
(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 (let* ((t_0 (fma a a (* b b)))) (/ 1.0 (/ 1.0 (fma 4.0 (* (* b b) 3.0) (fma t_0 t_0 -1.0))))))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
return 1.0 / (1.0 / fma(4.0, ((b * b) * 3.0), fma(t_0, t_0, -1.0)));
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) return Float64(1.0 / Float64(1.0 / fma(4.0, Float64(Float64(b * b) * 3.0), fma(t_0, t_0, -1.0)))) end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, N[(1.0 / N[(1.0 / N[(4.0 * N[(N[(b * b), $MachinePrecision] * 3.0), $MachinePrecision] + N[(t$95$0 * t$95$0 + -1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\frac{1}{\frac{1}{\mathsf{fma}\left(4, \left(b \cdot b\right) \cdot 3, \mathsf{fma}\left(t\_0, t\_0, -1\right)\right)}}
\end{array}
\end{array}
Initial program 73.7%
Applied rewrites74.4%
Taylor expanded in a around 0
*-commutativeN/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.3
Applied rewrites99.3%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma a a (* b b))))
(if (<=
(+
(pow (+ (* b b) (* a a)) 2.0)
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a)))))
INFINITY)
(fma t_0 t_0 (fma 4.0 (fma a (* a (- 1.0 a)) (* b (* b (+ 3.0 a)))) -1.0))
(* a (* a (* a a))))))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
double tmp;
if ((pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= ((double) INFINITY)) {
tmp = fma(t_0, t_0, fma(4.0, fma(a, (a * (1.0 - a)), (b * (b * (3.0 + a)))), -1.0));
} else {
tmp = a * (a * (a * a));
}
return tmp;
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) tmp = 0.0 if (Float64((Float64(Float64(b * b) + Float64(a * a)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) <= Inf) tmp = fma(t_0, t_0, fma(4.0, fma(a, Float64(a * Float64(1.0 - a)), Float64(b * Float64(b * Float64(3.0 + a)))), -1.0)); else tmp = Float64(a * Float64(a * Float64(a * a))); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, 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[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], Infinity], N[(t$95$0 * t$95$0 + N[(4.0 * N[(a * N[(a * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(b * N[(b * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\mathbf{if}\;{\left(b \cdot b + a \cdot a\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) \leq \infty:\\
\;\;\;\;\mathsf{fma}\left(t\_0, t\_0, \mathsf{fma}\left(4, \mathsf{fma}\left(a, a \cdot \left(1 - a\right), b \cdot \left(b \cdot \left(3 + a\right)\right)\right), -1\right)\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\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 3 binary64) a))))) < +inf.0Initial program 99.8%
Applied rewrites99.8%
if +inf.0 < (+.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 0.0%
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-*.f6494.5
Applied rewrites94.5%
Final simplification98.4%
(FPCore (a b)
:precision binary64
(if (<=
(+
(pow (+ (* b b) (* a a)) 2.0)
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a)))))
0.02)
-1.0
(* 4.0 (* a a))))
double code(double a, double b) {
double tmp;
if ((pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.02) {
tmp = -1.0;
} else {
tmp = 4.0 * (a * a);
}
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) * (1.0d0 - a)) + ((b * b) * (3.0d0 + a))))) <= 0.02d0) then
tmp = -1.0d0
else
tmp = 4.0d0 * (a * a)
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) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.02) {
tmp = -1.0;
} else {
tmp = 4.0 * (a * a);
}
return tmp;
}
def code(a, b): tmp = 0 if (math.pow(((b * b) + (a * a)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.02: tmp = -1.0 else: tmp = 4.0 * (a * a) 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(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) <= 0.02) tmp = -1.0; else tmp = Float64(4.0 * Float64(a * a)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((((b * b) + (a * a)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.02) tmp = -1.0; else tmp = 4.0 * (a * a); 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[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.02], -1.0, N[(4.0 * N[(a * a), $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(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right) \leq 0.02:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;4 \cdot \left(a \cdot a\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 3 binary64) a))))) < 0.0200000000000000004Initial program 100.0%
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-*.f6496.6
Applied rewrites96.6%
Taylor expanded in a around 0
Applied rewrites96.6%
if 0.0200000000000000004 < (+.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 65.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
sub-negN/A
mul-1-negN/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f6463.8
Applied rewrites63.8%
Taylor expanded in a around 0
Applied rewrites35.0%
Taylor expanded in a around inf
lower-*.f64N/A
unpow2N/A
lower-*.f6435.4
Applied rewrites35.4%
Final simplification50.2%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma a a (* b b))) (t_1 (* a (* a a))))
(if (<= a -3.1)
(fma t_0 t_0 (* t_1 -4.0))
(if (<= a 1e+16) (fma (* b (fma b b 12.0)) b -1.0) (* a t_1)))))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
double t_1 = a * (a * a);
double tmp;
if (a <= -3.1) {
tmp = fma(t_0, t_0, (t_1 * -4.0));
} else if (a <= 1e+16) {
