
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 + a)) + ((b * b) * (1.0d0 - (3.0d0 * a)))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 + a)) + Float64(Float64(b * b) * Float64(1.0 - Float64(3.0 * a)))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 + a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 + a\right) + \left(b \cdot b\right) \cdot \left(1 - 3 \cdot a\right)\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 10 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a)))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 + a)) + ((b * b) * (1.0d0 - (3.0d0 * a)))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 + a)) + Float64(Float64(b * b) * Float64(1.0 - Float64(3.0 * a)))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 + a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(3.0 * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 + a\right) + \left(b \cdot b\right) \cdot \left(1 - 3 \cdot a\right)\right)\right) - 1
\end{array}
(FPCore (a b)
:precision binary64
(let* ((t_0
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (+ 1.0 a)) (* (* b b) (- 1.0 (* 3.0 a))))))))
(if (<= t_0 INFINITY)
(- t_0 1.0)
(fma (* b b) 4.0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0)))))
double code(double a, double b) {
double t_0 = pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 + a)) + ((b * b) * (1.0 - (3.0 * a)))));
double tmp;
if (t_0 <= ((double) INFINITY)) {
tmp = t_0 - 1.0;
} else {
tmp = fma((b * b), 4.0, (((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0));
}
return tmp;
}
function code(a, b) t_0 = 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)))))) tmp = 0.0 if (t_0 <= Inf) tmp = Float64(t_0 - 1.0); else tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0)); end return tmp end
code[a_, b_] := Block[{t$95$0 = 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]}, If[LessEqual[t$95$0, Infinity], N[(t$95$0 - 1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\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)\\
\mathbf{if}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0 - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\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)))))) < +inf.0Initial program 99.9%
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 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) Initial program 0.0%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f640.0
Applied rewrites0.0%
Taylor expanded in a around 0
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites100.0%
(FPCore (a b)
:precision binary64
(if (<= (* b b) 100000000000.0)
(-
(+
(* (* (fma (* b b) 2.0 (* a a)) a) a)
(* 4.0 (fma (fma -3.0 (* b b) a) a (* b b))))
1.0)
(-
(fma (* b b) (fma b b (fma -12.0 a 4.0)) (* (* (fma (* b b) 2.0 4.0) a) a))
1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 100000000000.0) {
tmp = (((fma((b * b), 2.0, (a * a)) * a) * a) + (4.0 * fma(fma(-3.0, (b * b), a), a, (b * b)))) - 1.0;
} else {
tmp = fma((b * b), fma(b, b, fma(-12.0, a, 4.0)), ((fma((b * b), 2.0, 4.0) * a) * a)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 100000000000.0) tmp = Float64(Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) + Float64(4.0 * fma(fma(-3.0, Float64(b * b), a), a, Float64(b * b)))) - 1.0); else tmp = Float64(fma(Float64(b * b), fma(b, b, fma(-12.0, a, 4.0)), Float64(Float64(fma(Float64(b * b), 2.0, 4.0) * a) * a)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 100000000000.0], N[(N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] + N[(4.0 * N[(N[(-3.0 * N[(b * b), $MachinePrecision] + a), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * N[(b * b + N[(-12.0 * a + 4.0), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 100000000000:\\
\;\;\;\;\left(\left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a + 4 \cdot \mathsf{fma}\left(\mathsf{fma}\left(-3, b \cdot b, a\right), a, b \cdot b\right)\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, \mathsf{fma}\left(-12, a, 4\right)\right), \left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a\right) \cdot a\right) - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 1e11Initial program 83.0%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6483.0
Applied rewrites83.0%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6499.4
Applied rewrites99.4%
if 1e11 < (*.f64 b b) Initial program 61.3%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0)))
(if (<= a -80000000.0)
(fma (* b b) 4.0 t_0)
(if (<= a 4e-10)
(- (* (* (fma b b 4.0) b) b) 1.0)
(fma (* (fma a a a) a) 4.0 t_0)))))
double code(double a, double b) {
double t_0 = ((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0;
double tmp;
if (a <= -80000000.0) {
tmp = fma((b * b), 4.0, t_0);
} else if (a <= 4e-10) {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
} else {
tmp = fma((fma(a, a, a) * a), 4.0, t_0);
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0) tmp = 0.0 if (a <= -80000000.0) tmp = fma(Float64(b * b), 4.0, t_0); elseif (a <= 4e-10) tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); else tmp = fma(Float64(fma(a, a, a) * a), 4.0, t_0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -80000000.0], N[(N[(b * b), $MachinePrecision] * 4.0 + t$95$0), $MachinePrecision], If[LessEqual[a, 4e-10], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(a * a + a), $MachinePrecision] * a), $MachinePrecision] * 4.0 + t$95$0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\\
