
(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 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) (- 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
(if (<= (* b b) 1e-306)
(fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0)
(-
(fma
(fma a (+ 4.0 a) 4.0)
(* a a)
(* (fma (fma a 2.0 -12.0) a (fma b b 4.0)) (* b b)))
1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e-306) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else {
tmp = fma(fma(a, (4.0 + a), 4.0), (a * a), (fma(fma(a, 2.0, -12.0), a, fma(b, b, 4.0)) * (b * b))) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e-306) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); else tmp = Float64(fma(fma(a, Float64(4.0 + a), 4.0), Float64(a * a), Float64(fma(fma(a, 2.0, -12.0), a, fma(b, b, 4.0)) * Float64(b * b))) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e-306], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(a * N[(4.0 + a), $MachinePrecision] + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + N[(N[(N[(a * 2.0 + -12.0), $MachinePrecision] * a + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{-306}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, 4 + a, 4\right), a \cdot a, \mathsf{fma}\left(\mathsf{fma}\left(a, 2, -12\right), a, \mathsf{fma}\left(b, b, 4\right)\right) \cdot \left(b \cdot b\right)\right) - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 1.00000000000000003e-306Initial program 87.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites70.9%
Taylor expanded in b around 0
Applied rewrites100.0%
if 1.00000000000000003e-306 < (*.f64 b b) Initial program 76.7%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites99.9%
Final simplification99.9%
(FPCore (a b) :precision binary64 (- (fma (* (fma b b (fma (fma -3.0 a 1.0) 4.0 (* 2.0 (* a a)))) b) b (* (fma a a (fma a 4.0 4.0)) (* a a))) 1.0))
double code(double a, double b) {
return fma((fma(b, b, fma(fma(-3.0, a, 1.0), 4.0, (2.0 * (a * a)))) * b), b, (fma(a, a, fma(a, 4.0, 4.0)) * (a * a))) - 1.0;
}
function code(a, b) return Float64(fma(Float64(fma(b, b, fma(fma(-3.0, a, 1.0), 4.0, Float64(2.0 * Float64(a * a)))) * b), b, Float64(fma(a, a, fma(a, 4.0, 4.0)) * Float64(a * a))) - 1.0) end
code[a_, b_] := N[(N[(N[(N[(b * b + N[(N[(-3.0 * a + 1.0), $MachinePrecision] * 4.0 + N[(2.0 * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a + N[(a * 4.0 + 4.0), $MachinePrecision]), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(\mathsf{fma}\left(-3, a, 1\right), 4, 2 \cdot \left(a \cdot a\right)\right)\right) \cdot b, b, \mathsf{fma}\left(a, a, \mathsf{fma}\left(a, 4, 4\right)\right) \cdot \left(a \cdot a\right)\right) - 1
\end{array}
Initial program 79.2%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (+ 4.0 a) a 4.0)))
(if (<= (* b b) 1e-306)
(fma (* t_0 a) a -1.0)
(fma
(fma b b (fma (fma 2.0 a -12.0) a 4.0))
(* b b)
(fma t_0 (* a a) -1.0)))))
double code(double a, double b) {
double t_0 = fma((4.0 + a), a, 4.0);
double tmp;
if ((b * b) <= 1e-306) {
tmp = fma((t_0 * a), a, -1.0);
} else {
tmp = fma(fma(b, b, fma(fma(2.0, a, -12.0), a, 4.0)), (b * b), fma(t_0, (a * a), -1.0));
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(4.0 + a), a, 4.0) tmp = 0.0 if (Float64(b * b) <= 1e-306) tmp = fma(Float64(t_0 * a), a, -1.0); else tmp = fma(fma(b, b, fma(fma(2.0, a, -12.0), a, 4.0)), Float64(b * b), fma(t_0, Float64(a * a), -1.0)); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision]}, If[LessEqual[N[(b * b), $MachinePrecision], 1e-306], N[(N[(t$95$0 * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(b * b + N[(N[(2.0 * a + -12.0), $MachinePrecision] * a + 4.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision] + N[(t$95$0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(4 + a, a, 4\right)\\
\mathbf{if}\;b \cdot b \leq 10^{-306}:\\
\;\;\;\;\mathsf{fma}\left(t\_0 \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(\mathsf{fma}\left(2, a, -12\right), a, 4\right)\right), b \cdot b, \mathsf{fma}\left(t\_0, a \cdot a, -1\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1.00000000000000003e-306Initial program 87.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites70.9%
Taylor expanded in b around 0
Applied rewrites100.0%
if 1.00000000000000003e-306 < (*.f64 b b) Initial program 76.7%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites99.9%
(FPCore (a b)
:precision binary64
(if (<= (* b b) 0.001)
(fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0)
(-
(fma (* 4.0 a) a (* (fma b b (fma (fma 2.0 a -12.0) a 4.0)) (* b b)))
1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 0.001) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else {
tmp = fma((4.0 * a), a, (fma(b, b, fma(fma(2.0, a, -12.0), a, 4.0)) * (b * b))) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 0.001) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); else tmp = Float64(fma(Float64(4.0 * a), a, Float64(fma(b, b, fma(fma(2.0, a, -12.0), a, 4.0)) * Float64(b * b))) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 0.001], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(4.0 * a), $MachinePrecision] * a + N[(N[(b * b + N[(N[(2.0 * a + -12.0), $MachinePrecision] * a + 4.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 0.001:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, \mathsf{fma}\left(b, b, \mathsf{fma}\left(\mathsf{fma}\left(2, a, -12\right), a, 4\right)\right) \cdot \left(b \cdot b\right)\right) - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 1e-3Initial program 87.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Applied rewrites86.6%