tmp = fma((b * fma(b, b, 12.0)), b, -1.0);
} else {
tmp = a * t_1;
}
return tmp;
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) t_1 = Float64(a * Float64(a * a)) tmp = 0.0 if (a <= -3.1) tmp = fma(t_0, t_0, Float64(t_1 * -4.0)); elseif (a <= 1e+16) tmp = fma(Float64(b * fma(b, b, 12.0)), b, -1.0); else tmp = Float64(a * t_1); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -3.1], N[(t$95$0 * t$95$0 + N[(t$95$1 * -4.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 1e+16], N[(N[(b * N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(a * t$95$1), $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
t_1 := a \cdot \left(a \cdot a\right)\\
\mathbf{if}\;a \leq -3.1:\\
\;\;\;\;\mathsf{fma}\left(t\_0, t\_0, t\_1 \cdot -4\right)\\
\mathbf{elif}\;a \leq 10^{+16}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot \mathsf{fma}\left(b, b, 12\right), b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot t\_1\\
\end{array}
\end{array}
if a < -3.10000000000000009Initial program 66.0%
Applied rewrites66.0%
Taylor expanded in a around inf
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.8
Applied rewrites99.8%
if -3.10000000000000009 < a < 1e16Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.1
Applied rewrites99.1%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6499.1
Applied rewrites99.1%
if 1e16 < a Initial program 30.1%
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-*.f6495.5
Applied rewrites95.5%
Final simplification98.4%
(FPCore (a b) :precision binary64 (if (<= a -13.5) (fma (* a (fma a a (fma -4.0 a 4.0))) a -1.0) (if (<= a 1e+16) (fma (* b (fma b b 12.0)) b -1.0) (* a (* a (* a a))))))
double code(double a, double b) {
double tmp;
if (a <= -13.5) {
tmp = fma((a * fma(a, a, fma(-4.0, a, 4.0))), a, -1.0);
} else if (a <= 1e+16) {
tmp = fma((b * fma(b, b, 12.0)), b, -1.0);
} else {
tmp = a * (a * (a * a));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -13.5) tmp = fma(Float64(a * fma(a, a, fma(-4.0, a, 4.0))), a, -1.0); elseif (a <= 1e+16) tmp = fma(Float64(b * fma(b, b, 12.0)), b, -1.0); else tmp = Float64(a * Float64(a * Float64(a * a))); end return tmp end
code[a_, b_] := If[LessEqual[a, -13.5], N[(N[(a * N[(a * a + N[(-4.0 * a + 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 1e+16], N[(N[(b * N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -13.5:\\
\;\;\;\;\mathsf{fma}\left(a \cdot \mathsf{fma}\left(a, a, \mathsf{fma}\left(-4, a, 4\right)\right), a, -1\right)\\
\mathbf{elif}\;a \leq 10^{+16}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot \mathsf{fma}\left(b, b, 12\right), b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\end{array}
\end{array}
if a < -13.5Initial program 66.0%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
sub-negN/A
mul-1-negN/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f6494.4
Applied rewrites94.4%
lift-neg.f64N/A
lift-fma.f64N/A
lift-fma.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6494.4
lift-fma.f64N/A
lift-neg.f64N/A
distribute-rgt-neg-outN/A
distribute-lft-neg-inN/A
lower-fma.f64N/A
metadata-eval94.4
Applied rewrites94.4%
if -13.5 < a < 1e16Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.1
Applied rewrites99.1%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6499.1
Applied rewrites99.1%
if 1e16 < a Initial program 30.1%
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-*.f6495.5
Applied rewrites95.5%
(FPCore (a b) :precision binary64 (if (<= a -13.5) (fma (* a a) (fma a (+ a -4.0) 4.0) -1.0) (if (<= a 1e+16) (fma (* b (fma b b 12.0)) b -1.0) (* a (* a (* a a))))))
double code(double a, double b) {
double tmp;
if (a <= -13.5) {
tmp = fma((a * a), fma(a, (a + -4.0), 4.0), -1.0);
} else if (a <= 1e+16) {
tmp = fma((b * fma(b, b, 12.0)), b, -1.0);
} else {
tmp = a * (a * (a * a));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -13.5) tmp = fma(Float64(a * a), fma(a, Float64(a + -4.0), 4.0), -1.0); elseif (a <= 1e+16) tmp = fma(Float64(b * fma(b, b, 12.0)), b, -1.0); else tmp = Float64(a * Float64(a * Float64(a * a))); end return tmp end
code[a_, b_] := If[LessEqual[a, -13.5], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + -4.0), $MachinePrecision] + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 1e+16], N[(N[(b * N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -13.5:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a + -4, 4\right), -1\right)\\
\mathbf{elif}\;a \leq 10^{+16}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot \mathsf{fma}\left(b, b, 12\right), b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\end{array}
\end{array}
if a < -13.5Initial program 66.0%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
sub-negN/A
mul-1-negN/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f6494.4
Applied rewrites94.4%
Taylor expanded in a around 0
+-commutativeN/A
lower-fma.f64N/A
sub-negN/A
metadata-evalN/A
lower-+.f6494.4
Applied rewrites94.4%
if -13.5 < a < 1e16Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.1
Applied rewrites99.1%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6499.1
Applied rewrites99.1%
if 1e16 < a Initial program 30.1%
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-*.f6495.5
Applied rewrites95.5%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* a (* a (* a a)))))
(if (<= a -58000000000.0)
t_0
(if (<= a 1e+16) (fma (* b (fma b b 12.0)) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = a * (a * (a * a));
