
(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 9 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 (* a a) (fma (+ 1.0 a) 4.0 (* a a)) (* (fma b b 4.0) (* b b))) 1.0))
double code(double a, double b) {
return fma((a * a), fma((1.0 + a), 4.0, (a * a)), (fma(b, b, 4.0) * (b * b))) - 1.0;
}
function code(a, b) return Float64(fma(Float64(a * a), fma(Float64(1.0 + a), 4.0, Float64(a * a)), Float64(fma(b, b, 4.0) * Float64(b * b))) - 1.0) end
code[a_, b_] := N[(N[(N[(a * a), $MachinePrecision] * N[(N[(1.0 + a), $MachinePrecision] * 4.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b + 4.0), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(1 + a, 4, a \cdot a\right), \mathsf{fma}\left(b, b, 4\right) \cdot \left(b \cdot b\right)\right) - 1
\end{array}
Initial program 73.4%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites86.3%
Applied rewrites86.2%
Taylor expanded in a around 0
Applied rewrites86.2%
Applied rewrites99.9%
(FPCore (a b)
:precision binary64
(if (or (<= a -10.0) (not (<= a 56000000000.0)))
(fma (* b b) 4.0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0))
(-
(fma (fma 4.0 a 4.0) (* a a) (* (* (fma -12.0 a (fma b b 4.0)) b) b))
1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -10.0) || !(a <= 56000000000.0)) {
tmp = fma((b * b), 4.0, (((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0));
} else {
tmp = fma(fma(4.0, a, 4.0), (a * a), ((fma(-12.0, a, fma(b, b, 4.0)) * b) * b)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -10.0) || !(a <= 56000000000.0)) tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0)); else tmp = Float64(fma(fma(4.0, a, 4.0), Float64(a * a), Float64(Float64(fma(-12.0, a, fma(b, b, 4.0)) * b) * b)) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -10.0], N[Not[LessEqual[a, 56000000000.0]], $MachinePrecision]], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(4.0 * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + N[(N[(N[(-12.0 * a + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -10 \lor \neg \left(a \leq 56000000000\right):\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, a, 4\right), a \cdot a, \left(\mathsf{fma}\left(-12, a, \mathsf{fma}\left(b, b, 4\right)\right) \cdot b\right) \cdot b\right) - 1\\
\end{array}
\end{array}
if a < -10 or 5.6e10 < a Initial program 43.7%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6443.0
Applied rewrites43.0%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6497.6
Applied rewrites97.6%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites97.6%
if -10 < a < 5.6e10Initial program 99.9%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites99.3%
Final simplification98.5%
(FPCore (a b) :precision binary64 (if (or (<= a -10.0) (not (<= a 56000000000.0))) (fma (* b b) 4.0 (- (* (* (fma (* b b) 2.0 (* a a)) a) a) 1.0)) (- (fma (fma 4.0 a 4.0) (* a a) (* (* (fma b b 4.0) b) b)) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -10.0) || !(a <= 56000000000.0)) {
tmp = fma((b * b), 4.0, (((fma((b * b), 2.0, (a * a)) * a) * a) - 1.0));
} else {
tmp = fma(fma(4.0, a, 4.0), (a * a), ((fma(b, b, 4.0) * b) * b)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -10.0) || !(a <= 56000000000.0)) tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) - 1.0)); else tmp = Float64(fma(fma(4.0, a, 4.0), Float64(a * a), Float64(Float64(fma(b, b, 4.0) * b) * b)) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -10.0], N[Not[LessEqual[a, 56000000000.0]], $MachinePrecision]], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(4.0 * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -10 \lor \neg \left(a \leq 56000000000\right):\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, a, 4\right), a \cdot a, \left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b\right) - 1\\
\end{array}
\end{array}
if a < -10 or 5.6e10 < a Initial program 43.7%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6443.0
Applied rewrites43.0%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6497.6
