
(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 (+ (fma (+ (* (fma (fma a 2.0 -12.0) a (* b b)) b) (* 4.0 b)) b (* (* (fma (+ 4.0 a) a 4.0) a) a)) -1.0))
double code(double a, double b) {
return fma(((fma(fma(a, 2.0, -12.0), a, (b * b)) * b) + (4.0 * b)), b, ((fma((4.0 + a), a, 4.0) * a) * a)) + -1.0;
}
function code(a, b) return Float64(fma(Float64(Float64(fma(fma(a, 2.0, -12.0), a, Float64(b * b)) * b) + Float64(4.0 * b)), b, Float64(Float64(fma(Float64(4.0 + a), a, 4.0) * a) * a)) + -1.0) end
code[a_, b_] := N[(N[(N[(N[(N[(N[(a * 2.0 + -12.0), $MachinePrecision] * a + N[(b * b), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] + N[(4.0 * b), $MachinePrecision]), $MachinePrecision] * b + N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(a, 2, -12\right), a, b \cdot b\right) \cdot b + 4 \cdot b, b, \left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a\right) \cdot a\right) + -1
\end{array}
Initial program 73.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6489.8
Applied rewrites89.8%
Taylor expanded in b around 0
Applied rewrites90.9%
Applied rewrites99.9%
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (+ (fma (* (fma b b (fma (fma 2.0 a -12.0) a 4.0)) b) b (* (* (fma (+ 4.0 a) a 4.0) a) a)) -1.0))
double code(double a, double b) {
return fma((fma(b, b, fma(fma(2.0, a, -12.0), a, 4.0)) * b), b, ((fma((4.0 + a), a, 4.0) * a) * a)) + -1.0;
}
function code(a, b) return Float64(fma(Float64(fma(b, b, fma(fma(2.0, a, -12.0), a, 4.0)) * b), b, Float64(Float64(fma(Float64(4.0 + a), a, 4.0) * a) * a)) + -1.0) end
code[a_, b_] := N[(N[(N[(N[(b * b + N[(N[(2.0 * a + -12.0), $MachinePrecision] * a + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(\mathsf{fma}\left(2, a, -12\right), a, 4\right)\right) \cdot b, b, \left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a\right) \cdot a\right) + -1
\end{array}
Initial program 73.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6489.8
Applied rewrites89.8%
Taylor expanded in b around 0
Applied rewrites90.9%
Applied rewrites99.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5.0) (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0) (- (* (* (fma b b (fma a (fma 2.0 a -12.0) 4.0)) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5.0) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else {
tmp = ((fma(b, b, fma(a, fma(2.0, a, -12.0), 4.0)) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5.0) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); else tmp = Float64(Float64(Float64(fma(b, b, fma(a, fma(2.0, a, -12.0), 4.0)) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5.0], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(N[(b * b + N[(a * N[(2.0 * a + -12.0), $MachinePrecision] + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(a, \mathsf{fma}\left(2, a, -12\right), 4\right)\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 5Initial program 78.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6498.7
Applied rewrites98.7%
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-outN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites100.0%
if 5 < (*.f64 b b) Initial program 68.5%
Taylor expanded in b around inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites97.8%
Taylor expanded in b around 0
Applied rewrites97.7%
(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 73.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6489.8
Applied rewrites89.8%
Taylor expanded in b around 0
Applied rewrites90.9%
Taylor expanded in a around 0
Applied rewrites99.4%
(FPCore (a b)
:precision binary64
(if (<= a -1.55e+35)
(fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0)
(if (<= a 2.05e+71)
(fma (* (fma -12.0 a (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 <= -1.55e+35) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else if (a <= 2.05e+71) {
tmp = fma((fma(-12.0, a, 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 <= -1.55e+35) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); elseif (a <= 2.05e+71) tmp = fma(Float64(fma(-12.0, a, fma(b, b, 4.0)) * b), b, -1.0); else tmp = fma(Float64(Float64(4.0 + a) * a), Float64(a * a), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -1.55e+35], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 2.05e+71], N[(N[(N[(-12.0 * a + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(N[(4.0 + a), $MachinePrecision] * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.55 \cdot 10^{+35}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;a \leq 2.05 \cdot 10^{+71}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-12, a, \mathsf{fma}\left(b, b, 4\right)\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(4 + a\right) \cdot a, a \cdot a, -1\right)\\
\end{array}
\end{array}
if a < -1.54999999999999993e35Initial program 21.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6499.9
Applied rewrites99.9%
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-outN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites99.9%
if -1.54999999999999993e35 < a < 2.0500000000000001e71Initial program 95.8%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6494.7
