
(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 10 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 (fma 2.0 a -12.0) a (fma b b 4.0)) b) b (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0)))
double code(double a, double b) {
return fma((fma(fma(2.0, a, -12.0), a, fma(b, b, 4.0)) * b), b, fma((fma((4.0 + a), a, 4.0) * a), a, -1.0));
}
function code(a, b) return fma(Float64(fma(fma(2.0, a, -12.0), a, fma(b, b, 4.0)) * b), b, fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0)) end
code[a_, b_] := N[(N[(N[(N[(2.0 * a + -12.0), $MachinePrecision] * a + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, -12\right), a, \mathsf{fma}\left(b, b, 4\right)\right) \cdot b, b, \mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\right)
\end{array}
Initial program 73.3%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6489.8
Applied rewrites89.8%
Taylor expanded in b around 0
Applied rewrites90.9%
Taylor expanded in b around 0
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5.0) (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0) (fma (* (fma (fma 2.0 a -12.0) a (fma b b 4.0)) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5.0) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else {
tmp = fma((fma(fma(2.0, a, -12.0), a, fma(b, b, 4.0)) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5.0) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); else tmp = fma(Float64(fma(fma(2.0, a, -12.0), a, fma(b, b, 4.0)) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5.0], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(N[(2.0 * a + -12.0), $MachinePrecision] * a + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, -12\right), a, \mathsf{fma}\left(b, b, 4\right)\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5Initial program 78.3%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6498.7
Applied rewrites98.7%
Taylor expanded in b around 0
Applied rewrites81.5%
Taylor expanded in b around 0
Applied rewrites100.0%
if 5 < (*.f64 b b) Initial program 68.5%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6481.3
Applied rewrites81.3%
Taylor expanded in b around 0
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites97.7%
(FPCore (a b) :precision binary64 (fma (* (fma (+ 4.0 a) a 4.0) a) a (fma (fma b b 4.0) (* b b) -1.0)))
double code(double a, double b) {
return fma((fma((4.0 + a), a, 4.0) * a), a, fma(fma(b, b, 4.0), (b * b), -1.0));
}
function code(a, b) return fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, fma(fma(b, b, 4.0), Float64(b * b), -1.0)) end
code[a_, b_] := N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(b * b + 4.0), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, \mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right), b \cdot b, -1\right)\right)
\end{array}
Initial program 73.3%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6489.8
Applied rewrites89.8%
Taylor expanded in b around 0
Applied rewrites90.9%
Taylor expanded in a around 0
Applied rewrites99.4%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0)))
(if (<= a -1.55e+35)
t_0
(if (<= a 2.05e+71) (fma (* (fma -12.0 a (fma b b 4.0)) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
double tmp;
if (a <= -1.55e+35) {
tmp = t_0;
} else if (a <= 2.05e+71) {
tmp = fma((fma(-12.0, a, fma(b, b, 4.0)) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0) tmp = 0.0 if (a <= -1.55e+35) tmp = t_0; elseif (a <= 2.05e+71) tmp = fma(Float64(fma(-12.0, a, fma(b, b, 4.0)) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]}, If[LessEqual[a, -1.55e+35], t$95$0, If[LessEqual[a, 2.05e+71], N[(N[(N[(-12.0 * a + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{if}\;a \leq -1.55 \cdot 10^{+35}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 2.05 \cdot 10^{+71}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-12, a, \mathsf{fma}\left(b, b, 4\right)\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -1.54999999999999993e35 or 2.0500000000000001e71 < a Initial program 40.9%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6482.8
Applied rewrites82.8%
Taylor expanded in b around 0
Applied rewrites78.1%
Taylor expanded in b around 0
Applied rewrites100.0%
if -1.54999999999999993e35 < a < 2.0500000000000001e71Initial program 95.8%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6494.7
Applied rewrites94.7%
Taylor expanded in a around 0
sub-negN/A
associate-+r+N/A
associate-*r*N/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites94.8%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0)))
(if (<= a -1.55e+35)
t_0
(if (<= a 2.05e+71) (fma (* (fma b b 4.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
double tmp;
if (a <= -1.55e+35) {
tmp = t_0;
} else if (a <= 2.05e+71) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0) tmp = 0.0 if (a <= -1.55e+35) tmp = t_0; elseif (a <= 2.05e+71) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]}, If[LessEqual[a, -1.55e+35], t$95$0, If[LessEqual[a, 2.05e+71], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{if}\;a \leq -1.55 \cdot 10^{+35}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 2.05 \cdot 10^{+71}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -1.54999999999999993e35 or 2.0500000000000001e71 < a Initial program 40.9%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6482.8
Applied rewrites82.8%
Taylor expanded in b around 0
Applied rewrites78.1%
Taylor expanded in b around 0
Applied rewrites100.0%
if -1.54999999999999993e35 < a < 2.0500000000000001e71Initial program 95.8%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6494.7
Applied rewrites94.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6494.6
Applied rewrites94.6%
(FPCore (a b)
:precision binary64
(if (<= a -4.8e+153)
(- (* (* a a) 4.0) 1.0)
(if (<= a 1.1e+99)
(fma (* (fma b b 4.0) b) b -1.0)
