
(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 b b (fma (fma -3.0 a 1.0) 4.0 (* (* a a) 2.0))) b) b (* (fma a a (fma a 4.0 4.0)) (* a a))) 1.0))
double code(double a, double b) {
return fma((fma(b, b, fma(fma(-3.0, a, 1.0), 4.0, ((a * a) * 2.0))) * b), b, (fma(a, a, fma(a, 4.0, 4.0)) * (a * a))) - 1.0;
}
function code(a, b) return Float64(fma(Float64(fma(b, b, fma(fma(-3.0, a, 1.0), 4.0, Float64(Float64(a * a) * 2.0))) * b), b, Float64(fma(a, a, fma(a, 4.0, 4.0)) * Float64(a * a))) - 1.0) end
code[a_, b_] := N[(N[(N[(N[(b * b + N[(N[(-3.0 * a + 1.0), $MachinePrecision] * 4.0 + N[(N[(a * a), $MachinePrecision] * 2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a + N[(a * 4.0 + 4.0), $MachinePrecision]), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(\mathsf{fma}\left(-3, a, 1\right), 4, \left(a \cdot a\right) \cdot 2\right)\right) \cdot b, b, \mathsf{fma}\left(a, a, \mathsf{fma}\left(a, 4, 4\right)\right) \cdot \left(a \cdot a\right)\right) - 1
\end{array}
Initial program 75.7%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(if (<=
(+
(* (+ (* (- 1.0 (* 3.0 a)) (* b b)) (* (+ 1.0 a) (* a a))) 4.0)
(pow (+ (* b b) (* a a)) 2.0))
2e-16)
-1.0
(* (* b b) 4.0)))
double code(double a, double b) {
double tmp;
if ((((((1.0 - (3.0 * a)) * (b * b)) + ((1.0 + a) * (a * a))) * 4.0) + pow(((b * b) + (a * a)), 2.0)) <= 2e-16) {
tmp = -1.0;
} else {
tmp = (b * b) * 4.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((((((1.0d0 - (3.0d0 * a)) * (b * b)) + ((1.0d0 + a) * (a * a))) * 4.0d0) + (((b * b) + (a * a)) ** 2.0d0)) <= 2d-16) then
tmp = -1.0d0
else
tmp = (b * b) * 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((((((1.0 - (3.0 * a)) * (b * b)) + ((1.0 + a) * (a * a))) * 4.0) + Math.pow(((b * b) + (a * a)), 2.0)) <= 2e-16) {
tmp = -1.0;
} else {
tmp = (b * b) * 4.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (((((1.0 - (3.0 * a)) * (b * b)) + ((1.0 + a) * (a * a))) * 4.0) + math.pow(((b * b) + (a * a)), 2.0)) <= 2e-16: tmp = -1.0 else: tmp = (b * b) * 4.0 return tmp
function code(a, b) tmp = 0.0 if (Float64(Float64(Float64(Float64(Float64(1.0 - Float64(3.0 * a)) * Float64(b * b)) + Float64(Float64(1.0 + a) * Float64(a * a))) * 4.0) + (Float64(Float64(b * b) + Float64(a * a)) ^ 2.0)) <= 2e-16) tmp = -1.0; else tmp = Float64(Float64(b * b) * 4.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((((((1.0 - (3.0 * a)) * (b * b)) + ((1.0 + a) * (a * a))) * 4.0) + (((b * b) + (a * a)) ^ 2.0)) <= 2e-16) tmp = -1.0; else tmp = (b * b) * 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(N[(N[(N[(N[(1.0 - N[(3.0 * a), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision] + N[(N[(1.0 + a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 4.0), $MachinePrecision] + N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision], 2e-16], -1.0, N[(N[(b * b), $MachinePrecision] * 4.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(\left(1 - 3 \cdot a\right) \cdot \left(b \cdot b\right) + \left(1 + a\right) \cdot \left(a \cdot a\right)\right) \cdot 4 + {\left(b \cdot b + a \cdot a\right)}^{2} \leq 2 \cdot 10^{-16}:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 4\\
\end{array}
\end{array}
if (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (+.f64 (*.f64 (*.f64 a a) (+.f64 #s(literal 1 binary64) a)) (*.f64 (*.f64 b b) (-.f64 #s(literal 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) < 2e-16Initial program 100.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
if 2e-16 < (+.f64 (pow.f64 (+.f64 (*.f64 a a) (*.f64 b b)) #s(literal 2 binary64)) (*.f64 #s(literal 4 binary64) (+.f64 (*.f64 (*.f64 a a) (+.f64 #s(literal 1 binary64) a)) (*.f64 (*.f64 b b) (-.f64 #s(literal 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) Initial program 66.5%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites85.6%
Taylor expanded in a around 0
Applied rewrites39.3%
Taylor expanded in b around inf
Applied rewrites39.8%
Final simplification56.2%
(FPCore (a b) :precision binary64 (- (fma (* (* (fma (/ b a) b (* 2.0 a)) b) a) b (* (fma a a (fma a 4.0 4.0)) (* a a))) 1.0))
double code(double a, double b) {
return fma(((fma((b / a), b, (2.0 * a)) * b) * a), b, (fma(a, a, fma(a, 4.0, 4.0)) * (a * a))) - 1.0;
