
(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 14 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 (- (fma (* (fma (fma 2.0 a 4.0) a (+ 12.0 (* b b))) b) b (* (* (fma (- a 4.0) a 4.0) a) a)) 1.0))
double code(double a, double b) {
return fma((fma(fma(2.0, a, 4.0), a, (12.0 + (b * b))) * b), b, ((fma((a - 4.0), a, 4.0) * a) * a)) - 1.0;
}
function code(a, b) return Float64(fma(Float64(fma(fma(2.0, a, 4.0), a, Float64(12.0 + Float64(b * b))) * b), b, Float64(Float64(fma(Float64(a - 4.0), a, 4.0) * a) * a)) - 1.0) end
code[a_, b_] := N[(N[(N[(N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + N[(12.0 + N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, 4\right), a, 12 + b \cdot b\right) \cdot b, b, \left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a\right) \cdot a\right) - 1
\end{array}
Initial program 77.6%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.1
Applied rewrites99.1%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6499.1
Applied rewrites99.1%
Taylor expanded in b around 0
Applied rewrites99.9%
Applied rewrites99.9%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* (fma (- a 4.0) a 4.0) a)))
(if (<= (* b b) 0.0)
(- (* t_0 a) 1.0)
(fma t_0 a (fma (fma (fma 2.0 a 4.0) a (fma b b 12.0)) (* b b) -1.0)))))
double code(double a, double b) {
double t_0 = fma((a - 4.0), a, 4.0) * a;
double tmp;
if ((b * b) <= 0.0) {
tmp = (t_0 * a) - 1.0;
} else {
tmp = fma(t_0, a, fma(fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)), (b * b), -1.0));
}
return tmp;
}
function code(a, b) t_0 = Float64(fma(Float64(a - 4.0), a, 4.0) * a) tmp = 0.0 if (Float64(b * b) <= 0.0) tmp = Float64(Float64(t_0 * a) - 1.0); else tmp = fma(t_0, a, fma(fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)), Float64(b * b), -1.0)); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision]}, If[LessEqual[N[(b * b), $MachinePrecision], 0.0], N[(N[(t$95$0 * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(t$95$0 * a + N[(N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a - 4, a, 4\right) \cdot a\\
\mathbf{if}\;b \cdot b \leq 0:\\
\;\;\;\;t\_0 \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, a, \mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, 4\right), a, \mathsf{fma}\left(b, b, 12\right)\right), b \cdot b, -1\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 0.0Initial program 79.3%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.2
Applied rewrites98.2%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6498.2
Applied rewrites98.2%
Taylor expanded in b around 0
+-commutativeN/A
sub-negN/A
mul-1-negN/A
+-commutativeN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
unpow2N/A
unpow3N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
cube-multN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites100.0%
if 0.0 < (*.f64 b b) Initial program 77.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.4
Applied rewrites99.4%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6499.4
Applied rewrites99.4%
Taylor expanded in b around 0
Applied rewrites99.9%
(FPCore (a b)
:precision binary64
(if (<= (* b b) 5.0)
(- (* (* (fma (- a 4.0) a 4.0) a) a) 1.0)
(fma
(* (fma (fma 2.0 a 4.0) a (fma b b 12.0)) b)
b
(fma (* a a) 4.0 -1.0))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5.0) {
tmp = ((fma((a - 4.0), a, 4.0) * a) * a) - 1.0;
} else {
tmp = fma((fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)) * b), b, fma((a * a), 4.0, -1.0));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5.0) tmp = Float64(Float64(Float64(fma(Float64(a - 4.0), a, 4.0) * a) * a) - 1.0); else tmp = fma(Float64(fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)) * b), b, fma(Float64(a * a), 4.0, -1.0)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5.0], N[(N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5:\\
\;\;\;\;\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, 4\right), a, \mathsf{fma}\left(b, b, 12\right)\right) \cdot b, b, \mathsf{fma}\left(a \cdot a, 4, -1\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5Initial program 82.3%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.7
Applied rewrites98.7%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6498.7
Applied rewrites98.7%
Taylor expanded in b around 0
+-commutativeN/A
sub-negN/A
mul-1-negN/A
+-commutativeN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
unpow2N/A
unpow3N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
cube-multN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites100.0%
if 5 < (*.f64 b b) Initial program 73.1%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.4
Applied rewrites99.4%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6499.5
Applied rewrites99.5%
Taylor expanded in b around 0
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites97.8%
