
(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 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) (- 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 (let* ((t_0 (fma a a (* b b)))) (fma (* b 4.0) b (+ -1.0 (* t_0 t_0)))))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
return fma((b * 4.0), b, (-1.0 + (t_0 * t_0)));
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) return fma(Float64(b * 4.0), b, Float64(-1.0 + Float64(t_0 * t_0))) end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, N[(N[(b * 4.0), $MachinePrecision] * b + N[(-1.0 + N[(t$95$0 * t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\mathsf{fma}\left(b \cdot 4, b, -1 + t\_0 \cdot t\_0\right)
\end{array}
\end{array}
Initial program 71.4%
Applied egg-rr73.7%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.4
Simplified99.4%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-fma.f64N/A
remove-double-div99.4
lift-fma.f64N/A
+-commutativeN/A
lift-fma.f64N/A
associate-+l+N/A
Applied egg-rr99.4%
(FPCore (a b)
:precision binary64
(if (<=
(+
(pow (+ (* b b) (* a a)) 2.0)
(* 4.0 (+ (* (* a a) (+ a 1.0)) (* (* b b) (- 1.0 (* a 3.0))))))
2e-14)
-1.0
(* 4.0 (* b b))))
double code(double a, double b) {
double tmp;
if ((pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 2e-14) {
tmp = -1.0;
} else {
tmp = 4.0 * (b * b);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (((((b * b) + (a * a)) ** 2.0d0) + (4.0d0 * (((a * a) * (a + 1.0d0)) + ((b * b) * (1.0d0 - (a * 3.0d0)))))) <= 2d-14) then
tmp = -1.0d0
else
tmp = 4.0d0 * (b * b)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((Math.pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 2e-14) {
tmp = -1.0;
} else {
tmp = 4.0 * (b * b);
}
return tmp;
}
def code(a, b): tmp = 0 if (math.pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 2e-14: tmp = -1.0 else: tmp = 4.0 * (b * b) return tmp
function code(a, b) tmp = 0.0 if (Float64((Float64(Float64(b * b) + Float64(a * a)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(a + 1.0)) + Float64(Float64(b * b) * Float64(1.0 - Float64(a * 3.0)))))) <= 2e-14) tmp = -1.0; else tmp = Float64(4.0 * Float64(b * b)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((((b * b) + (a * a)) ^ 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 2e-14) tmp = -1.0; else tmp = 4.0 * (b * b); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(a + 1.0), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 2e-14], -1.0, N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;{\left(b \cdot b + a \cdot a\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(a + 1\right) + \left(b \cdot b\right) \cdot \left(1 - a \cdot 3\right)\right) \leq 2 \cdot 10^{-14}:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;4 \cdot \left(b \cdot b\right)\\
\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 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) < 2e-14Initial program 100.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Simplified100.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Simplified100.0%
Taylor expanded in b around 0
Simplified99.7%
if 2e-14 < (+.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 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) Initial program 61.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Simplified75.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6435.2
Simplified35.2%
Taylor expanded in b around inf
lower-*.f64N/A
unpow2N/A
lower-*.f6435.7
Simplified35.7%
Final simplification51.7%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma b (* b 2.0) (* a a))))
(if (<= a -820.0)
(* a (* a t_0))
(if (<= a 3000000000000.0)
(fma (* b (fma b b 4.0)) b -1.0)
(fma 4.0 (* b b) (fma (* a a) t_0 -1.0))))))
double code(double a, double b) {
double t_0 = fma(b, (b * 2.0), (a * a));
double tmp;
if (a <= -820.0) {
tmp = a * (a * t_0);
} else if (a <= 3000000000000.0) {
tmp = fma((b * fma(b, b, 4.0)), b, -1.0);
} else {
tmp = fma(4.0, (b * b), fma((a * a), t_0, -1.0));
}
return tmp;
}
function code(a, b) t_0 = fma(b, Float64(b * 2.0), Float64(a * a)) tmp = 0.0 if (a <= -820.0) tmp = Float64(a * Float64(a * t_0)); elseif (a <= 3000000000000.0) tmp = fma(Float64(b * fma(b, b, 4.0)), b, -1.0); else tmp = fma(4.0, Float64(b * b), fma(Float64(a * a), t_0, -1.0)); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(b * N[(b * 2.0), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -820.0], N[(a * N[(a * t$95$0), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 3000000000000.0], N[(N[(b * N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(4.0 * N[(b * b), $MachinePrecision] + N[(N[(a * a), $MachinePrecision] * t$95$0 + -1.0), $MachinePrecision]), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(b, b \cdot 2, a \cdot a\right)\\