}
function code(a, b) return Float64(fma(Float64(Float64(fma(Float64(b / a), b, Float64(2.0 * a)) * b) * a), b, Float64(fma(a, a, fma(a, 4.0, 4.0)) * Float64(a * a))) - 1.0) end
code[a_, b_] := N[(N[(N[(N[(N[(N[(b / a), $MachinePrecision] * b + N[(2.0 * a), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * a), $MachinePrecision] * b + N[(N[(a * a + N[(a * 4.0 + 4.0), $MachinePrecision]), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\left(\mathsf{fma}\left(\frac{b}{a}, b, 2 \cdot a\right) \cdot b\right) \cdot a, b, \mathsf{fma}\left(a, a, \mathsf{fma}\left(a, 4, 4\right)\right) \cdot \left(a \cdot a\right)\right) - 1
\end{array}
Initial program 75.7%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around -inf
Applied rewrites88.9%
Taylor expanded in b around 0
Applied rewrites83.7%
Taylor expanded in a around inf
Applied rewrites98.2%
Final simplification98.2%
(FPCore (a b)
:precision binary64
(let* ((t_0
(fma
(* (fma (+ 4.0 a) a 4.0) a)
a
(fma (* (fma (fma 2.0 a -12.0) a 4.0) b) b -1.0))))
(if (<= a -2.45e-5)
t_0
(if (<= a 2.1e-52) (fma (* (fma b b 4.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma((fma((4.0 + a), a, 4.0) * a), a, fma((fma(fma(2.0, a, -12.0), a, 4.0) * b), b, -1.0));
double tmp;
if (a <= -2.45e-5) {
tmp = t_0;
} else if (a <= 2.1e-52) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, fma(Float64(fma(fma(2.0, a, -12.0), a, 4.0) * b), b, -1.0)) tmp = 0.0 if (a <= -2.45e-5) tmp = t_0; elseif (a <= 2.1e-52) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(N[(N[(2.0 * a + -12.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -2.45e-5], t$95$0, If[LessEqual[a, 2.1e-52], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, \mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, -12\right), a, 4\right) \cdot b, b, -1\right)\right)\\
\mathbf{if}\;a \leq -2.45 \cdot 10^{-5}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 2.1 \cdot 10^{-52}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -2.45e-5 or 2.0999999999999999e-52 < a Initial program 51.8%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites97.1%
if -2.45e-5 < a < 2.0999999999999999e-52Initial program 100.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Final simplification98.5%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* (* a a) a) a (* (* (* (* b a) 2.0) b) a))))
(if (<= a -8.5e+21)
t_0
(if (<= a 95.0) (fma (* (fma b b 4.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma(((a * a) * a), a, ((((b * a) * 2.0) * b) * a));
double tmp;
if (a <= -8.5e+21) {
tmp = t_0;
} else if (a <= 95.0) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(Float64(a * a) * a), a, Float64(Float64(Float64(Float64(b * a) * 2.0) * b) * a)) tmp = 0.0 if (a <= -8.5e+21) tmp = t_0; elseif (a <= 95.0) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(N[(N[(b * a), $MachinePrecision] * 2.0), $MachinePrecision] * b), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -8.5e+21], t$95$0, If[LessEqual[a, 95.0], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, \left(\left(\left(b \cdot a\right) \cdot 2\right) \cdot b\right) \cdot a\right)\\
\mathbf{if}\;a \leq -8.5 \cdot 10^{+21}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 95:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -8.5e21 or 95 < a Initial program 46.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites98.4%
Taylor expanded in a around inf
Applied rewrites97.8%
Taylor expanded in a around inf
Applied rewrites97.8%
if -8.5e21 < a < 95Initial program 99.9%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6498.6
Applied rewrites98.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+133) (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0) (* (* b b) (* b b))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+133) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else {
tmp = (b * b) * (b * b);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+133) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); else tmp = Float64(Float64(b * b) * Float64(b * b)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+133], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+133}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \left(b \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e133Initial program 84.5%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around 0