(FPCore (a b) :precision binary64 (- (fma (* (fma (fma 2.0 a 4.0) a (fma b b 12.0)) b) b (* (* (fma (- a 4.0) a 4.0) a) a)) 1.0))
double code(double a, double b) {
return fma((fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)) * b), b, ((fma((a - 4.0), a, 4.0) * a) * a)) - 1.0;
}
function code(a, b) return Float64(fma(Float64(fma(fma(2.0, a, 4.0), a, fma(b, b, 12.0)) * b), b, Float64(Float64(fma(Float64(a - 4.0), a, 4.0) * a) * a)) - 1.0) end
code[a_, b_] := N[(N[(N[(N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, 4\right), a, \mathsf{fma}\left(b, b, 12\right)\right) \cdot b, b, \left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a\right) \cdot a\right) - 1
\end{array}
Initial program 77.6%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.1
Applied rewrites99.1%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6499.1
Applied rewrites99.1%
Taylor expanded in b around 0
Applied rewrites99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (- (* (* (fma (- a 4.0) a (fma (* b b) 2.0 4.0)) a) a) 1.0)))
(if (<= a -0.45)
t_0
(if (<= a 6e+18) (- (* (* (fma b b (fma 4.0 a 12.0)) b) b) 1.0) t_0))))
double code(double a, double b) {
double t_0 = ((fma((a - 4.0), a, fma((b * b), 2.0, 4.0)) * a) * a) - 1.0;
double tmp;
if (a <= -0.45) {
tmp = t_0;
} else if (a <= 6e+18) {
tmp = ((fma(b, b, fma(4.0, a, 12.0)) * b) * b) - 1.0;
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(Float64(fma(Float64(a - 4.0), a, fma(Float64(b * b), 2.0, 4.0)) * a) * a) - 1.0) tmp = 0.0 if (a <= -0.45) tmp = t_0; elseif (a <= 6e+18) tmp = Float64(Float64(Float64(fma(b, b, fma(4.0, a, 12.0)) * b) * b) - 1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -0.45], t$95$0, If[LessEqual[a, 6e+18], N[(N[(N[(N[(b * b + N[(4.0 * a + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\mathsf{fma}\left(a - 4, a, \mathsf{fma}\left(b \cdot b, 2, 4\right)\right) \cdot a\right) \cdot a - 1\\
\mathbf{if}\;a \leq -0.45:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 6 \cdot 10^{+18}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(4, a, 12\right)\right) \cdot b\right) \cdot b - 1\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -0.450000000000000011 or 6e18 < a Initial program 52.4%
Taylor expanded in a around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites97.9%
Taylor expanded in a around 0
Applied rewrites97.8%
if -0.450000000000000011 < a < 6e18Initial program 99.9%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites98.5%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (- a 4.0) a 4.0)))
(if (<= a -1.08e+36)
(- (* (* t_0 a) a) 1.0)
(if (<= a 1.02e+70)
(- (* (* (fma b b (fma 4.0 a 12.0)) b) b) 1.0)
(fma t_0 (* a a) -1.0)))))
double code(double a, double b) {
double t_0 = fma((a - 4.0), a, 4.0);
double tmp;
if (a <= -1.08e+36) {
tmp = ((t_0 * a) * a) - 1.0;
} else if (a <= 1.02e+70) {
tmp = ((fma(b, b, fma(4.0, a, 12.0)) * b) * b) - 1.0;
} else {
tmp = fma(t_0, (a * a), -1.0);
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(a - 4.0), a, 4.0) tmp = 0.0 if (a <= -1.08e+36) tmp = Float64(Float64(Float64(t_0 * a) * a) - 1.0); elseif (a <= 1.02e+70) tmp = Float64(Float64(Float64(fma(b, b, fma(4.0, a, 12.0)) * b) * b) - 1.0); else tmp = fma(t_0, Float64(a * a), -1.0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision]}, If[LessEqual[a, -1.08e+36], N[(N[(N[(t$95$0 * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 1.02e+70], N[(N[(N[(N[(b * b + N[(4.0 * a + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision], N[(t$95$0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a - 4, a, 4\right)\\
\mathbf{if}\;a \leq -1.08 \cdot 10^{+36}:\\
\;\;\;\;\left(t\_0 \cdot a\right) \cdot a - 1\\
\mathbf{elif}\;a \leq 1.02 \cdot 10^{+70}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(4, a, 12\right)\right) \cdot b\right) \cdot b - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, a \cdot a, -1\right)\\
\end{array}
\end{array}
if a < -1.08000000000000001e36Initial program 76.7%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6499.9
Applied rewrites99.9%
Taylor expanded in b around 0
+-commutativeN/A
sub-negN/A
mul-1-negN/A
+-commutativeN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
unpow2N/A
unpow3N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
cube-multN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites99.9%
if -1.08000000000000001e36 < a < 1.02e70Initial program 99.2%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites94.8%
if 1.02e70 < a Initial program 12.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (- a 4.0) a 4.0)))
(if (<= a -1.08e+36)
(- (* (* t_0 a) a) 1.0)
(if (<= a 1.02e+70)
(fma (fma 4.0 a (fma b b 12.0)) (* b b) -1.0)
(fma t_0 (* a a) -1.0)))))
double code(double a, double b) {
double t_0 = fma((a - 4.0), a, 4.0);
double tmp;
if (a <= -1.08e+36) {
tmp = ((t_0 * a) * a) - 1.0;
} else if (a <= 1.02e+70) {