(- (* (* (fma 4.0 a 4.0) a) a) 1.0))))
double code(double a, double b) {
double tmp;
if (a <= -4.8e+153) {
tmp = ((a * a) * 4.0) - 1.0;
} else if (a <= 1.1e+99) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = ((fma(4.0, a, 4.0) * a) * a) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -4.8e+153) tmp = Float64(Float64(Float64(a * a) * 4.0) - 1.0); elseif (a <= 1.1e+99) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = Float64(Float64(Float64(fma(4.0, a, 4.0) * a) * a) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -4.8e+153], N[(N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 1.1e+99], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(N[(N[(4.0 * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -4.8 \cdot 10^{+153}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{elif}\;a \leq 1.1 \cdot 10^{+99}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(4, a, 4\right) \cdot a\right) \cdot a - 1\\
\end{array}
\end{array}
if a < -4.79999999999999985e153Initial program 0.0%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f640.0
Applied rewrites0.0%
Taylor expanded in a around 0
Applied rewrites97.7%
if -4.79999999999999985e153 < a < 1.09999999999999989e99Initial program 89.6%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6493.7
Applied rewrites93.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6484.3
Applied rewrites84.3%
if 1.09999999999999989e99 < a Initial program 66.7%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites96.0%
(FPCore (a b)
:precision binary64
(let* ((t_0 (- (* (* a a) 4.0) 1.0)))
(if (<= a -4.8e+153)
t_0
(if (<= a 6.8e+153) (fma (* (fma b b 4.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = ((a * a) * 4.0) - 1.0;
double tmp;
if (a <= -4.8e+153) {
tmp = t_0;
} else if (a <= 6.8e+153) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(Float64(a * a) * 4.0) - 1.0) tmp = 0.0 if (a <= -4.8e+153) tmp = t_0; elseif (a <= 6.8e+153) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -4.8e+153], t$95$0, If[LessEqual[a, 6.8e+153], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{if}\;a \leq -4.8 \cdot 10^{+153}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 6.8 \cdot 10^{+153}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -4.79999999999999985e153 or 6.7999999999999995e153 < a Initial program 30.0%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f6450.0
Applied rewrites50.0%
Taylor expanded in a around 0
Applied rewrites98.8%
if -4.79999999999999985e153 < a < 6.7999999999999995e153Initial program 89.6%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6493.5
Applied rewrites93.5%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6481.4
Applied rewrites81.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+291) (- (* (* a a) 4.0) 1.0) (* (* b b) 4.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+291) {
tmp = ((a * a) * 4.0) - 1.0;
} else {
tmp = (b * 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) <= 5d+291) then
tmp = ((a * a) * 4.0d0) - 1.0d0
else
tmp = (b * b) * 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+291) {
tmp = ((a * a) * 4.0) - 1.0;
} else {
tmp = (b * b) * 4.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 5e+291: tmp = ((a * a) * 4.0) - 1.0 else: tmp = (b * b) * 4.0 return tmp
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+291) tmp = Float64(Float64(Float64(a * a) * 4.0) - 1.0); else tmp = Float64(Float64(b * b) * 4.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 5e+291) tmp = ((a * a) * 4.0) - 1.0; else tmp = (b * b) * 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+291], N[(N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+291}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 4\\
\end{array}
\end{array}
if (*.f64 b b) < 5.0000000000000001e291Initial program 75.7%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f6458.9
Applied rewrites58.9%
Taylor expanded in a around 0
Applied rewrites60.1%
if 5.0000000000000001e291 < (*.f64 b b) Initial program 65.6%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6475.4
Applied rewrites75.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
Applied rewrites97.3%
Taylor expanded in a around 0
Applied rewrites97.3%
Taylor expanded in b around inf
Applied rewrites97.3%
(FPCore (a b) :precision binary64 (fma (* b b) 4.0 -1.0))
double code(double a, double b) {
return fma((b * b), 4.0, -1.0);
}
function code(a, b) return fma(Float64(b * b), 4.0, -1.0) end
code[a_, b_] := N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(b \cdot b, 4, -1\right)
\end{array}
Initial program 73.3%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6489.8
Applied rewrites89.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
Applied rewrites75.2%
Taylor expanded in a around 0
Applied rewrites47.1%
(FPCore (a b) :precision binary64 (* (* b b) 4.0))
double code(double a, double b) {
return (b * b) * 4.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (b * b) * 4.0d0
end function
public static double code(double a, double b) {
return (b * b) * 4.0;
}
def code(a, b): return (b * b) * 4.0
function code(a, b) return Float64(Float64(b * b) * 4.0) end
function tmp = code(a, b) tmp = (b * b) * 4.0; end
code[a_, b_] := N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]
\begin{array}{l}
\\
\left(b \cdot b\right) \cdot 4
\end{array}
Initial program 73.3%
Taylor expanded in a around 0
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
distribute-rgt-neg-inN/A
*-commutativeN/A
distribute-lft1-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6489.8
Applied rewrites89.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
Applied rewrites75.2%
Taylor expanded in a around 0
Applied rewrites47.1%
Taylor expanded in b around inf
Applied rewrites26.0%
herbie shell --seed 2024296
(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))