
(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 2.0 a -12.0) a (fma b b 4.0)) b) b (fma (fma (+ 4.0 a) a 4.0) (* a a) -1.0)))
double code(double a, double b) {
return fma((fma(fma(2.0, a, -12.0), a, fma(b, b, 4.0)) * b), b, fma(fma((4.0 + a), a, 4.0), (a * a), -1.0));
}
function code(a, b) return fma(Float64(fma(fma(2.0, a, -12.0), a, fma(b, b, 4.0)) * b), b, fma(fma(Float64(4.0 + a), a, 4.0), Float64(a * a), -1.0)) end
code[a_, b_] := N[(N[(N[(N[(2.0 * a + -12.0), $MachinePrecision] * a + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, -12\right), a, \mathsf{fma}\left(b, b, 4\right)\right) \cdot b, b, \mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right), a \cdot a, -1\right)\right)
\end{array}
Initial program 69.0%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6481.8
Applied rewrites81.8%
Taylor expanded in b around 0
Applied rewrites94.1%
Taylor expanded in b around 0
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (fma (* (fma (+ 4.0 a) a 4.0) a) a (fma (fma b b 4.0) (* b b) -1.0)))
double code(double a, double b) {
return fma((fma((4.0 + a), a, 4.0) * a), a, fma(fma(b, b, 4.0), (b * b), -1.0));
}
function code(a, b) return fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, fma(fma(b, b, 4.0), Float64(b * b), -1.0)) end
code[a_, b_] := N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(b * b + 4.0), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, \mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right), b \cdot b, -1\right)\right)
\end{array}
Initial program 69.0%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6481.8
Applied rewrites81.8%
Taylor expanded in b around 0
Applied rewrites94.1%
Taylor expanded in a around 0
Applied rewrites99.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 50000000000.0) (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0) (- (* (* b b) (fma -12.0 a (fma b b 4.0))) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 50000000000.0) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else {
tmp = ((b * b) * fma(-12.0, a, fma(b, b, 4.0))) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 50000000000.0) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); else tmp = Float64(Float64(Float64(b * b) * fma(-12.0, a, fma(b, b, 4.0))) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 50000000000.0], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * N[(-12.0 * a + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 50000000000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \mathsf{fma}\left(-12, a, \mathsf{fma}\left(b, b, 4\right)\right) - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 5e10Initial program 80.7%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6480.5
Applied rewrites80.5%
Taylor expanded in b around 0
sub-negN/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
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.7%
Applied rewrites99.8%
if 5e10 < (*.f64 b b) Initial program 57.9%
Taylor expanded in a around 0
associate-*r*N/A
*-commutativeN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-fma.f64N/A
unpow2N/A
lower-fma.f6494.9
Applied rewrites94.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 50000000000.0) (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 50000000000.0) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 50000000000.0) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 50000000000.0], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 50000000000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5e10Initial program 80.7%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6480.5
Applied rewrites80.5%
Taylor expanded in b around 0
sub-negN/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
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.7%
Applied rewrites99.8%
if 5e10 < (*.f64 b b) Initial program 57.9%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6483.0
Applied rewrites83.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6493.7
Applied rewrites93.7%
Applied rewrites93.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 50000000000.0) (fma (* (* (+ 4.0 a) a) a) a -1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 50000000000.0) {
tmp = fma((((4.0 + a) * a) * a), a, -1.0);
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 50000000000.0) tmp = fma(Float64(Float64(Float64(4.0 + a) * a) * a), a, -1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 50000000000.0], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 50000000000:\\
\;\;\;\;\mathsf{fma}\left(\left(\left(4 + a\right) \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5e10Initial program 80.7%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6480.5
Applied rewrites80.5%
Taylor expanded in b around 0
sub-negN/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
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.7%
Taylor expanded in a around inf
Applied rewrites98.7%
Applied rewrites98.8%
if 5e10 < (*.f64 b b) Initial program 57.9%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6483.0
Applied rewrites83.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6493.7
Applied rewrites93.7%
Applied rewrites93.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 50000000000.0) (fma (* (+ 4.0 a) a) (* a a) -1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 50000000000.0) {
tmp = fma(((4.0 + a) * a), (a * a), -1.0);
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 50000000000.0) tmp = fma(Float64(Float64(4.0 + a) * a), Float64(a * a), -1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 50000000000.0], N[(N[(N[(4.0 + a), $MachinePrecision] * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 50000000000:\\
\;\;\;\;\mathsf{fma}\left(\left(4 + a\right) \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5e10Initial program 80.7%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6480.5
Applied rewrites80.5%
Taylor expanded in b around 0
sub-negN/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
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.7%
Taylor expanded in a around inf
Applied rewrites98.7%
if 5e10 < (*.f64 b b) Initial program 57.9%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6483.0
Applied rewrites83.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6493.7
Applied rewrites93.7%
Applied rewrites93.7%
(FPCore (a b)
:precision binary64
(if (<= a -8e+152)
(fma 4.0 (* a a) -1.0)