tmp = fma(fma(4.0, a, fma(b, b, 12.0)), (b * b), -1.0);
} else {
tmp = fma(t_0, (a * a), -1.0);
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(a - 4.0), a, 4.0) tmp = 0.0 if (a <= -1.08e+36) tmp = Float64(Float64(Float64(t_0 * a) * a) - 1.0); elseif (a <= 1.02e+70) tmp = fma(fma(4.0, a, fma(b, b, 12.0)), Float64(b * b), -1.0); else tmp = fma(t_0, Float64(a * a), -1.0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision]}, If[LessEqual[a, -1.08e+36], N[(N[(N[(t$95$0 * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 1.02e+70], N[(N[(4.0 * a + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision], N[(t$95$0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a - 4, a, 4\right)\\
\mathbf{if}\;a \leq -1.08 \cdot 10^{+36}:\\
\;\;\;\;\left(t\_0 \cdot a\right) \cdot a - 1\\
\mathbf{elif}\;a \leq 1.02 \cdot 10^{+70}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, a, \mathsf{fma}\left(b, b, 12\right)\right), b \cdot b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, a \cdot a, -1\right)\\
\end{array}
\end{array}
if a < -1.08000000000000001e36Initial program 76.7%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6499.9
Applied rewrites99.9%
Taylor expanded in b around 0
+-commutativeN/A
sub-negN/A
mul-1-negN/A
+-commutativeN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
unpow2N/A
unpow3N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
cube-multN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites99.9%
if -1.08000000000000001e36 < a < 1.02e70Initial program 99.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
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
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites94.8%
if 1.02e70 < a Initial program 12.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (- a 4.0) a 4.0)))
(if (<= a -1.08e+36)
(- (* (* t_0 a) a) 1.0)
(if (<= a 1.02e+70)
(fma (* (fma b b 12.0) b) b -1.0)
(fma t_0 (* a a) -1.0)))))
double code(double a, double b) {
double t_0 = fma((a - 4.0), a, 4.0);
double tmp;
if (a <= -1.08e+36) {
tmp = ((t_0 * a) * a) - 1.0;
} else if (a <= 1.02e+70) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = fma(t_0, (a * a), -1.0);
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(a - 4.0), a, 4.0) tmp = 0.0 if (a <= -1.08e+36) tmp = Float64(Float64(Float64(t_0 * a) * a) - 1.0); elseif (a <= 1.02e+70) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = fma(t_0, Float64(a * a), -1.0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision]}, If[LessEqual[a, -1.08e+36], N[(N[(N[(t$95$0 * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 1.02e+70], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(t$95$0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a - 4, a, 4\right)\\
\mathbf{if}\;a \leq -1.08 \cdot 10^{+36}:\\
\;\;\;\;\left(t\_0 \cdot a\right) \cdot a - 1\\
\mathbf{elif}\;a \leq 1.02 \cdot 10^{+70}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0, a \cdot a, -1\right)\\
\end{array}
\end{array}
if a < -1.08000000000000001e36Initial program 76.7%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f6499.9
Applied rewrites99.9%
Taylor expanded in b around 0
+-commutativeN/A
sub-negN/A
mul-1-negN/A
+-commutativeN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
unpow2N/A
unpow3N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
cube-multN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
Applied rewrites99.9%
if -1.08000000000000001e36 < a < 1.02e70Initial program 99.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6494.7
Applied rewrites94.7%
if 1.02e70 < a Initial program 12.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (fma (- a 4.0) a 4.0) (* a a) -1.0)))
(if (<= a -1.08e+36)
t_0
(if (<= a 1.02e+70) (fma (* (fma b b 12.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma(fma((a - 4.0), a, 4.0), (a * a), -1.0);
double tmp;
if (a <= -1.08e+36) {
tmp = t_0;
} else if (a <= 1.02e+70) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(fma(Float64(a - 4.0), a, 4.0), Float64(a * a), -1.0) tmp = 0.0 if (a <= -1.08e+36) tmp = t_0; elseif (a <= 1.02e+70) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]}, If[LessEqual[a, -1.08e+36], t$95$0, If[LessEqual[a, 1.02e+70], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right), a \cdot a, -1\right)\\
\mathbf{if}\;a \leq -1.08 \cdot 10^{+36}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1.02 \cdot 10^{+70}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -1.08000000000000001e36 or 1.02e70 < a Initial program 46.6%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
lift-+.f64N/A
lift-*.f64N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
if -1.08000000000000001e36 < a < 1.02e70Initial program 99.2%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6494.7
Applied rewrites94.7%
(FPCore (a b)
:precision binary64
(if (<= a -3.3e+38)
(fma (* a a) (fma -4.0 a 4.0) -1.0)