\mathbf{if}\;a \leq -820:\\
\;\;\;\;a \cdot \left(a \cdot t\_0\right)\\
\mathbf{elif}\;a \leq 3000000000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot \mathsf{fma}\left(b, b, 4\right), b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4, b \cdot b, \mathsf{fma}\left(a \cdot a, t\_0, -1\right)\right)\\
\end{array}
\end{array}
if a < -820Initial program 27.2%
Applied egg-rr36.3%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.0
Simplified99.0%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-fma.f64N/A
remove-double-div99.0
lift-fma.f64N/A
+-commutativeN/A
lift-fma.f64N/A
associate-+l+N/A
Applied egg-rr99.0%
Taylor expanded in a around inf
metadata-evalN/A
pow-sqrN/A
associate-*l*N/A
unpow2N/A
distribute-rgt-inN/A
*-lft-identityN/A
associate-*r/N/A
associate-*l/N/A
associate-/l*N/A
*-rgt-identityN/A
associate-*r/N/A
rgt-mult-inverseN/A
*-rgt-identityN/A
+-commutativeN/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
Simplified97.7%
if -820 < a < 3e12Initial program 99.8%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.1
Simplified99.1%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6499.2
Applied egg-rr99.2%
if 3e12 < a Initial program 60.9%
Applied egg-rr60.8%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.7
Simplified99.7%
Taylor expanded in b around 0
associate--l+N/A
distribute-rgt-inN/A
associate-*r*N/A
associate-+l+N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
associate-+r-N/A
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
lower-fma.f64N/A
Simplified99.3%
(FPCore (a b) :precision binary64 (let* ((t_0 (fma a a (* b b)))) (fma t_0 t_0 (fma b (* b 4.0) -1.0))))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
return fma(t_0, t_0, fma(b, (b * 4.0), -1.0));
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) return fma(t_0, t_0, fma(b, Float64(b * 4.0), -1.0)) end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, N[(t$95$0 * t$95$0 + N[(b * N[(b * 4.0), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\mathsf{fma}\left(t\_0, t\_0, \mathsf{fma}\left(b, b \cdot 4, -1\right)\right)
\end{array}
\end{array}
Initial program 71.4%
Applied egg-rr73.7%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.4
Simplified99.4%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-fma.f64N/A
remove-double-div99.4
lift-fma.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f6499.4
Applied egg-rr99.4%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* a (* a (fma b (* b 2.0) (* a a))))))
(if (<= a -820.0)
t_0
(if (<= a 3000000000000.0) (fma (* b (fma b b 4.0)) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = a * (a * fma(b, (b * 2.0), (a * a)));
double tmp;
if (a <= -820.0) {
tmp = t_0;
} else if (a <= 3000000000000.0) {
tmp = fma((b * fma(b, b, 4.0)), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(a * Float64(a * fma(b, Float64(b * 2.0), Float64(a * a)))) tmp = 0.0 if (a <= -820.0) tmp = t_0; elseif (a <= 3000000000000.0) tmp = fma(Float64(b * fma(b, b, 4.0)), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(a * N[(a * N[(b * N[(b * 2.0), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -820.0], t$95$0, If[LessEqual[a, 3000000000000.0], N[(N[(b * N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := a \cdot \left(a \cdot \mathsf{fma}\left(b, b \cdot 2, a \cdot a\right)\right)\\
\mathbf{if}\;a \leq -820:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 3000000000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot \mathsf{fma}\left(b, b, 4\right), b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -820 or 3e12 < a Initial program 43.8%
Applied egg-rr48.4%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.4
Simplified99.4%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
lift-fma.f64N/A
remove-double-div99.4
lift-fma.f64N/A
+-commutativeN/A
lift-fma.f64N/A
associate-+l+N/A
Applied egg-rr99.4%
Taylor expanded in a around inf
metadata-evalN/A
pow-sqrN/A
associate-*l*N/A
unpow2N/A
distribute-rgt-inN/A
*-lft-identityN/A
associate-*r/N/A
associate-*l/N/A
associate-/l*N/A
*-rgt-identityN/A
associate-*r/N/A
rgt-mult-inverseN/A
*-rgt-identityN/A
+-commutativeN/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
Simplified98.5%
if -820 < a < 3e12Initial program 99.8%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.1
Simplified99.1%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6499.2
Applied egg-rr99.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+67) (fma (* a (fma a (+ 4.0 a) 4.0)) a -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+67) {