Applied rewrites97.6%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites97.6%
if -10 < a < 5.6e10Initial program 99.9%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites99.3%
Final simplification98.5%
(FPCore (a b) :precision binary64 (if (<= a -1.15e+33) (- (* (* (fma (* b b) 2.0 4.0) a) a) 1.0) (- (fma (fma 4.0 a 4.0) (* a a) (* (* (fma b b 4.0) b) b)) 1.0)))
double code(double a, double b) {
double tmp;
if (a <= -1.15e+33) {
tmp = ((fma((b * b), 2.0, 4.0) * a) * a) - 1.0;
} else {
tmp = fma(fma(4.0, a, 4.0), (a * a), ((fma(b, b, 4.0) * b) * b)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -1.15e+33) tmp = Float64(Float64(Float64(fma(Float64(b * b), 2.0, 4.0) * a) * a) - 1.0); else tmp = Float64(fma(fma(4.0, a, 4.0), Float64(a * a), Float64(Float64(fma(b, b, 4.0) * b) * b)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -1.15e+33], N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(4.0 * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.15 \cdot 10^{+33}:\\
\;\;\;\;\left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, a, 4\right), a \cdot a, \left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b\right) - 1\\
\end{array}
\end{array}
if a < -1.15000000000000005e33Initial program 22.0%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites74.5%
Taylor expanded in b around 0
Applied rewrites61.8%
Taylor expanded in a around inf
Applied rewrites74.5%
if -1.15000000000000005e33 < a Initial program 88.8%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-fma.f64N/A
Applied rewrites99.9%
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites93.4%
(FPCore (a b) :precision binary64 (if (or (<= a -1.15e+33) (not (<= a 1.15e+14))) (- (* (* (fma (* b b) 2.0 4.0) a) a) 1.0) (- (* (* b b) (fma b b (fma -12.0 a 4.0))) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -1.15e+33) || !(a <= 1.15e+14)) {
tmp = ((fma((b * b), 2.0, 4.0) * a) * a) - 1.0;
} else {
tmp = ((b * b) * fma(b, b, fma(-12.0, a, 4.0))) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -1.15e+33) || !(a <= 1.15e+14)) tmp = Float64(Float64(Float64(fma(Float64(b * b), 2.0, 4.0) * a) * a) - 1.0); else tmp = Float64(Float64(Float64(b * b) * fma(b, b, fma(-12.0, a, 4.0))) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -1.15e+33], N[Not[LessEqual[a, 1.15e+14]], $MachinePrecision]], N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * N[(b * b + N[(-12.0 * a + 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.15 \cdot 10^{+33} \lor \neg \left(a \leq 1.15 \cdot 10^{+14}\right):\\
\;\;\;\;\left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \mathsf{fma}\left(b, b, \mathsf{fma}\left(-12, a, 4\right)\right) - 1\\
\end{array}
\end{array}
if a < -1.15000000000000005e33 or 1.15e14 < a Initial program 40.3%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites76.9%
Taylor expanded in b around 0
Applied rewrites63.9%
Taylor expanded in a around inf
Applied rewrites76.9%
if -1.15000000000000005e33 < a < 1.15e14Initial program 99.9%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6496.7
Applied rewrites96.7%
Final simplification87.9%
(FPCore (a b) :precision binary64 (if (or (<= a -1.15e+33) (not (<= a 1.15e+14))) (- (* (* (fma (* b b) 2.0 4.0) a) a) 1.0) (- (* (* b b) (fma b b 4.0)) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -1.15e+33) || !(a <= 1.15e+14)) {
tmp = ((fma((b * b), 2.0, 4.0) * a) * a) - 1.0;
} else {
tmp = ((b * b) * fma(b, b, 4.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -1.15e+33) || !(a <= 1.15e+14)) tmp = Float64(Float64(Float64(fma(Float64(b * b), 2.0, 4.0) * a) * a) - 1.0); else tmp = Float64(Float64(Float64(b * b) * fma(b, b, 4.0)) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -1.15e+33], N[Not[LessEqual[a, 1.15e+14]], $MachinePrecision]], N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.15 \cdot 10^{+33} \lor \neg \left(a \leq 1.15 \cdot 10^{+14}\right):\\
\;\;\;\;\left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \mathsf{fma}\left(b, b, 4\right) - 1\\
