fma(b, b, fma(fma(-3.0, a, 1.0), 4.0, Float64(Float64(a * a) * 2.0))) * b), b, Float64(fma(a, a, fma(a, 4.0, 4.0)) * Float64(a * a))) - 1.0) end
code[a_, b_] := N[(N[(N[(N[(b * b + N[(N[(-3.0 * a + 1.0), $MachinePrecision] * 4.0 + N[(N[(a * a), $MachinePrecision] * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a + N[(a * 4.0 + 4.0), $MachinePrecision]), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(\mathsf{fma}\left(-3, a, 1\right), 4, \left(a \cdot a\right) \cdot 2\right)\right) \cdot b, b, \mathsf{fma}\left(a, a, \mathsf{fma}\left(a, 4, 4\right)\right) \cdot \left(a \cdot a\right)\right) - 1
\end{array}
Initial program 75.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.5%
Final simplification99.5%
(FPCore (a b)
:precision binary64
(if (<= (* b b) 1000000000000.0)
(fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0)
(if (<= (* b b) 2e+305)
(fma
(fma (* b b) (fma 2.0 a -12.0) (* 4.0 a))
a
(fma (* (fma b b 4.0) b) b -1.0))
(fma (* 4.0 b) b -1.0))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1000000000000.0) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else if ((b * b) <= 2e+305) {
tmp = fma(fma((b * b), fma(2.0, a, -12.0), (4.0 * a)), a, fma((fma(b, b, 4.0) * b), b, -1.0));
} else {
tmp = fma((4.0 * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1000000000000.0) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); elseif (Float64(b * b) <= 2e+305) tmp = fma(fma(Float64(b * b), fma(2.0, a, -12.0), Float64(4.0 * a)), a, fma(Float64(fma(b, b, 4.0) * b), b, -1.0)); else tmp = fma(Float64(4.0 * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1000000000000.0], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[N[(b * b), $MachinePrecision], 2e+305], N[(N[(N[(b * b), $MachinePrecision] * N[(2.0 * a + -12.0), $MachinePrecision] + N[(4.0 * a), $MachinePrecision]), $MachinePrecision] * a + N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]), $MachinePrecision], N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 1000000000000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;b \cdot b \leq 2 \cdot 10^{+305}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(2, a, -12\right), 4 \cdot a\right), a, \mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e12Initial program 80.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.2%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
+-commutativeN/A
distribute-rgt1-inN/A
*-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.8%
if 1e12 < (*.f64 b b) < 1.9999999999999999e305Initial program 75.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites95.9%
if 1.9999999999999999e305 < (*.f64 b b) Initial program 62.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
Final simplification98.8%
(FPCore (a b) :precision binary64 (- (fma (* (* (/ (fma -12.0 a (fma b b 4.0)) a) b) a) b (* (fma a a (fma a 4.0 4.0)) (* a a))) 1.0))
double code(double a, double b) {
return fma((((fma(-12.0, a, fma(b, b, 4.0)) / a) * b) * a), b, (fma(a, a, fma(a, 4.0, 4.0)) * (a * a))) - 1.0;
}
function code(a, b) return Float64(fma(Float64(Float64(Float64(fma(-12.0, a, fma(b, b, 4.0)) / a) * b) * a), b, Float64(fma(a, a, fma(a, 4.0, 4.0)) * Float64(a * a))) - 1.0) end
code[a_, b_] := N[(N[(N[(N[(N[(N[(-12.0 * a + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision] * b), $MachinePrecision] * a), $MachinePrecision] * b + N[(N[(a * a + N[(a * 4.0 + 4.0), $MachinePrecision]), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\left(\frac{\mathsf{fma}\left(-12, a, \mathsf{fma}\left(b, b, 4\right)\right)}{a} \cdot b\right) \cdot a, b, \mathsf{fma}\left(a, a, \mathsf{fma}\left(a, 4, 4\right)\right) \cdot \left(a \cdot a\right)\right) - 1
\end{array}
Initial program 75.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.5%
Taylor expanded in a around -inf
Applied rewrites88.5%
Taylor expanded in a around 0
Applied rewrites96.1%
Final simplification96.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1000000000000.0) (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1000000000000.0) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1000000000000.0) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1000000000000.0], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 1000000000000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e12Initial program 80.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.2%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
+-commutativeN/A
distribute-rgt1-inN/A
*-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.8%
if 1e12 < (*.f64 b b) Initial program 69.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.1
Applied rewrites91.1%
Final simplification95.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1000000000000.0) (fma (* (+ 4.0 a) (* a a)) a -1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1000000000000.0) {
tmp = fma(((4.0 + a) * (a * a)), a, -1.0);
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1000000000000.0) tmp = fma(Float64(Float64(4.0 + a) * Float64(a * a)), a, -1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1000000000000.0], N[(N[(N[(4.0 + a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 1000000000000:\\
\;\;\;\;\mathsf{fma}\left(\left(4 + a\right) \cdot \left(a \cdot a\right), a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e12Initial program 80.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.2%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
+-commutativeN/A
distribute-rgt1-inN/A
*-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.8%
Taylor expanded in a around inf
Applied rewrites96.3%
if 1e12 < (*.f64 b b) Initial program 69.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.1
Applied rewrites91.1%
Final simplification93.9%
(FPCore (a b) :precision binary64 (let* ((t_0 (* (* a a) (* a a)))) (if (<= a -7e+64) t_0 (if (<= a 21.0) (fma (* (* b b) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = (a * a) * (a * a);