tmp = fma((a * fma(a, (4.0 + a), 4.0)), a, -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+67) tmp = fma(Float64(a * fma(a, Float64(4.0 + a), 4.0)), 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], 1e+67], N[(N[(a * N[(a * N[(4.0 + a), $MachinePrecision] + 4.0), $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 10^{+67}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot \mathsf{fma}\left(a, 4 + a, 4\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) < 9.99999999999999983e66Initial program 80.7%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Simplified86.5%
Applied egg-rr86.5%
Taylor expanded in b around 0
Simplified93.6%
if 9.99999999999999983e66 < (*.f64 b b) Initial program 58.0%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6495.5
Simplified95.5%
Final simplification94.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+67) (fma (* a a) (fma a (+ 4.0 a) 4.0) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+67) {
tmp = fma((a * a), fma(a, (4.0 + a), 4.0), -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+67) tmp = fma(Float64(a * a), fma(a, Float64(4.0 + a), 4.0), -1.0); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+67], N[(N[(a * a), $MachinePrecision] * N[(a * N[(4.0 + a), $MachinePrecision] + 4.0), $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 10^{+67}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, 4 + a, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 9.99999999999999983e66Initial program 80.7%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Simplified86.5%
Taylor expanded in b around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
distribute-rgt-inN/A
lower-fma.f64N/A
lower-+.f6493.6
Simplified93.6%
if 9.99999999999999983e66 < (*.f64 b b) Initial program 58.0%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6495.5
Simplified95.5%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* a (* a (* a (+ 4.0 a))))))
(if (<= a -2300.0)
t_0
(if (<= a 46000000000000.0) (fma (* b (fma b b 4.0)) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = a * (a * (a * (4.0 + a)));
double tmp;
if (a <= -2300.0) {
tmp = t_0;
} else if (a <= 46000000000000.0) {
tmp = fma((b * fma(b, b, 4.0)), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(a * Float64(a * Float64(a * Float64(4.0 + a)))) tmp = 0.0 if (a <= -2300.0) tmp = t_0; elseif (a <= 46000000000000.0) tmp = fma(Float64(b * fma(b, b, 4.0)), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(a * N[(a * N[(a * N[(4.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -2300.0], t$95$0, If[LessEqual[a, 46000000000000.0], N[(N[(b * N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := a \cdot \left(a \cdot \left(a \cdot \left(4 + a\right)\right)\right)\\
\mathbf{if}\;a \leq -2300:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 46000000000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot \mathsf{fma}\left(b, b, 4\right), b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -2300 or 4.6e13 < a Initial program 43.8%
Taylor expanded in a around inf
lower-*.f64N/A
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-+.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f6491.3
Simplified91.3%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
lower-+.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6491.3
Simplified91.3%
lift-+.f64N/A
lift-*.f64N/A
associate-*r*N/A
*-commutativeN/A
lift-+.f64N/A
+-commutativeN/A
lift-+.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift-+.f64N/A
lower-*.f6491.3
lift-+.f64N/A
+-commutativeN/A
lift-+.f6491.3
Applied egg-rr91.3%
if -2300 < a < 4.6e13Initial program 99.8%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.1
Simplified99.1%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6499.2
Applied egg-rr99.2%
Final simplification95.2%
(FPCore (a b) :precision binary64 (if (<= a -430000.0) (* a (* a (* a a))) (if (<= a 7.5e+18) (fma (* b (fma b b 4.0)) b -1.0) (* (* a a) (* a a)))))
double code(double a, double b) {
double tmp;
if (a <= -430000.0) {
tmp = a * (a * (a * a));
} else if (a <= 7.5e+18) {
tmp = fma((b * fma(b, b, 4.0)), b, -1.0);
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -430000.0) tmp = Float64(a * Float64(a * Float64(a * a))); elseif (a <= 7.5e+18) tmp = fma(Float64(b * fma(b, b, 4.0)), b, -1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
code[a_, b_] := If[LessEqual[a, -430000.0], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 7.5e+18], N[(N[(b * N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -430000:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\mathbf{elif}\;a \leq 7.5 \cdot 10^{+18}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot \mathsf{fma}\left(b, b, 4\right), b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < -4.3e5Initial program 27.2%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6491.9
Simplified91.9%
if -4.3e5 < a < 7.5e18Initial program 99.1%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6498.3