\end{array}
\end{array}
if a < -1.15000000000000005e33 or 1.15e14 < a Initial program 40.3%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites76.9%
Taylor expanded in b around 0
Applied rewrites63.9%
Taylor expanded in a around inf
Applied rewrites76.9%
if -1.15000000000000005e33 < a < 1.15e14Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6496.8
Applied rewrites96.8%
Applied rewrites96.7%
Final simplification87.9%
(FPCore (a b) :precision binary64 (if (or (<= a -2e+154) (not (<= a 6.5e+143))) (- (* (* a a) 4.0) 1.0) (- (* (* b b) (fma b b 4.0)) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -2e+154) || !(a <= 6.5e+143)) {
tmp = ((a * a) * 4.0) - 1.0;
} else {
tmp = ((b * b) * fma(b, b, 4.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -2e+154) || !(a <= 6.5e+143)) tmp = Float64(Float64(Float64(a * a) * 4.0) - 1.0); else tmp = Float64(Float64(Float64(b * b) * fma(b, b, 4.0)) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -2e+154], N[Not[LessEqual[a, 6.5e+143]], $MachinePrecision]], N[(N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -2 \cdot 10^{+154} \lor \neg \left(a \leq 6.5 \cdot 10^{+143}\right):\\
\;\;\;\;\left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \mathsf{fma}\left(b, b, 4\right) - 1\\
\end{array}
\end{array}
if a < -2.00000000000000007e154 or 6.4999999999999997e143 < a Initial program 29.2%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites98.8%
Taylor expanded in b around 0
Applied rewrites96.3%
if -2.00000000000000007e154 < a < 6.4999999999999997e143Initial program 90.7%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6482.0
Applied rewrites82.0%
Applied rewrites82.0%
Final simplification86.0%
(FPCore (a b) :precision binary64 (if (<= b 4e+148) (- (* (* a a) 4.0) 1.0) (- (* (* b b) 4.0) 1.0)))
double code(double a, double b) {
double tmp;
if (b <= 4e+148) {
tmp = ((a * a) * 4.0) - 1.0;
} else {
tmp = ((b * b) * 4.0) - 1.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (b <= 4d+148) then
tmp = ((a * a) * 4.0d0) - 1.0d0
else
tmp = ((b * b) * 4.0d0) - 1.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if (b <= 4e+148) {
tmp = ((a * a) * 4.0) - 1.0;
} else {
tmp = ((b * b) * 4.0) - 1.0;
}
return tmp;
}
def code(a, b): tmp = 0 if b <= 4e+148: tmp = ((a * a) * 4.0) - 1.0 else: tmp = ((b * b) * 4.0) - 1.0 return tmp
function code(a, b) tmp = 0.0 if (b <= 4e+148) tmp = Float64(Float64(Float64(a * a) * 4.0) - 1.0); else tmp = Float64(Float64(Float64(b * b) * 4.0) - 1.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (b <= 4e+148) tmp = ((a * a) * 4.0) - 1.0; else tmp = ((b * b) * 4.0) - 1.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[b, 4e+148], N[(N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 4 \cdot 10^{+148}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 4 - 1\\
\end{array}
\end{array}
if b < 4.0000000000000002e148Initial program 73.7%
Taylor expanded in a around 0
+-commutativeN/A
associate-+r+N/A
distribute-lft-inN/A
associate-+r+N/A
Applied rewrites86.9%
Taylor expanded in b around 0
Applied rewrites55.6%
if 4.0000000000000002e148 < b Initial program 70.4%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites96.7%
(FPCore (a b) :precision binary64 (- (* (* b b) 4.0) 1.0))
double code(double a, double b) {
return ((b * b) * 4.0) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((b * b) * 4.0d0) - 1.0d0
end function
public static double code(double a, double b) {
return ((b * b) * 4.0) - 1.0;
}
def code(a, b): return ((b * b) * 4.0) - 1.0
function code(a, b) return Float64(Float64(Float64(b * b) * 4.0) - 1.0) end
function tmp = code(a, b) tmp = ((b * b) * 4.0) - 1.0; end
code[a_, b_] := N[(N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(b \cdot b\right) \cdot 4 - 1
\end{array}
Initial program 73.4%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6468.3
Applied rewrites68.3%
Taylor expanded in b around 0
Applied rewrites47.8%
herbie shell --seed 2024340
(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))