(if (<= a 3.5e+102)
(fma (* (fma b b 4.0) b) b -1.0)
(fma (* 4.0 a) (* a a) -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -8e+152) {
tmp = fma(4.0, (a * a), -1.0);
} else if (a <= 3.5e+102) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = fma((4.0 * a), (a * a), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -8e+152) tmp = fma(4.0, Float64(a * a), -1.0); elseif (a <= 3.5e+102) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = fma(Float64(4.0 * a), Float64(a * a), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -8e+152], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 3.5e+102], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(4.0 * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -8 \cdot 10^{+152}:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{elif}\;a \leq 3.5 \cdot 10^{+102}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a \cdot a, -1\right)\\
\end{array}
\end{array}
if a < -8.0000000000000004e152Initial program 0.0%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f640.0
Applied rewrites0.0%
Taylor expanded in b around 0
sub-negN/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
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites95.3%
if -8.0000000000000004e152 < a < 3.50000000000000011e102Initial program 86.4%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6493.2
Applied rewrites93.2%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6485.0
Applied rewrites85.0%
Applied rewrites85.0%
if 3.50000000000000011e102 < a Initial program 57.1%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/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
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in a around inf
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 50000000000.0) (- (* (* a a) (* a a)) 1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 50000000000.0) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 50000000000.0) tmp = Float64(Float64(Float64(a * a) * Float64(a * a)) - 1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 50000000000.0], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 50000000000:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5e10Initial program 80.7%
Taylor expanded in a around inf
lower-pow.f6498.5
Applied rewrites98.5%
Applied rewrites98.4%
if 5e10 < (*.f64 b b) Initial program 57.9%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6483.0
Applied rewrites83.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6493.7
Applied rewrites93.7%
Applied rewrites93.7%
(FPCore (a b) :precision binary64 (if (<= a -8e+152) (fma 4.0 (* a a) -1.0) (if (<= a 3.5e+102) (fma (* b b) 4.0 -1.0) (fma (* 4.0 a) (* a a) -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -8e+152) {
tmp = fma(4.0, (a * a), -1.0);
} else if (a <= 3.5e+102) {
tmp = fma((b * b), 4.0, -1.0);
} else {
tmp = fma((4.0 * a), (a * a), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -8e+152) tmp = fma(4.0, Float64(a * a), -1.0); elseif (a <= 3.5e+102) tmp = fma(Float64(b * b), 4.0, -1.0); else tmp = fma(Float64(4.0 * a), Float64(a * a), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -8e+152], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 3.5e+102], N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(4.0 * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -8 \cdot 10^{+152}:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{elif}\;a \leq 3.5 \cdot 10^{+102}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a \cdot a, -1\right)\\
\end{array}
\end{array}
if a < -8.0000000000000004e152Initial program 0.0%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f640.0
Applied rewrites0.0%
Taylor expanded in b around 0
sub-negN/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
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites95.3%
if -8.0000000000000004e152 < a < 3.50000000000000011e102Initial program 86.4%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6493.2
Applied rewrites93.2%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6485.0
Applied rewrites85.0%
Taylor expanded in b around 0
Applied rewrites63.8%
if 3.50000000000000011e102 < a Initial program 57.1%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/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
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in a around inf
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5.2e+299) (fma 4.0 (* a a) -1.0) (fma (* b b) 4.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5.2e+299) {
tmp = fma(4.0, (a * a), -1.0);
} else {
tmp = fma((b * b), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5.2e+299) tmp = fma(4.0, Float64(a * a), -1.0); else tmp = fma(Float64(b * b), 4.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5.2e+299], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5.2 \cdot 10^{+299}:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5.2e299Initial program 77.3%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6480.9
Applied rewrites80.9%
Taylor expanded in b around 0
sub-negN/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
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites79.8%
Taylor expanded in a around 0
Applied rewrites59.9%
if 5.2e299 < (*.f64 b b) Initial program 48.6%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6483.8
Applied rewrites83.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites96.6%
(FPCore (a b) :precision binary64 (fma (* b b) 4.0 -1.0))
double code(double a, double b) {
return fma((b * b), 4.0, -1.0);
}
function code(a, b) return fma(Float64(b * b), 4.0, -1.0) end
code[a_, b_] := N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(b \cdot b, 4, -1\right)
\end{array}
Initial program 69.0%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6481.8
Applied rewrites81.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6469.8
Applied rewrites69.8%
Taylor expanded in b around 0
Applied rewrites51.2%
(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 69.0%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
unpow2N/A
+-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6481.8
Applied rewrites81.8%
Taylor expanded in b around 0
sub-negN/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
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites68.8%
Taylor expanded in a around 0
Applied rewrites22.1%
herbie shell --seed 2024320
(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))