
(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 12 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 (- (fma (fma (fma b b (* (fma a -3.0 1.0) 4.0)) b (* (* (* a a) 2.0) b)) b (* (fma a a (fma a 4.0 4.0)) (* a a))) 1.0))
double code(double a, double b) {
return fma(fma(fma(b, b, (fma(a, -3.0, 1.0) * 4.0)), b, (((a * a) * 2.0) * b)), b, (fma(a, a, fma(a, 4.0, 4.0)) * (a * a))) - 1.0;
}
function code(a, b) return Float64(fma(fma(fma(b, b, Float64(fma(a, -3.0, 1.0) * 4.0)), b, Float64(Float64(Float64(a * a) * 2.0) * 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[(a * -3.0 + 1.0), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision] * b + N[(N[(N[(a * a), $MachinePrecision] * 2.0), $MachinePrecision] * b), $MachinePrecision]), $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(\mathsf{fma}\left(b, b, \mathsf{fma}\left(a, -3, 1\right) \cdot 4\right), b, \left(\left(a \cdot a\right) \cdot 2\right) \cdot b\right), 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 75.6%
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 rewrites99.9%
Applied rewrites99.9%
Final simplification99.9%
(FPCore (a b) :precision binary64 (- (fma (* (fma b b (fma (fma -3.0 a 1.0) 4.0 (* (* a a) 2.0))) 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, ((a * a) * 2.0))) * 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(Float64(a * a) * 2.0))) * 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[(N[(a * a), $MachinePrecision] * 2.0), $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, \left(a \cdot a\right) \cdot 2\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 75.6%
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 rewrites99.9%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(if (<= (* b b) 2e+14)
(fma (fma (+ 4.0 a) a 4.0) (* a a) -1.0)
(-
(fma (* 4.0 a) a (* (* (fma a (fma a 2.0 -12.0) (fma b b 4.0)) b) b))
1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+14) {
tmp = fma(fma((4.0 + a), a, 4.0), (a * a), -1.0);
} else {
tmp = fma((4.0 * a), a, ((fma(a, fma(a, 2.0, -12.0), fma(b, b, 4.0)) * b) * b)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 2e+14) tmp = fma(fma(Float64(4.0 + a), a, 4.0), Float64(a * a), -1.0); else tmp = Float64(fma(Float64(4.0 * a), a, Float64(Float64(fma(a, fma(a, 2.0, -12.0), fma(b, b, 4.0)) * b) * b)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+14], N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(4.0 * a), $MachinePrecision] * a + N[(N[(N[(a * N[(a * 2.0 + -12.0), $MachinePrecision] + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right), a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, \left(\mathsf{fma}\left(a, \mathsf{fma}\left(a, 2, -12\right), \mathsf{fma}\left(b, b, 4\right)\right) \cdot b\right) \cdot b\right) - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 2e14Initial program 85.6%
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 rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites99.9%
Applied rewrites99.9%
if 2e14 < (*.f64 b b) Initial program 66.0%
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.f6439.6
Applied rewrites39.6%
Taylor expanded in a around 0
Applied rewrites28.0%
Taylor expanded in a around 0
Applied rewrites96.4%
Final simplification98.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+14) (fma (fma (+ 4.0 a) a 4.0) (* a a) -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+14) {
tmp = fma(fma((4.0 + a), a, 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) <= 2e+14) tmp = fma(fma(Float64(4.0 + a), a, 4.0), Float64(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], 2e+14], N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -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 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right), a \cdot 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) < 2e14Initial program 85.6%
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 rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites99.9%
Applied rewrites99.9%
if 2e14 < (*.f64 b b) Initial program 66.0%
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%
Taylor expanded in a around 0
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
associate-*r*N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
distribute-lft-inN/A
associate-+r-N/A
Applied rewrites89.8%
Taylor expanded in b around inf
Applied rewrites90.9%
Applied rewrites90.9%
Final simplification95.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+14) (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+14) {
tmp = fma((fma((4.0 + a), a, 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) <= 2e+14) tmp = fma(Float64(fma(Float64(4.0 + a), a, 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], 2e+14], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * 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 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \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) < 2e14Initial program 85.6%
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 rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites99.9%
if 2e14 < (*.f64 b b) Initial program 66.0%
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%
Taylor expanded in a around 0
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
associate-*r*N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
distribute-lft-inN/A
associate-+r-N/A
Applied rewrites89.8%
Taylor expanded in b around inf
Applied rewrites90.9%
Applied rewrites90.9%
Final simplification95.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+14) (fma (* (+ 4.0 a) (* a a)) a -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+14) {
tmp = fma(((4.0 + a) * (a * 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) <= 2e+14) tmp = fma(Float64(Float64(4.0 + a) * Float64(a * 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], 2e+14], N[(N[(N[(4.0 + a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $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 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(\left(4 + a\right) \cdot \left(a \cdot a\right), 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) < 2e14Initial program 85.6%