\mathbf{if}\;a \leq -80000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, t\_0\right)\\
\mathbf{elif}\;a \leq 4 \cdot 10^{-10}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, a, a\right) \cdot a, 4, t\_0\right)\\
\end{array}
\end{array}
if a < -8e7Initial program 24.9%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6424.9
Applied rewrites24.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites99.9%
if -8e7 < a < 4.00000000000000015e-10Initial program 99.9%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
if 4.00000000000000015e-10 < a Initial program 60.8%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6458.2
Applied rewrites58.2%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6496.5
Applied rewrites96.5%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites96.5%
Taylor expanded in b around 0
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6497.3
Applied rewrites97.3%
(FPCore (a b)
:precision binary64
(if (<= (* b b) 100000000000.0)
(fma (* b b) 4.0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0))
(-
(fma (* b b) (fma b b (fma -12.0 a 4.0)) (* (* (fma (* b b) 2.0 4.0) a) a))
1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 100000000000.0) {
tmp = fma((b * b), 4.0, (((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0));
} else {
tmp = fma((b * b), fma(b, b, fma(-12.0, a, 4.0)), ((fma((b * b), 2.0, 4.0) * a) * a)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 100000000000.0) tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0)); else tmp = Float64(fma(Float64(b * b), fma(b, b, fma(-12.0, a, 4.0)), Float64(Float64(fma(Float64(b * b), 2.0, 4.0) * a) * a)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 100000000000.0], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * N[(b * b + N[(-12.0 * a + 4.0), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 100000000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, \mathsf{fma}\left(-12, a, 4\right)\right), \left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a\right) \cdot a\right) - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 1e11Initial program 83.0%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6483.0
Applied rewrites83.0%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.4
Applied rewrites99.4%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites99.4%
if 1e11 < (*.f64 b b) Initial program 61.3%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (* (* (fma (* b b) 2.0 (* a a)) a) a)))
(if (<= a -80000000.0)
(fma (* b b) 4.0 (- t_0 1.0))
(if (<= a 4e-10)
(- (* (* (fma b b 4.0) b) b) 1.0)
(- (+ t_0 (* 4.0 (* a a))) 1.0)))))
double code(double a, double b) {
double t_0 = (fma((b * b), 2.0, (a * a)) * a) * a;
double tmp;
if (a <= -80000000.0) {
tmp = fma((b * b), 4.0, (t_0 - 1.0));
} else if (a <= 4e-10) {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
} else {
tmp = (t_0 + (4.0 * (a * a))) - 1.0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) tmp = 0.0 if (a <= -80000000.0) tmp = fma(Float64(b * b), 4.0, Float64(t_0 - 1.0)); elseif (a <= 4e-10) tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); else tmp = Float64(Float64(t_0 + Float64(4.0 * Float64(a * a))) - 1.0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]}, If[LessEqual[a, -80000000.0], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(t$95$0 - 1.0), $MachinePrecision]), $MachinePrecision], If[LessEqual[a, 4e-10], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(t$95$0 + N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a\\
\mathbf{if}\;a \leq -80000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, t\_0 - 1\right)\\
\mathbf{elif}\;a \leq 4 \cdot 10^{-10}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\mathbf{else}:\\
\;\;\;\;\left(t\_0 + 4 \cdot \left(a \cdot a\right)\right) - 1\\
\end{array}
\end{array}
if a < -8e7Initial program 24.9%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6424.9
Applied rewrites24.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6499.9
Applied rewrites99.9%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites99.9%
if -8e7 < a < 4.00000000000000015e-10Initial program 99.9%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
if 4.00000000000000015e-10 < a Initial program 60.8%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6458.2
Applied rewrites58.2%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6466.0
Applied rewrites66.0%
Taylor expanded in a around inf
Applied rewrites96.5%
(FPCore (a b) :precision binary64 (if (or (<= a -80000000.0) (not (<= a 4e-10))) (fma (* b b) 4.0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0)) (- (* (* (fma b b 4.0) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -80000000.0) || !(a <= 4e-10)) {
tmp = fma((b * b), 4.0, (((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0));
} else {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -80000000.0) || !(a <= 4e-10)) tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0)); else tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -80000000.0], N[Not[LessEqual[a, 4e-10]], $MachinePrecision]], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -80000000 \lor \neg \left(a \leq 4 \cdot 10^{-10}\right):\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -8e7 or 4.00000000000000015e-10 < a Initial program 44.1%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6442.7