Taylor expanded in b around 0
Applied rewrites99.9%
if 1e-3 < (*.f64 b b) Initial program 70.1%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
metadata-evalN/A
lower-fma.f6437.0
Applied rewrites37.0%
Taylor expanded in a around 0
Applied rewrites85.4%
Taylor expanded in a around 0
Applied rewrites93.9%
(FPCore (a b)
:precision binary64
(if (<= a -4800000000000.0)
(fma (fma (+ 4.0 a) a 4.0) (* a a) -1.0)
(if (<= a 1.08e+58)
(fma (* (fma b b 4.0) b) b -1.0)
(fma (* (* (+ 4.0 a) a) a) a -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -4800000000000.0) {
tmp = fma(fma((4.0 + a), a, 4.0), (a * a), -1.0);
} else if (a <= 1.08e+58) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = fma((((4.0 + a) * a) * a), a, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -4800000000000.0) tmp = fma(fma(Float64(4.0 + a), a, 4.0), Float64(a * a), -1.0); elseif (a <= 1.08e+58) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = fma(Float64(Float64(Float64(4.0 + a) * a) * a), a, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -4800000000000.0], N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 1.08e+58], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -4800000000000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right), a \cdot a, -1\right)\\
\mathbf{elif}\;a \leq 1.08 \cdot 10^{+58}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(\left(4 + a\right) \cdot a\right) \cdot a, a, -1\right)\\
\end{array}
\end{array}
if a < -4.8e12Initial program 31.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
associate-*l*N/A
+-commutativeN/A
distribute-rgt1-inN/A
*-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites95.9%
if -4.8e12 < a < 1.0799999999999999e58Initial program 97.1%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6496.7
Applied rewrites96.7%
if 1.0799999999999999e58 < a Initial program 73.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Applied rewrites79.3%
Taylor expanded in b around 0
Applied rewrites97.0%
Taylor expanded in a around inf
Applied rewrites97.0%
Final simplification96.7%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* (* (+ 4.0 a) a) a) a -1.0)))
(if (<= a -4800000000000.0)
t_0
(if (<= a 1.08e+58) (fma (* (fma b b 4.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma((((4.0 + a) * a) * a), a, -1.0);
double tmp;
if (a <= -4800000000000.0) {
tmp = t_0;
} else if (a <= 1.08e+58) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(Float64(Float64(4.0 + a) * a) * a), a, -1.0) tmp = 0.0 if (a <= -4800000000000.0) tmp = t_0; elseif (a <= 1.08e+58) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]}, If[LessEqual[a, -4800000000000.0], t$95$0, If[LessEqual[a, 1.08e+58], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left(\left(4 + a\right) \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{if}\;a \leq -4800000000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1.08 \cdot 10^{+58}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -4.8e12 or 1.0799999999999999e58 < a Initial program 55.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Applied rewrites83.6%
Taylor expanded in b around 0
Applied rewrites96.6%
Taylor expanded in a around inf
Applied rewrites96.6%
if -4.8e12 < a < 1.0799999999999999e58Initial program 97.1%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6496.7
Applied rewrites96.7%
Final simplification96.6%
(FPCore (a b)
:precision binary64
(if (<= a -5400000000000.0)
(- (* (* a a) (* a a)) 1.0)
(if (<= a 1.08e+58)
(fma (* (fma b b 4.0) b) b -1.0)
(fma (* (* a a) a) a -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -5400000000000.0) {
tmp = ((a * a) * (a * a)) - 1.0;
} else if (a <= 1.08e+58) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = fma(((a * a) * a), a, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -5400000000000.0) tmp = Float64(Float64(Float64(a * a) * Float64(a * a)) - 1.0); elseif (a <= 1.08e+58) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = fma(Float64(Float64(a * a) * a), a, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -5400000000000.0], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 1.08e+58], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -5400000000000:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{elif}\;a \leq 1.08 \cdot 10^{+58}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\end{array}
\end{array}
if a < -5.4e12Initial program 31.8%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
metadata-evalN/A
lower-fma.f6495.9
Applied rewrites95.9%
Taylor expanded in a around inf
Applied rewrites95.6%
if -5.4e12 < a < 1.0799999999999999e58Initial program 97.1%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6496.7
