
(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 10 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 (* b b) 2.0 (* a a)) a) a (pow b 4.0)) (* 4.0 (* b b))) 1.0))
double code(double a, double b) {
return (fma((fma((b * b), 2.0, (a * a)) * a), a, pow(b, 4.0)) + (4.0 * (b * b))) - 1.0;
}
function code(a, b) return Float64(Float64(fma(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a), a, (b ^ 4.0)) + Float64(4.0 * Float64(b * b))) - 1.0) end
code[a_, b_] := N[(N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] + N[(4.0 * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left(\mathsf{fma}\left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a, a, {b}^{4}\right) + 4 \cdot \left(b \cdot b\right)\right) - 1
\end{array}
Initial program 67.5%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/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-*.f6453.9
Applied rewrites53.9%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6485.9
Applied rewrites85.9%
Taylor expanded in a around 0
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6499.6
Applied rewrites99.6%
(FPCore (a b) :precision binary64 (if (<= a -2e+103) (fma (* b b) 4.0 (- (* (* (fma 2.0 (* b b) (* a a)) a) a) 1.0)) (- (+ (pow (fma b b (* a a)) 2.0) (* 4.0 (* (fma a a a) a))) 1.0)))
double code(double a, double b) {
double tmp;
if (a <= -2e+103) {
tmp = fma((b * b), 4.0, (((fma(2.0, (b * b), (a * a)) * a) * a) - 1.0));
} else {
tmp = (pow(fma(b, b, (a * a)), 2.0) + (4.0 * (fma(a, a, a) * a))) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -2e+103) tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(2.0, Float64(b * b), Float64(a * a)) * a) * a) - 1.0)); else tmp = Float64(Float64((fma(b, b, Float64(a * a)) ^ 2.0) + Float64(4.0 * Float64(fma(a, a, a) * a))) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -2e+103], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(2.0 * N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[Power[N[(b * b + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(a * a + a), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -2 \cdot 10^{+103}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(2, b \cdot b, a \cdot a\right) \cdot a\right) \cdot a - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\left({\left(\mathsf{fma}\left(b, b, a \cdot a\right)\right)}^{2} + 4 \cdot \left(\mathsf{fma}\left(a, a, a\right) \cdot a\right)\right) - 1\\
\end{array}
\end{array}
if a < -2e103Initial program 0.0%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/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-*.f640.0
Applied rewrites0.0%
Taylor expanded in a around 0
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites100.0%
if -2e103 < a Initial program 86.4%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
+-commutativeN/A
distribute-rgt-inN/A
lft-mult-inverseN/A
*-lft-identityN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6498.9
Applied rewrites98.9%
lift-+.f64N/A
+-commutativeN/A
lift-*.f64N/A
lower-fma.f6498.9
Applied rewrites98.9%
(FPCore (a b) :precision binary64 (if (or (<= a -950000.0) (not (<= a 6.5e-13))) (fma (* b b) 4.0 (- (* (* (fma 2.0 (* b b) (* a a)) a) a) 1.0)) (- (* (* (fma b b (fma -12.0 a 4.0)) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -950000.0) || !(a <= 6.5e-13)) {
tmp = fma((b * b), 4.0, (((fma(2.0, (b * b), (a * a)) * a) * a) - 1.0));
} else {
tmp = ((fma(b, b, fma(-12.0, a, 4.0)) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -950000.0) || !(a <= 6.5e-13)) tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(2.0, Float64(b * b), Float64(a * a)) * a) * a) - 1.0)); else tmp = Float64(Float64(Float64(fma(b, b, fma(-12.0, a, 4.0)) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -950000.0], N[Not[LessEqual[a, 6.5e-13]], $MachinePrecision]], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(2.0 * N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(b * b + N[(-12.0 * a + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -950000 \lor \neg \left(a \leq 6.5 \cdot 10^{-13}\right):\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(2, b \cdot b, a \cdot a\right) \cdot a\right) \cdot a - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(-12, a, 4\right)\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -9.5e5 or 6.49999999999999957e-13 < a Initial program 33.5%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/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-*.f6430.0