Applied rewrites94.7%
Taylor expanded in a around 0
associate--l+N/A
associate--l+N/A
associate-+r+N/A
+-commutativeN/A
associate-*r*N/A
metadata-evalN/A
associate-*r*N/A
distribute-rgt-inN/A
metadata-evalN/A
distribute-lft-inN/A
associate-+r-N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
Applied rewrites94.8%
if 2.0500000000000001e71 < a Initial program 63.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6463.3
Applied rewrites63.3%
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-outN/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%
(FPCore (a b) :precision binary64 (fma (* (* a a) a) a (fma (fma b b 4.0) (* b b) -1.0)))
double code(double a, double b) {
return fma(((a * a) * a), a, fma(fma(b, b, 4.0), (b * b), -1.0));
}
function code(a, b) return fma(Float64(Float64(a * a) * a), a, fma(fma(b, b, 4.0), Float64(b * b), -1.0)) end
code[a_, b_] := N[(N[(N[(a * a), $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(\left(a \cdot a\right) \cdot a, a, \mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right), b \cdot b, -1\right)\right)
\end{array}
Initial program 73.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6489.8
Applied rewrites89.8%
Taylor expanded in b around 0
Applied rewrites90.9%
Taylor expanded in a around 0
Applied rewrites99.4%
Taylor expanded in a around inf
Applied rewrites98.8%
(FPCore (a b) :precision binary64 (if (or (<= a -1.55e+35) (not (<= a 2.05e+71))) (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 ((a <= -1.55e+35) || !(a <= 2.05e+71)) {
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 ((a <= -1.55e+35) || !(a <= 2.05e+71)) 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[Or[LessEqual[a, -1.55e+35], N[Not[LessEqual[a, 2.05e+71]], $MachinePrecision]], 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}\;a \leq -1.55 \cdot 10^{+35} \lor \neg \left(a \leq 2.05 \cdot 10^{+71}\right):\\
\;\;\;\;\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 a < -1.54999999999999993e35 or 2.0500000000000001e71 < a Initial program 40.9%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6482.8
Applied rewrites82.8%
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-outN/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%
if -1.54999999999999993e35 < a < 2.0500000000000001e71Initial program 95.8%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6494.7
Applied rewrites94.7%
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
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6494.6
Applied rewrites94.6%
Final simplification96.8%
(FPCore (a b)
:precision binary64
(if (<= a -1.55e+35)
(fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0)
(if (<= a 2.05e+71)
(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 <= -1.55e+35) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else if (a <= 2.05e+71) {
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 <= -1.55e+35) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); elseif (a <= 2.05e+71) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = fma(Float64(Float64(4.0 + a) * a), Float64(a * a), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -1.55e+35], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 2.05e+71], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(N[(4.0 + a), $MachinePrecision] * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.55 \cdot 10^{+35}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;a \leq 2.05 \cdot 10^{+71}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(4 + a\right) \cdot a, a \cdot a, -1\right)\\
\end{array}
\end{array}
if a < -1.54999999999999993e35Initial program 21.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6499.9
Applied rewrites99.9%
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-outN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites99.9%
if -1.54999999999999993e35 < a < 2.0500000000000001e71Initial program 95.8%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6494.7
Applied rewrites94.7%
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
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6494.6
Applied rewrites94.6%
if 2.0500000000000001e71 < a Initial program 63.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6463.3
Applied rewrites63.3%
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-outN/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%
(FPCore (a b)
:precision binary64
(if (<= a -4.8e+153)
(fma 4.0 (* a a) -1.0)
(if (<= a 1.1e+99)
(fma (* (fma b b 4.0) b) b -1.0)
(fma (fma 4.0 a 4.0) (* a a) -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -4.8e+153) {
tmp = fma(4.0, (a * a), -1.0);
} else if (a <= 1.1e+99) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = fma(fma(4.0, a, 4.0), (a * a), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -4.8e+153) tmp = fma(4.0, Float64(a * a), -1.0); elseif (a <= 1.1e+99) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = fma(fma(4.0, a, 4.0), Float64(a * a), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -4.8e+153], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 1.1e+99], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(4.0 * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -4.8 \cdot 10^{+153}:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{elif}\;a \leq 1.1 \cdot 10^{+99}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, a, 4\right), a \cdot a, -1\right)\\