Applied rewrites96.7%
if 1.0799999999999999e58 < a Initial program 73.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Applied rewrites79.3%
Taylor expanded in b around 0
Applied rewrites97.0%
Taylor expanded in a around inf
Applied rewrites97.0%
Final simplification96.6%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* (* a a) a) a -1.0)))
(if (<= a -5400000000000.0)
t_0
(if (<= a 1.08e+58) (fma (* (fma b b 4.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma(((a * a) * a), a, -1.0);
double tmp;
if (a <= -5400000000000.0) {
tmp = t_0;
} else if (a <= 1.08e+58) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(Float64(a * a) * a), a, -1.0) tmp = 0.0 if (a <= -5400000000000.0) tmp = t_0; elseif (a <= 1.08e+58) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]}, If[LessEqual[a, -5400000000000.0], t$95$0, If[LessEqual[a, 1.08e+58], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{if}\;a \leq -5400000000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1.08 \cdot 10^{+58}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -5.4e12 or 1.0799999999999999e58 < a Initial program 55.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Applied rewrites83.6%
Taylor expanded in b around 0
Applied rewrites96.6%
Taylor expanded in a around inf
Applied rewrites96.4%
if -5.4e12 < a < 1.0799999999999999e58Initial program 97.1%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6496.7
Applied rewrites96.7%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* (* a a) a) a -1.0)))
(if (<= a -5400000000000.0)
t_0
(if (<= a 1.08e+58) (fma (* (* b b) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma(((a * a) * a), a, -1.0);
double tmp;
if (a <= -5400000000000.0) {
tmp = t_0;
} else if (a <= 1.08e+58) {
tmp = fma(((b * b) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(Float64(a * a) * a), a, -1.0) tmp = 0.0 if (a <= -5400000000000.0) tmp = t_0; elseif (a <= 1.08e+58) tmp = fma(Float64(Float64(b * b) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]}, If[LessEqual[a, -5400000000000.0], t$95$0, If[LessEqual[a, 1.08e+58], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{if}\;a \leq -5400000000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1.08 \cdot 10^{+58}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -5.4e12 or 1.0799999999999999e58 < a Initial program 55.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Applied rewrites83.6%
Taylor expanded in b around 0
Applied rewrites96.6%
Taylor expanded in a around inf
Applied rewrites96.4%
if -5.4e12 < a < 1.0799999999999999e58Initial program 97.1%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6496.7
Applied rewrites96.7%
Taylor expanded in b around inf
Applied rewrites96.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+24) (fma (* 4.0 a) a -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+24) {
tmp = fma((4.0 * a), a, -1.0);
} else {
tmp = fma(((b * b) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+24) tmp = fma(Float64(4.0 * a), a, -1.0); else tmp = fma(Float64(Float64(b * b) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+24], N[(N[(4.0 * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+24}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5.00000000000000045e24Initial program 87.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Applied rewrites86.9%
Taylor expanded in b around 0
Applied rewrites98.9%
Taylor expanded in a around 0
Applied rewrites76.6%
if 5.00000000000000045e24 < (*.f64 b b) Initial program 69.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6490.1
Applied rewrites90.1%
Taylor expanded in b around inf
Applied rewrites90.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+292) (fma (* 4.0 a) a -1.0) (fma (* 4.0 b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+292) {
tmp = fma((4.0 * a), a, -1.0);
} else {
tmp = fma((4.0 * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+292) tmp = fma(Float64(4.0 * a), a, -1.0); else tmp = fma(Float64(4.0 * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+292], N[(N[(4.0 * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+292}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 2e292Initial program 84.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites90.9%
Taylor expanded in b around 0
Applied rewrites80.6%
Taylor expanded in a around 0
Applied rewrites59.9%
if 2e292 < (*.f64 b b) Initial program 60.7%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites96.8%
(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(Float64(4.0 * b), b, -1.0) end
code[a_, b_] := N[(N[(4.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(4 \cdot b, b, -1\right)
\end{array}
Initial program 79.2%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6468.9
Applied rewrites68.9%
Taylor expanded in b around 0
Applied rewrites49.7%
(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 79.2%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites92.9%
Taylor expanded in b around 0
Applied rewrites70.2%
Taylor expanded in a around 0
Applied rewrites27.3%
herbie shell --seed 2024249
(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))