double tmp;
if (a <= -7e+64) {
tmp = t_0;
} else if (a <= 21.0) {
tmp = fma(((b * b) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(a * a) * Float64(a * a)) tmp = 0.0 if (a <= -7e+64) tmp = t_0; elseif (a <= 21.0) tmp = fma(Float64(Float64(b * b) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -7e+64], t$95$0, If[LessEqual[a, 21.0], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{if}\;a \leq -7 \cdot 10^{+64}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 21:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -6.9999999999999997e64 or 21 < a Initial program 46.5%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.1%
Taylor expanded in a around inf
lower-pow.f6495.0
Applied rewrites95.0%
Applied rewrites94.9%
if -6.9999999999999997e64 < a < 21Initial program 99.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6493.2
Applied rewrites93.2%
Taylor expanded in b around inf
Applied rewrites92.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1000000000000.0) (fma (* (* a a) a) a -1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1000000000000.0) {
tmp = fma(((a * a) * a), a, -1.0);
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1000000000000.0) tmp = fma(Float64(Float64(a * a) * a), a, -1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1000000000000.0], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 1000000000000:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e12Initial program 80.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.2%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
+-commutativeN/A
distribute-rgt1-inN/A
*-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.8%
Taylor expanded in a around inf
Applied rewrites95.7%
if 1e12 < (*.f64 b b) Initial program 69.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.1
Applied rewrites91.1%
(FPCore (a b) :precision binary64 (let* ((t_0 (* (* a a) (* a a)))) (if (<= a -9.8e+14) t_0 (if (<= a 15.0) (fma (* 4.0 b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = (a * a) * (a * a);
double tmp;
if (a <= -9.8e+14) {
tmp = t_0;
} else if (a <= 15.0) {
tmp = fma((4.0 * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(a * a) * Float64(a * a)) tmp = 0.0 if (a <= -9.8e+14) tmp = t_0; elseif (a <= 15.0) tmp = fma(Float64(4.0 * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -9.8e+14], t$95$0, If[LessEqual[a, 15.0], N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\mathbf{if}\;a \leq -9.8 \cdot 10^{+14}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 15:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -9.8e14 or 15 < a Initial program 50.7%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.1%
Taylor expanded in a around inf
lower-pow.f6490.9
Applied rewrites90.9%
Applied rewrites90.9%
if -9.8e14 < a < 15Initial program 99.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6495.9
Applied rewrites95.9%
Taylor expanded in b around 0
Applied rewrites68.8%
(FPCore (a b) :precision binary64 (if (<= b 2500000.0) (fma (* (* a a) a) a -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if (b <= 2500000.0) {
tmp = fma(((a * a) * a), a, -1.0);
} else {
tmp = fma(((b * b) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 2500000.0) tmp = fma(Float64(Float64(a * a) * a), a, -1.0); else tmp = fma(Float64(Float64(b * b) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[b, 2500000.0], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 2500000:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if b < 2.5e6Initial program 76.1%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
+-commutativeN/A
distribute-rgt1-inN/A
*-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites81.0%
Taylor expanded in a around inf
Applied rewrites78.2%
if 2.5e6 < b Initial program 73.9%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6494.1
Applied rewrites94.1%
Taylor expanded in b around inf
Applied rewrites93.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+302) (fma (* 4.0 a) a -1.0) (fma (* 4.0 b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+302) {
tmp = fma((4.0 * a), a, -1.0);
} else {
tmp = fma((4.0 * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+302) tmp = fma(Float64(4.0 * a), a, -1.0); else tmp = fma(Float64(4.0 * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+302], N[(N[(4.0 * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+302}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.0000000000000001e302Initial program 79.1%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
+-commutativeN/A
distribute-rgt1-inN/A
*-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites79.0%
Taylor expanded in a around 0
Applied rewrites58.2%
if 1.0000000000000001e302 < (*.f64 b b) Initial program 62.3%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites95.1%
(FPCore (a b) :precision binary64 (fma (* 4.0 b) b -1.0))
double code(double a, double b) {
return fma((4.0 * b), b, -1.0);
}
function code(a, b) return fma(Float64(4.0 * b), b, -1.0) end
code[a_, b_] := N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(4 \cdot b, b, -1\right)
\end{array}
Initial program 75.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.5%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6466.3
Applied rewrites66.3%
Taylor expanded in b around 0
Applied rewrites44.9%
(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 75.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.5%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
+-commutativeN/A
distribute-rgt1-inN/A
*-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites70.7%
Taylor expanded in a around 0
Applied rewrites23.8%
herbie shell --seed 2024244
(FPCore (a b)
:name "Bouland and Aaronson, Equation (25)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))