double tmp;
if (a <= -58000000000.0) {
tmp = t_0;
} else if (a <= 1e+16) {
tmp = fma((b * fma(b, b, 12.0)), 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 <= -58000000000.0) tmp = t_0; elseif (a <= 1e+16) tmp = fma(Float64(b * fma(b, b, 12.0)), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -58000000000.0], t$95$0, If[LessEqual[a, 1e+16], N[(N[(b * N[(b * b + 12.0), $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 a\right)\right)\\
\mathbf{if}\;a \leq -58000000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 10^{+16}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot \mathsf{fma}\left(b, b, 12\right), b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -5.8e10 or 1e16 < a Initial program 48.7%
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-*.f6494.7
Applied rewrites94.7%
if -5.8e10 < a < 1e16Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.1
Applied rewrites99.1%
lift-*.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6499.1
Applied rewrites99.1%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* a (* a (* a a)))))
(if (<= a -58000000000.0)
t_0
(if (<= a 1e+16) (fma (* b b) (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 <= -58000000000.0) {
tmp = t_0;
} else if (a <= 1e+16) {
tmp = fma((b * b), 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 <= -58000000000.0) tmp = t_0; elseif (a <= 1e+16) tmp = fma(Float64(b * b), fma(b, 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, -58000000000.0], t$95$0, If[LessEqual[a, 1e+16], N[(N[(b * b), $MachinePrecision] * N[(b * 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 -58000000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 10^{+16}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -5.8e10 or 1e16 < a Initial program 48.7%
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-*.f6494.7
Applied rewrites94.7%
if -5.8e10 < a < 1e16Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.1
Applied rewrites99.1%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* a (* a (* a a)))))
(if (<= a -57000000.0)
t_0
(if (<= a 230000000.0) (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 <= -57000000.0) {
tmp = t_0;
} else if (a <= 230000000.0) {
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 <= -57000000.0) tmp = t_0; elseif (a <= 230000000.0) tmp = fma(Float64(b * 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, -57000000.0], t$95$0, If[LessEqual[a, 230000000.0], N[(N[(b * b), $MachinePrecision] * 12.0 + -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 -57000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 230000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -5.7e7 or 2.3e8 < a Initial program 48.7%
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-*.f6494.7
Applied rewrites94.7%
if -5.7e7 < a < 2.3e8Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.1
Applied rewrites99.1%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6477.1
Applied rewrites77.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+104) (fma (* a (* a a)) a -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+104) {
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) <= 1e+104) 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], 1e+104], 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 10^{+104}:\\
\;\;\;\;\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) < 1e104Initial program 80.6%
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-*.f6493.3
Applied rewrites93.3%
lift-*.f64N/A
lift-*.f64N/A
lift-*.f64N/A
sub-negN/A
lift-*.f64N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f6493.3
Applied rewrites93.3%
if 1e104 < (*.f64 b b) Initial program 62.9%
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-*.f6494.4
Applied rewrites94.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1.95e+292) (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) <= 1.95e+292) {
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) <= 1.95e+292) 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], 1.95e+292], 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 1.95 \cdot 10^{+292}:\\
\;\;\;\;\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) < 1.95e292Initial program 77.7%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
sub-negN/A
mul-1-negN/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f6483.6
Applied rewrites83.6%
Taylor expanded in a around 0
Applied rewrites58.3%
if 1.95e292 < (*.f64 b b) Initial program 61.3%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6498.5
Applied rewrites98.5%
(FPCore (a b) :precision binary64 (fma (* a a) 4.0 -1.0))
double code(double a, double b) {
return fma((a * a), 4.0, -1.0);
}
function code(a, b) return fma(Float64(a * a), 4.0, -1.0) end
code[a_, b_] := N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(a \cdot a, 4, -1\right)
\end{array}
Initial program 73.7%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
sub-negN/A
mul-1-negN/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f6472.2
Applied rewrites72.2%
Taylor expanded in a around 0
Applied rewrites50.1%
(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 73.7%
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-*.f6472.1
Applied rewrites72.1%
Taylor expanded in a around 0
Applied rewrites23.9%
herbie shell --seed 2024211
(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))