\end{array}
\end{array}
if a < -4.79999999999999985e153Initial program 0.0%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/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-outN/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 rewrites97.7%
if -4.79999999999999985e153 < a < 1.09999999999999989e99Initial program 89.6%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6493.7
Applied rewrites93.7%
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
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6484.3
Applied rewrites84.3%
if 1.09999999999999989e99 < a Initial program 66.7%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6466.7
Applied rewrites66.7%
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-outN/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 rewrites96.0%
(FPCore (a b)
:precision binary64
(if (<= a -3.3e+38)
(fma 4.0 (* a a) -1.0)
(if (<= a 1.1e+99)
(fma (* b b) 4.0 -1.0)
(fma (fma 4.0 a 4.0) (* a a) -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -3.3e+38) {
tmp = fma(4.0, (a * a), -1.0);
} else if (a <= 1.1e+99) {
tmp = fma((b * b), 4.0, -1.0);
} else {
tmp = fma(fma(4.0, a, 4.0), (a * a), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -3.3e+38) tmp = fma(4.0, Float64(a * a), -1.0); elseif (a <= 1.1e+99) tmp = fma(Float64(b * b), 4.0, -1.0); else tmp = fma(fma(4.0, a, 4.0), Float64(a * a), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -3.3e+38], N[(4.0 * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 1.1e+99], N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(4.0 * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -3.3 \cdot 10^{+38}:\\
\;\;\;\;\mathsf{fma}\left(4, a \cdot a, -1\right)\\
\mathbf{elif}\;a \leq 1.1 \cdot 10^{+99}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, a, 4\right), a \cdot a, -1\right)\\
\end{array}
\end{array}
if a < -3.2999999999999999e38Initial program 21.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6499.9
Applied rewrites99.9%
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-outN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites63.4%
if -3.2999999999999999e38 < a < 1.09999999999999989e99Initial program 94.0%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6492.9
Applied rewrites92.9%
Taylor expanded in b around 0
Applied rewrites73.9%
Taylor expanded in a around 0
Applied rewrites68.2%
if 1.09999999999999989e99 < a Initial program 66.7%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6466.7
Applied rewrites66.7%
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-outN/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 rewrites96.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 4.8e+304) (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) <= 4.8e+304) {
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) <= 4.8e+304) 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], 4.8e+304], 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 4.8 \cdot 10^{+304}:\\
\;\;\;\;\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) < 4.79999999999999951e304Initial program 75.7%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6494.3
Applied rewrites94.3%
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-outN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites78.3%
Taylor expanded in a around 0
Applied rewrites60.1%
if 4.79999999999999951e304 < (*.f64 b b) Initial program 65.6%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6475.4
Applied rewrites75.4%
Taylor expanded in b around 0
Applied rewrites97.3%
Taylor expanded in a around 0
Applied rewrites97.3%
(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 73.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6489.8
Applied rewrites89.8%
Taylor expanded in b around 0
Applied rewrites75.2%
Taylor expanded in a around 0
Applied rewrites47.1%
(FPCore (a b) :precision binary64 -1.0)
double code(double a, double b) {
return -1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = -1.0d0
end function
public static double code(double a, double b) {
return -1.0;
}
def code(a, b): return -1.0
function code(a, b) return -1.0 end
function tmp = code(a, b) tmp = -1.0; end
code[a_, b_] := -1.0
\begin{array}{l}
\\
-1
\end{array}
Initial program 73.3%
Taylor expanded in a around 0
associate-*r*N/A
metadata-evalN/A
distribute-lft1-inN/A
distribute-lft-neg-inN/A
+-commutativeN/A
sub-negN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
sub-negN/A
+-commutativeN/A
distribute-lft-neg-inN/A
metadata-evalN/A
lower-fma.f6489.8
Applied rewrites89.8%
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-outN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites66.1%
Taylor expanded in a around 0
Applied rewrites22.6%
herbie shell --seed 2024296
(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))