(if (<= a 6.8e+153)
(fma (* (fma b b 12.0) b) b -1.0)
(fma (* a a) 4.0 -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -3.3e+38) {
tmp = fma((a * a), fma(-4.0, a, 4.0), -1.0);
} else if (a <= 6.8e+153) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = fma((a * a), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -3.3e+38) tmp = fma(Float64(a * a), fma(-4.0, a, 4.0), -1.0); elseif (a <= 6.8e+153) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = fma(Float64(a * a), 4.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -3.3e+38], N[(N[(a * a), $MachinePrecision] * N[(-4.0 * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 6.8e+153], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -3.3 \cdot 10^{+38}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(-4, a, 4\right), -1\right)\\
\mathbf{elif}\;a \leq 6.8 \cdot 10^{+153}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\end{array}
\end{array}
if a < -3.2999999999999999e38Initial program 76.7%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
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
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites80.2%
if -3.2999999999999999e38 < a < 6.7999999999999995e153Initial program 94.4%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.6
Applied rewrites98.6%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6490.3
Applied rewrites90.3%
if 6.7999999999999995e153 < a Initial program 0.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
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
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (<= a -3.3e+38) (fma (* a a) (fma -4.0 a 4.0) -1.0) (if (<= a 1.3e+145) (fma (* b b) 12.0 -1.0) (fma (* a a) 4.0 -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -3.3e+38) {
tmp = fma((a * a), fma(-4.0, a, 4.0), -1.0);
} else if (a <= 1.3e+145) {
tmp = fma((b * b), 12.0, -1.0);
} else {
tmp = fma((a * a), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -3.3e+38) tmp = fma(Float64(a * a), fma(-4.0, a, 4.0), -1.0); elseif (a <= 1.3e+145) tmp = fma(Float64(b * b), 12.0, -1.0); else tmp = fma(Float64(a * a), 4.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -3.3e+38], N[(N[(a * a), $MachinePrecision] * N[(-4.0 * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 1.3e+145], N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -3.3 \cdot 10^{+38}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(-4, a, 4\right), -1\right)\\
\mathbf{elif}\;a \leq 1.3 \cdot 10^{+145}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\end{array}
\end{array}
if a < -3.2999999999999999e38Initial program 76.7%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
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
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites80.2%
if -3.2999999999999999e38 < a < 1.30000000000000001e145Initial program 96.1%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.6
Applied rewrites98.6%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.3
Applied rewrites91.3%
Taylor expanded in b around 0
Applied rewrites66.5%
if 1.30000000000000001e145 < a Initial program 0.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
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
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites92.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+291) (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+291) {
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+291) 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+291], 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^{+291}:\\
\;\;\;\;\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) < 5.0000000000000001e291Initial program 77.8%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6498.8
Applied rewrites98.8%
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
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6478.3
Applied rewrites78.3%
Taylor expanded in a around 0
Applied rewrites60.1%
if 5.0000000000000001e291 < (*.f64 b b) Initial program 77.0%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/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 rewrites98.6%
(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 77.6%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.1
Applied rewrites99.1%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6467.7
Applied rewrites67.7%
Taylor expanded in b around 0
Applied rewrites47.5%
(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 77.6%
Taylor expanded in a around 0
lower-*.f64N/A
unpow2N/A
lower-*.f6499.1
Applied rewrites99.1%
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
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6466.1
Applied rewrites66.1%
Taylor expanded in a around 0
Applied rewrites22.6%
herbie shell --seed 2024296
(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))