Simplified98.3%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6498.4
Applied egg-rr98.4%
if 7.5e18 < a Initial program 61.2%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6491.5
Simplified91.5%
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lower-*.f6491.5
Applied egg-rr91.5%
(FPCore (a b) :precision binary64 (if (<= a -430000.0) (* a (* a (* a a))) (if (<= a 7.5e+18) (fma (* b b) (fma b b 4.0) -1.0) (* (* a a) (* a a)))))
double code(double a, double b) {
double tmp;
if (a <= -430000.0) {
tmp = a * (a * (a * a));
} else if (a <= 7.5e+18) {
tmp = fma((b * b), fma(b, b, 4.0), -1.0);
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -430000.0) tmp = Float64(a * Float64(a * Float64(a * a))); elseif (a <= 7.5e+18) tmp = fma(Float64(b * b), fma(b, b, 4.0), -1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
code[a_, b_] := If[LessEqual[a, -430000.0], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 7.5e+18], N[(N[(b * b), $MachinePrecision] * N[(b * b + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -430000:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\mathbf{elif}\;a \leq 7.5 \cdot 10^{+18}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < -4.3e5Initial program 27.2%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6491.9
Simplified91.9%
if -4.3e5 < a < 7.5e18Initial program 99.1%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6498.3
Simplified98.3%
if 7.5e18 < a Initial program 61.2%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6491.5
Simplified91.5%
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lower-*.f6491.5
Applied egg-rr91.5%
(FPCore (a b) :precision binary64 (if (<= a -2050.0) (* a (* a (* a a))) (if (<= a 420.0) (fma 4.0 (* b b) -1.0) (* (* a a) (* a a)))))
double code(double a, double b) {
double tmp;
if (a <= -2050.0) {
tmp = a * (a * (a * a));
} else if (a <= 420.0) {
tmp = fma(4.0, (b * b), -1.0);
} else {
tmp = (a * a) * (a * a);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -2050.0) tmp = Float64(a * Float64(a * Float64(a * a))); elseif (a <= 420.0) tmp = fma(4.0, Float64(b * b), -1.0); else tmp = Float64(Float64(a * a) * Float64(a * a)); end return tmp end
code[a_, b_] := If[LessEqual[a, -2050.0], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 420.0], N[(4.0 * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -2050:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\mathbf{elif}\;a \leq 420:\\
\;\;\;\;\mathsf{fma}\left(4, b \cdot b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right)\\
\end{array}
\end{array}
if a < -2050Initial program 27.2%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6491.9
Simplified91.9%
if -2050 < a < 420Initial program 99.9%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Simplified74.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6474.4
Simplified74.4%
if 420 < a Initial program 62.6%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6486.7
Simplified86.7%
lift-*.f64N/A
associate-*r*N/A
lift-*.f64N/A
lower-*.f6486.7
Applied egg-rr86.7%
(FPCore (a b) :precision binary64 (let* ((t_0 (* a (* a (* a a))))) (if (<= a -2050.0) t_0 (if (<= a 420.0) (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 <= -2050.0) {
tmp = t_0;
} else if (a <= 420.0) {
tmp = fma(4.0, (b * b), -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 <= -2050.0) tmp = t_0; elseif (a <= 420.0) tmp = fma(4.0, Float64(b * b), -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, -2050.0], t$95$0, If[LessEqual[a, 420.0], N[(4.0 * N[(b * b), $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 -2050:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 420:\\
\;\;\;\;\mathsf{fma}\left(4, b \cdot b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -2050 or 420 < a Initial program 45.0%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6489.3
Simplified89.3%
if -2050 < a < 420Initial program 99.9%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Simplified74.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6474.4
Simplified74.4%
(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(4.0, Float64(b * b), -1.0) end
code[a_, b_] := N[(4.0 * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(4, b \cdot b, -1\right)
\end{array}
Initial program 71.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Simplified81.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6451.4
Simplified51.4%
(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 71.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Simplified81.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6451.4
Simplified51.4%
Taylor expanded in b around 0
Simplified25.5%
herbie shell --seed 2024208
(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))