
(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 (if (<= (* b b) 5e-15) (fma (* a a) (fma a (+ a -4.0) 4.0) -1.0) (+ -1.0 (+ (/ (fma a a (* b b)) (/ 1.0 (* b b))) (* 4.0 (* (* b b) 3.0))))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = fma((a * a), fma(a, (a + -4.0), 4.0), -1.0);
} else {
tmp = -1.0 + ((fma(a, a, (b * b)) / (1.0 / (b * b))) + (4.0 * ((b * b) * 3.0)));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = fma(Float64(a * a), fma(a, Float64(a + -4.0), 4.0), -1.0); else tmp = Float64(-1.0 + Float64(Float64(fma(a, a, Float64(b * b)) / Float64(1.0 / Float64(b * b))) + Float64(4.0 * Float64(Float64(b * b) * 3.0)))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + -4.0), $MachinePrecision] + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(-1.0 + N[(N[(N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision] / N[(1.0 / N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(4.0 * N[(N[(b * b), $MachinePrecision] * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a + -4, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;-1 + \left(\frac{\mathsf{fma}\left(a, a, b \cdot b\right)}{\frac{1}{b \cdot b}} + 4 \cdot \left(\left(b \cdot b\right) \cdot 3\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 82.8%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6482.8
Simplified82.8%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
unpow2N/A
unsub-negN/A
--lowering--.f64N/A
unpow2N/A
*-lowering-*.f6482.8
Simplified82.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f6499.9
Simplified99.9%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 73.4%
unpow2N/A
flip3-+N/A
clear-numN/A
un-div-invN/A
/-lowering-/.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
clear-numN/A
flip3-+N/A
/-lowering-/.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6473.4
Applied egg-rr73.4%
Taylor expanded in a around 0
*-commutativeN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6499.9
Simplified99.9%
Taylor expanded in a around 0
/-lowering-/.f64N/A
unpow2N/A
*-lowering-*.f6497.6
Simplified97.6%
Final simplification98.8%
(FPCore (a b)
:precision binary64
(if (<=
(+
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ a 3.0))))
(pow (+ (* a a) (* b b)) 2.0))
0.5)
-1.0
(* (* a a) 4.0)))
double code(double a, double b) {
double tmp;
if (((4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0)))) + pow(((a * a) + (b * b)), 2.0)) <= 0.5) {
tmp = -1.0;
} else {
tmp = (a * a) * 4.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (((4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (a + 3.0d0)))) + (((a * a) + (b * b)) ** 2.0d0)) <= 0.5d0) then
tmp = -1.0d0
else
tmp = (a * a) * 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (((4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0)))) + Math.pow(((a * a) + (b * b)), 2.0)) <= 0.5) {
tmp = -1.0;
} else {
tmp = (a * a) * 4.0;
}
return tmp;
}
def code(a, b): tmp = 0 if ((4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0)))) + math.pow(((a * a) + (b * b)), 2.0)) <= 0.5: tmp = -1.0 else: tmp = (a * a) * 4.0 return tmp
function code(a, b) tmp = 0.0 if (Float64(Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(a + 3.0)))) + (Float64(Float64(a * a) + Float64(b * b)) ^ 2.0)) <= 0.5) tmp = -1.0; else tmp = Float64(Float64(a * a) * 4.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0)))) + (((a * a) + (b * b)) ^ 2.0)) <= 0.5) tmp = -1.0; else tmp = (a * a) * 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(a + 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision], 0.5], -1.0, N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(a + 3\right)\right) + {\left(a \cdot a + b \cdot b\right)}^{2} \leq 0.5:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4\\
\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))))) < 0.5Initial program 100.0%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6497.2
Simplified97.2%
Taylor expanded in a around 0
Simplified97.2%
if 0.5 < (+.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 71.2%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6449.4
Simplified49.4%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
unpow2N/A
unsub-negN/A
--lowering--.f64N/A
unpow2N/A
*-lowering-*.f6437.3
Simplified37.3%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6427.0
Simplified27.0%
Taylor expanded in a around inf
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6427.4
Simplified27.4%
Final simplification44.9%
(FPCore (a b)
:precision binary64
(if (<= (* b b) 1e-53)
(fma (* a a) (fma a (+ a -4.0) 4.0) -1.0)
(if (<= (* b b) 2e+115)
(+
-1.0
(+
(* b (* b (* b b)))
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ a 3.0))))))
(fma (* b b) (fma b b 12.0) -1.0))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e-53) {
tmp = fma((a * a), fma(a, (a + -4.0), 4.0), -1.0);
} else if ((b * b) <= 2e+115) {
tmp = -1.0 + ((b * (b * (b * b))) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (a + 3.0)))));
} else {
tmp = fma((b * b), fma(b, b, 12.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e-53) tmp = fma(Float64(a * a), fma(a, Float64(a + -4.0), 4.0), -1.0); elseif (Float64(b * b) <= 2e+115) tmp = Float64(-1.0 + Float64(Float64(b * Float64(b * Float64(b * b))) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(a + 3.0)))))); else tmp = fma(Float64(b * b), fma(b, b, 12.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e-53], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + -4.0), $MachinePrecision] + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[N[(b * b), $MachinePrecision], 2e+115], N[(-1.0 + N[(N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(a + 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b + 12.0), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{-53}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a + -4, 4\right), -1\right)\\
\mathbf{elif}\;b \cdot b \leq 2 \cdot 10^{+115}:\\