Applied rewrites42.7%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6498.1
Applied rewrites98.1%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites98.1%
if -8e7 < a < 4.00000000000000015e-10Initial program 99.9%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
Final simplification99.0%
(FPCore (a b) :precision binary64 (if (or (<= a -1800000000000.0) (not (<= a 2700000.0))) (- (* (* a a) (* a a)) 1.0) (- (* (* (fma b b 4.0) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -1800000000000.0) || !(a <= 2700000.0)) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -1800000000000.0) || !(a <= 2700000.0)) tmp = Float64(Float64(Float64(a * a) * Float64(a * a)) - 1.0); else tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -1800000000000.0], N[Not[LessEqual[a, 2700000.0]], $MachinePrecision]], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1800000000000 \lor \neg \left(a \leq 2700000\right):\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -1.8e12 or 2.7e6 < a Initial program 43.6%
Taylor expanded in a around inf
lower-pow.f6494.4
Applied rewrites94.4%
Applied rewrites94.3%
if -1.8e12 < a < 2.7e6Initial program 99.9%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
Final simplification97.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+295) (- (* (* a a) (* a a)) 1.0) (- (* (* 4.0 b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+295) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = ((4.0 * b) * b) - 1.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((b * b) <= 2d+295) then
tmp = ((a * a) * (a * a)) - 1.0d0
else
tmp = ((4.0d0 * b) * b) - 1.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+295) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = ((4.0 * b) * b) - 1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 2e+295: tmp = ((a * a) * (a * a)) - 1.0 else: tmp = ((4.0 * b) * b) - 1.0 return tmp
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+295) tmp = Float64(Float64(Float64(a * a) * Float64(a * a)) - 1.0); else tmp = Float64(Float64(Float64(4.0 * b) * b) - 1.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 2e+295) tmp = ((a * a) * (a * a)) - 1.0; else tmp = ((4.0 * b) * b) - 1.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+295], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(4.0 * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+295}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(4 \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 2e295Initial program 76.8%
Taylor expanded in a around inf
lower-pow.f6480.9
Applied rewrites80.9%
Applied rewrites80.8%
if 2e295 < (*.f64 b b) Initial program 56.9%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites98.7%
(FPCore (a b) :precision binary64 (if (<= a -0.33) (- (* (* -12.0 b) (* b a)) 1.0) (- (* (* 4.0 b) b) 1.0)))
double code(double a, double b) {
double tmp;
if (a <= -0.33) {
tmp = ((-12.0 * b) * (b * a)) - 1.0;
} else {
tmp = ((4.0 * b) * b) - 1.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (a <= (-0.33d0)) then
tmp = (((-12.0d0) * b) * (b * a)) - 1.0d0
else
tmp = ((4.0d0 * b) * b) - 1.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (a <= -0.33) {
tmp = ((-12.0 * b) * (b * a)) - 1.0;
} else {
tmp = ((4.0 * b) * b) - 1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if a <= -0.33: tmp = ((-12.0 * b) * (b * a)) - 1.0 else: tmp = ((4.0 * b) * b) - 1.0 return tmp
function code(a, b) tmp = 0.0 if (a <= -0.33) tmp = Float64(Float64(Float64(-12.0 * b) * Float64(b * a)) - 1.0); else tmp = Float64(Float64(Float64(4.0 * b) * b) - 1.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (a <= -0.33) tmp = ((-12.0 * b) * (b * a)) - 1.0; else tmp = ((4.0 * b) * b) - 1.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[a, -0.33], N[(N[(N[(-12.0 * b), $MachinePrecision] * N[(b * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(4.0 * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -0.33:\\
\;\;\;\;\left(-12 \cdot b\right) \cdot \left(b \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(4 \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -0.330000000000000016Initial program 27.3%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6442.2
Applied rewrites42.2%
Taylor expanded in a around inf
Applied rewrites40.7%
Applied rewrites40.7%
if -0.330000000000000016 < a Initial program 86.0%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6476.9
Applied rewrites76.9%
Applied rewrites77.0%
Taylor expanded in a around 0
Applied rewrites79.7%
Taylor expanded in b around 0
Applied rewrites58.0%
(FPCore (a b) :precision binary64 (- (* (* 4.0 b) b) 1.0))
double code(double a, double b) {
return ((4.0 * b) * b) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((4.0d0 * b) * b) - 1.0d0
end function
public static double code(double a, double b) {
return ((4.0 * b) * b) - 1.0;
}
def code(a, b): return ((4.0 * b) * b) - 1.0
function code(a, b) return Float64(Float64(Float64(4.0 * b) * b) - 1.0) end
function tmp = code(a, b) tmp = ((4.0 * b) * b) - 1.0; end
code[a_, b_] := N[(N[(N[(4.0 * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(4 \cdot b\right) \cdot b - 1
\end{array}
Initial program 71.8%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6468.5
Applied rewrites68.5%
Applied rewrites68.5%
Taylor expanded in a around 0
Applied rewrites69.3%
Taylor expanded in b around 0
Applied rewrites50.6%
herbie shell --seed 2024333
(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))