Applied rewrites30.0%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6495.8
Applied rewrites95.8%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites95.8%
if -9.5e5 < a < 6.49999999999999957e-13Initial 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.f6499.6
Applied rewrites99.6%
Applied rewrites99.7%
Final simplification97.8%
(FPCore (a b)
:precision binary64
(if (<= b 5000000000.0)
(fma (* b b) 4.0 (- (* (* (fma 2.0 (* b b) (* a a)) a) a) 1.0))
(-
(fma (* (fma a (fma 2.0 a -12.0) (fma b b 4.0)) b) b (* (* a a) 4.0))
1.0)))
double code(double a, double b) {
double tmp;
if (b <= 5000000000.0) {
tmp = fma((b * b), 4.0, (((fma(2.0, (b * b), (a * a)) * a) * a) - 1.0));
} else {
tmp = fma((fma(a, fma(2.0, a, -12.0), fma(b, b, 4.0)) * b), b, ((a * a) * 4.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 5000000000.0) tmp = fma(Float64(b * b), 4.0, Float64(Float64(Float64(fma(2.0, Float64(b * b), Float64(a * a)) * a) * a) - 1.0)); else tmp = Float64(fma(Float64(fma(a, fma(2.0, a, -12.0), fma(b, b, 4.0)) * b), b, Float64(Float64(a * a) * 4.0)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[b, 5000000000.0], N[(N[(b * b), $MachinePrecision] * 4.0 + N[(N[(N[(N[(2.0 * N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision]), $MachinePrecision], N[(N[(N[(N[(a * N[(2.0 * a + -12.0), $MachinePrecision] + N[(b * b + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 5000000000:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, \left(\mathsf{fma}\left(2, b \cdot b, a \cdot a\right) \cdot a\right) \cdot a - 1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, \mathsf{fma}\left(2, a, -12\right), \mathsf{fma}\left(b, b, 4\right)\right) \cdot b, b, \left(a \cdot a\right) \cdot 4\right) - 1\\
\end{array}
\end{array}
if b < 5e9Initial program 70.8%
Taylor expanded in b around 0
associate-*r*N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-lft-inN/A
+-commutativeN/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-*.f6460.2
Applied rewrites60.2%
Taylor expanded in a around 0
unpow2N/A
lower-*.f6488.7
Applied rewrites88.7%
lift--.f64N/A
lift-+.f64N/A
+-commutativeN/A
associate--l+N/A
lift-*.f64N/A
*-commutativeN/A
Applied rewrites88.7%
if 5e9 < b Initial program 56.5%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites97.5%
Taylor expanded in a around 0
Applied rewrites97.5%
(FPCore (a b) :precision binary64 (if (or (<= a -1.25e+60) (not (<= a 4.6e+47))) (- (* (* (fma (* b b) 2.0 4.0) a) a) 1.0) (- (* (* (fma b b (fma -12.0 a 4.0)) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -1.25e+60) || !(a <= 4.6e+47)) {
tmp = ((fma((b * b), 2.0, 4.0) * a) * a) - 1.0;
} else {
tmp = ((fma(b, b, fma(-12.0, a, 4.0)) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -1.25e+60) || !(a <= 4.6e+47)) tmp = Float64(Float64(Float64(fma(Float64(b * b), 2.0, 4.0) * a) * a) - 1.0); else tmp = Float64(Float64(Float64(fma(b, b, fma(-12.0, a, 4.0)) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -1.25e+60], N[Not[LessEqual[a, 4.6e+47]], $MachinePrecision]], N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(b * b + N[(-12.0 * a + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.25 \cdot 10^{+60} \lor \neg \left(a \leq 4.6 \cdot 10^{+47}\right):\\
\;\;\;\;\left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(-12, a, 4\right)\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -1.24999999999999994e60 or 4.5999999999999997e47 < a Initial program 23.6%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites78.2%
Taylor expanded in a around 0
Applied rewrites78.2%
Taylor expanded in a around inf
Applied rewrites78.2%
if -1.24999999999999994e60 < a < 4.5999999999999997e47Initial program 98.5%
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.f6493.0
Applied rewrites93.0%
Applied rewrites93.1%
Final simplification86.9%
(FPCore (a b) :precision binary64 (if (or (<= a -1.25e+60) (not (<= a 4.6e+47))) (- (* (* (fma (* b b) 2.0 4.0) a) a) 1.0) (- (* (* (fma b b 4.0) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -1.25e+60) || !(a <= 4.6e+47)) {
tmp = ((fma((b * b), 2.0, 4.0) * a) * a) - 1.0;
} else {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -1.25e+60) || !(a <= 4.6e+47)) tmp = Float64(Float64(Float64(fma(Float64(b * b), 2.0, 4.0) * a) * a) - 1.0); else tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -1.25e+60], N[Not[LessEqual[a, 4.6e+47]], $MachinePrecision]], N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.25 \cdot 10^{+60} \lor \neg \left(a \leq 4.6 \cdot 10^{+47}\right):\\