\;\;\;\;-1 + \left(b \cdot \left(b \cdot \left(b \cdot b\right)\right) + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(a + 3\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.00000000000000003e-53Initial program 81.9%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6481.9
Simplified81.9%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
unpow2N/A
unsub-negN/A
--lowering--.f64N/A
unpow2N/A
*-lowering-*.f6481.9
Simplified81.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f6499.9
Simplified99.9%
if 1.00000000000000003e-53 < (*.f64 b b) < 2e115Initial program 90.7%
Taylor expanded in a around 0
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6485.0
Simplified85.0%
if 2e115 < (*.f64 b b) Initial program 69.1%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
accelerator-lowering-fma.f64100.0
Simplified100.0%
Final simplification98.0%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma b b (* a a)))) (fma (/ -1.0 (/ -1.0 t_0)) t_0 (fma (* b b) 12.0 -1.0))))
double code(double a, double b) {
double t_0 = fma(b, b, (a * a));
return fma((-1.0 / (-1.0 / t_0)), t_0, fma((b * b), 12.0, -1.0));
}
function code(a, b) t_0 = fma(b, b, Float64(a * a)) return fma(Float64(-1.0 / Float64(-1.0 / t_0)), t_0, fma(Float64(b * b), 12.0, -1.0)) end
code[a_, b_] := Block[{t$95$0 = N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision]}, N[(N[(-1.0 / N[(-1.0 / t$95$0), $MachinePrecision]), $MachinePrecision] * t$95$0 + N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b, a \cdot a\right)\\
\mathsf{fma}\left(\frac{-1}{\frac{-1}{t\_0}}, t\_0, \mathsf{fma}\left(b \cdot b, 12, -1\right)\right)
\end{array}
\end{array}
Initial program 78.4%
unpow2N/A
flip3-+N/A
clear-numN/A
un-div-invN/A
/-lowering-/.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
clear-numN/A
flip3-+N/A
/-lowering-/.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6478.4
Applied egg-rr78.4%
remove-double-divN/A
frac-2negN/A
metadata-evalN/A
associate-/l/N/A
/-lowering-/.f64N/A
*-lowering-*.f64N/A
/-lowering-/.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
distribute-neg-fracN/A
metadata-evalN/A
/-lowering-/.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6478.3
Applied egg-rr78.3%
Taylor expanded in a around 0
*-commutativeN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6498.5
Simplified98.5%
associate--l+N/A
*-commutativeN/A
div-invN/A
associate-/r/N/A
accelerator-lowering-fma.f64N/A
/-lowering-/.f64N/A
/-lowering-/.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
sub-negN/A
Applied egg-rr98.5%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (fma (* a a) (fma a (+ a -4.0) 4.0) -1.0) (fma b (* b 12.0) (fma b (* b (* b b)) -1.0))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = fma((a * a), fma(a, (a + -4.0), 4.0), -1.0);
} else {
tmp = fma(b, (b * 12.0), fma(b, (b * (b * b)), -1.0));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = fma(Float64(a * a), fma(a, Float64(a + -4.0), 4.0), -1.0); else tmp = fma(b, Float64(b * 12.0), fma(b, Float64(b * Float64(b * b)), -1.0)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + -4.0), $MachinePrecision] + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * 12.0), $MachinePrecision] + N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a + -4, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b, b \cdot 12, \mathsf{fma}\left(b, b \cdot \left(b \cdot b\right), -1\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 82.8%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6482.8
Simplified82.8%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
unpow2N/A
unsub-negN/A
--lowering--.f64N/A
unpow2N/A
*-lowering-*.f6482.8
Simplified82.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f6499.9
Simplified99.9%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 73.4%
unpow2N/A
flip3-+N/A
clear-numN/A
un-div-invN/A
/-lowering-/.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
clear-numN/A
flip3-+N/A
/-lowering-/.f64N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6473.4
Applied egg-rr73.4%
Taylor expanded in a around 0
*-commutativeN/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6499.9
Simplified99.9%
Taylor expanded in a around 0
associate--l+N/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
sub-negN/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6491.2
Simplified91.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (fma (* a a) (fma a (+ a -4.0) 4.0) -1.0) (fma (* b b) (fma b b 12.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = fma((a * a), fma(a, (a + -4.0), 4.0), -1.0);
} else {
tmp = fma((b * b), fma(b, b, 12.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = fma(Float64(a * a), fma(a, Float64(a + -4.0), 4.0), -1.0); else tmp = fma(Float64(b * b), fma(b, b, 12.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + -4.0), $MachinePrecision] + 4.0), $MachinePrecision] + -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}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a + -4, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 82.8%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6482.8
Simplified82.8%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
unpow2N/A
unsub-negN/A
--lowering--.f64N/A
unpow2N/A
*-lowering-*.f6482.8
Simplified82.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f64N/A
+-commutativeN/A
accelerator-lowering-fma.f64N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f6499.9
Simplified99.9%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 73.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
accelerator-lowering-fma.f6491.2
Simplified91.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (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 ((b * b) <= 5e-15) {