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 rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites99.9%
Taylor expanded in a around inf
Applied rewrites99.1%
if 2e14 < (*.f64 b b) Initial program 66.0%
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%
Taylor expanded in a around 0
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
associate-*r*N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
distribute-lft-inN/A
associate-+r-N/A
Applied rewrites89.8%
Taylor expanded in b around inf
Applied rewrites90.9%
Applied rewrites90.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+14) (fma (* (* a a) a) a -1.0) (fma (* (* b b) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2e+14) {
tmp = fma(((a * a) * 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) <= 2e+14) tmp = fma(Float64(Float64(a * a) * 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], 2e+14], N[(N[(N[(a * a), $MachinePrecision] * 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 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \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) < 2e14Initial program 85.6%
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 rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites99.9%
Taylor expanded in a around inf
Applied rewrites98.2%
if 2e14 < (*.f64 b b) Initial program 66.0%
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%
Taylor expanded in a around 0
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
associate-*r*N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
distribute-lft-inN/A
associate-+r-N/A
Applied rewrites89.8%
Taylor expanded in b around inf
Applied rewrites90.9%
Applied rewrites90.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+14) (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) <= 2e+14) {
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) <= 2e+14) 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], 2e+14], 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 2 \cdot 10^{+14}:\\
\;\;\;\;\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) < 2e14Initial program 85.6%
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 rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites75.6%
if 2e14 < (*.f64 b b) Initial program 66.0%
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%
Taylor expanded in a around 0
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
associate-*r*N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
distribute-lft-inN/A
associate-+r-N/A
Applied rewrites89.8%
Taylor expanded in b around inf
Applied rewrites90.9%
Applied rewrites90.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2e+14) (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) <= 2e+14) {
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) <= 2e+14) tmp = fma(Float64(4.0 * a), a, -1.0); else tmp = fma(Float64(b * b), Float64(b * b), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 2e+14], N[(N[(4.0 * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 2 \cdot 10^{+14}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, b \cdot b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 2e14Initial program 85.6%
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 rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites75.6%
if 2e14 < (*.f64 b b) Initial program 66.0%
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%
Taylor expanded in a around 0
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
associate-*r*N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
distribute-lft-inN/A
associate-+r-N/A
Applied rewrites89.8%
Taylor expanded in b around inf
Applied rewrites90.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+207) (fma (* 4.0 a) a -1.0) (* (* (* b a) b) -12.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+207) {
tmp = fma((4.0 * a), a, -1.0);
} else {
tmp = ((b * a) * b) * -12.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+207) tmp = fma(Float64(4.0 * a), a, -1.0); else tmp = Float64(Float64(Float64(b * a) * b) * -12.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+207], N[(N[(4.0 * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * a), $MachinePrecision] * b), $MachinePrecision] * -12.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+207}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(b \cdot a\right) \cdot b\right) \cdot -12\\
\end{array}
\end{array}
if (*.f64 b b) < 1e207Initial program 83.4%
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 rewrites99.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites83.9%
Taylor expanded in a around 0
Applied rewrites62.7%
if 1e207 < (*.f64 b b) Initial program 60.0%
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%
Taylor expanded in a around 0
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
associate-*r*N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
distribute-lft-inN/A
associate-+r-N/A
Applied rewrites100.0%
Taylor expanded in a around inf
Applied rewrites38.0%
Final simplification54.5%
(FPCore (a b) :precision binary64 (fma (* 4.0 a) a -1.0))
double code(double a, double b) {
return fma((4.0 * a), a, -1.0);
}
function code(a, b) return fma(Float64(4.0 * a), a, -1.0) end
code[a_, b_] := N[(N[(4.0 * a), $MachinePrecision] * a + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(4 \cdot a, a, -1\right)
\end{array}
Initial program 75.6%
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 rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites69.2%
Taylor expanded in a around 0
Applied rewrites51.4%
(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 75.6%
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 rewrites99.9%
Taylor expanded in a around 0
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
associate-*r*N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
distribute-lft-inN/A
associate-+r-N/A
Applied rewrites70.4%
Taylor expanded in b around 0
Applied rewrites25.0%
herbie shell --seed 2024268
(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))