\;\;\;\;\left(\mathsf{fma}\left(b \cdot b, 2, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -1.24999999999999994e60 or 4.5999999999999997e47 < a Initial program 23.6%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites78.2%
Taylor expanded in a around 0
Applied rewrites78.2%
Taylor expanded in a around inf
Applied rewrites78.2%
if -1.24999999999999994e60 < a < 4.5999999999999997e47Initial program 98.5%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6493.1
Applied rewrites93.1%
Applied rewrites93.0%
Applied rewrites93.1%
Final simplification86.9%
(FPCore (a b) :precision binary64 (if (or (<= a -4.4e+136) (not (<= a 5.4e+153))) (- (* (* a a) 4.0) 1.0) (- (* (* (fma b b 4.0) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -4.4e+136) || !(a <= 5.4e+153)) {
tmp = ((a * a) * 4.0) - 1.0;
} else {
tmp = ((fma(b, b, 4.0) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -4.4e+136) || !(a <= 5.4e+153)) tmp = Float64(Float64(Float64(a * a) * 4.0) - 1.0); else tmp = Float64(Float64(Float64(fma(b, b, 4.0) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -4.4e+136], N[Not[LessEqual[a, 5.4e+153]], $MachinePrecision]], N[(N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -4.4 \cdot 10^{+136} \lor \neg \left(a \leq 5.4 \cdot 10^{+153}\right):\\
\;\;\;\;\left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, 4\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if a < -4.3999999999999999e136 or 5.4000000000000001e153 < a Initial program 13.4%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites94.8%
Taylor expanded in b around 0
Applied rewrites93.5%
if -4.3999999999999999e136 < a < 5.4000000000000001e153Initial program 86.6%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6483.1
Applied rewrites83.1%
Applied rewrites83.0%
Applied rewrites83.0%
Final simplification85.7%
(FPCore (a b) :precision binary64 (if (or (<= a -4.4e+136) (not (<= a 5.4e+153))) (- (* (* 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 <= -4.4e+136) || !(a <= 5.4e+153)) {
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 <= -4.4e+136) || !(a <= 5.4e+153)) 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, -4.4e+136], N[Not[LessEqual[a, 5.4e+153]], $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 -4.4 \cdot 10^{+136} \lor \neg \left(a \leq 5.4 \cdot 10^{+153}\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 < -4.3999999999999999e136 or 5.4000000000000001e153 < a Initial program 13.4%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites94.8%
Taylor expanded in b around 0
Applied rewrites93.5%
if -4.3999999999999999e136 < a < 5.4000000000000001e153Initial program 86.6%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6483.1
Applied rewrites83.1%
Applied rewrites83.0%
Final simplification85.7%
(FPCore (a b) :precision binary64 (if (<= b 5.8e+150) (- (* (* a a) 4.0) 1.0) (- (* (* b b) 4.0) 1.0)))
double code(double a, double b) {
double tmp;
if (b <= 5.8e+150) {
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 <= 5.8d+150) 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 <= 5.8e+150) {
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 <= 5.8e+150: 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 <= 5.8e+150) 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 <= 5.8e+150) 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, 5.8e+150], 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 5.8 \cdot 10^{+150}:\\
\;\;\;\;\left(a \cdot a\right) \cdot 4 - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 4 - 1\\
\end{array}
\end{array}
if b < 5.80000000000000022e150Initial program 69.2%
Taylor expanded in a around 0
+-commutativeN/A
distribute-lft-inN/A
associate-+r+N/A
associate-+r+N/A
Applied rewrites85.7%
Taylor expanded in b around 0
Applied rewrites56.8%
if 5.80000000000000022e150 < b Initial program 54.8%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites97.2%
(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 67.5%
Taylor expanded in a around 0
unpow2N/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*r*N/A
pow-plusN/A
metadata-evalN/A
cube-unmultN/A
unpow2N/A
associate-*r*N/A
unpow2N/A
*-commutativeN/A
unpow2N/A
cube-unmultN/A
metadata-evalN/A
pow-plusN/A
associate-*r*N/A
unpow2N/A
pow-sqrN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6474.1
Applied rewrites74.1%
Taylor expanded in b around 0
Applied rewrites53.2%
herbie shell --seed 2024343
(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))