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 (Float64(b * b) <= 5e-15) tmp = fma(Float64(a * Float64(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[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(a * N[(a * a), $MachinePrecision]), $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}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot \left(a \cdot a\right), 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 (*.f64 b b) < 4.99999999999999999e-15Initial program 82.8%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6497.2
Simplified97.2%
sub-negN/A
*-commutativeN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f6497.2
Applied egg-rr97.2%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 73.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
accelerator-lowering-fma.f6491.2
Simplified91.2%
(FPCore (a b) :precision binary64 (let* ((t_0 (* a (* a (* a a))))) (if (<= a -50000000000.0) t_0 (if (<= a 2.4) (fma b (* b 12.0) -1.0) t_0))))
double code(double a, double b) {
double t_0 = a * (a * (a * a));
double tmp;
if (a <= -50000000000.0) {
tmp = t_0;
} else if (a <= 2.4) {
tmp = fma(b, (b * 12.0), -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(a * Float64(a * Float64(a * a))) tmp = 0.0 if (a <= -50000000000.0) tmp = t_0; elseif (a <= 2.4) tmp = fma(b, Float64(b * 12.0), -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -50000000000.0], t$95$0, If[LessEqual[a, 2.4], N[(b * N[(b * 12.0), $MachinePrecision] + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\mathbf{if}\;a \leq -50000000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 2.4:\\
\;\;\;\;\mathsf{fma}\left(b, b \cdot 12, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -5e10 or 2.39999999999999991 < a Initial program 57.4%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6485.0
Simplified85.0%
if -5e10 < a < 2.39999999999999991Initial program 98.4%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6472.3
Simplified72.3%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6472.1
Simplified72.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e-9) (fma (* a (* a a)) a -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e-9) {
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) <= 2e-9) tmp = fma(Float64(a * Float64(a * a)), a, -1.0); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e-9], N[(N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{-9}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot \left(a \cdot a\right), a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 2.00000000000000012e-9Initial program 82.9%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6496.9
Simplified96.9%
sub-negN/A
*-commutativeN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f64N/A
*-lowering-*.f6496.9
Applied egg-rr96.9%
if 2.00000000000000012e-9 < (*.f64 b b) Initial program 73.2%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6489.6
Simplified89.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e-9) (fma 4.0 (* a a) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e-9) {
tmp = fma(4.0, (a * a), -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e-9) tmp = fma(4.0, Float64(a * a), -1.0); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e-9], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{-9}:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 2.00000000000000012e-9Initial program 82.9%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6482.9
Simplified82.9%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
unpow2N/A
unsub-negN/A
--lowering--.f64N/A
unpow2N/A
*-lowering-*.f6482.6
Simplified82.6%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6471.8
Simplified71.8%
if 2.00000000000000012e-9 < (*.f64 b b) Initial program 73.2%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f64N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6489.6
Simplified89.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+276) (fma 4.0 (* a a) -1.0) (fma b (* b 12.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+276) {
tmp = fma(4.0, (a * a), -1.0);
} else {
tmp = fma(b, (b * 12.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+276) tmp = fma(4.0, Float64(a * a), -1.0); else tmp = fma(b, Float64(b * 12.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+276], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * 12.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+276}:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b, b \cdot 12, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 2.0000000000000001e276Initial program 82.0%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6463.6
Simplified63.6%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
unpow2N/A
unsub-negN/A
--lowering--.f64N/A
unpow2N/A
*-lowering-*.f6464.5
Simplified64.5%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6455.4
Simplified55.4%
if 2.0000000000000001e276 < (*.f64 b b) Initial program 66.1%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6456.9
Simplified56.9%
Taylor expanded in a around 0
sub-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
*-lowering-*.f6489.4
Simplified89.4%
(FPCore (a b) :precision binary64 (fma 4.0 (* a a) -1.0))
double code(double a, double b) {
return fma(4.0, (a * a), -1.0);
}
function code(a, b) return fma(4.0, Float64(a * a), -1.0) end
code[a_, b_] := N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(4, a \cdot a, -1\right)
\end{array}
Initial program 78.4%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6462.1
Simplified62.1%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-lowering-*.f64N/A
distribute-rgt-inN/A
*-lft-identityN/A
mul-1-negN/A
distribute-lft-neg-outN/A
unpow2N/A
unsub-negN/A
--lowering--.f64N/A
unpow2N/A
*-lowering-*.f6452.8
Simplified52.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f64N/A
unpow2N/A
*-lowering-*.f6444.7
Simplified44.7%
(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 78.4%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
*-lowering-*.f64N/A
cube-multN/A
unpow2N/A
*-lowering-*.f64N/A
unpow2N/A
*-lowering-*.f6466.2
Simplified66.2%
Taylor expanded in a around 0
Simplified24.9%
herbie shell --seed 2024207
(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))