sub-negN/A
*-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
*-commutativeN/A
unpow2N/A
associate-*r*N/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites92.3%
if 1e133 < (*.f64 b b) Initial program 61.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in b around inf
lower-pow.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
Final simplification95.3%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* (* a a) a) a -1.0)))
(if (<= a -2.4e+32)
t_0
(if (<= a 19000000000.0) (fma (* (fma b b 4.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma(((a * a) * a), a, -1.0);
double tmp;
if (a <= -2.4e+32) {
tmp = t_0;
} else if (a <= 19000000000.0) {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(Float64(a * a) * a), a, -1.0) tmp = 0.0 if (a <= -2.4e+32) tmp = t_0; elseif (a <= 19000000000.0) tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]}, If[LessEqual[a, -2.4e+32], t$95$0, If[LessEqual[a, 19000000000.0], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{if}\;a \leq -2.4 \cdot 10^{+32}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 19000000000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -2.39999999999999991e32 or 1.9e10 < a Initial program 44.3%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites99.1%
Taylor expanded in a around inf
Applied rewrites98.9%
Taylor expanded in b around 0
Applied rewrites96.1%
if -2.39999999999999991e32 < a < 1.9e10Initial program 98.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6496.7
Applied rewrites96.7%
(FPCore (a b)
:precision binary64
(let* ((t_0 (- (* 4.0 (* a a)) 1.0)))
(if (<= a -9e+135)
t_0
(if (<= a 1.25e+141) (fma (* (* b b) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = (4.0 * (a * a)) - 1.0;
double tmp;
if (a <= -9e+135) {
tmp = t_0;
} else if (a <= 1.25e+141) {
tmp = fma(((b * b) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(4.0 * Float64(a * a)) - 1.0) tmp = 0.0 if (a <= -9e+135) tmp = t_0; elseif (a <= 1.25e+141) tmp = fma(Float64(Float64(b * b) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -9e+135], t$95$0, If[LessEqual[a, 1.25e+141], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{if}\;a \leq -9 \cdot 10^{+135}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1.25 \cdot 10^{+141}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -9.00000000000000014e135 or 1.25000000000000006e141 < a Initial program 29.6%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
metadata-evalN/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites93.6%
if -9.00000000000000014e135 < a < 1.25000000000000006e141Initial program 93.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6483.6
Applied rewrites83.6%
Taylor expanded in b around inf
Applied rewrites82.7%
Final simplification85.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+133) (fma (* (* a a) a) a -1.0) (* (* b b) (* b b))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+133) {
tmp = fma(((a * a) * a), a, -1.0);
} else {
tmp = (b * b) * (b * b);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+133) tmp = fma(Float64(Float64(a * a) * a), a, -1.0); else tmp = Float64(Float64(b * b) * Float64(b * b)); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+133], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+133}:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \left(b \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e133Initial program 84.5%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites92.9%
Taylor expanded in a around inf
Applied rewrites92.0%
Taylor expanded in b around 0
Applied rewrites91.4%
if 1e133 < (*.f64 b b) Initial program 61.6%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in b around inf
lower-pow.f64100.0
Applied rewrites100.0%
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 31000000000.0) (- (* 4.0 (* a a)) 1.0) (* (* b b) (* b b))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 31000000000.0) {
tmp = (4.0 * (a * a)) - 1.0;
} else {
tmp = (b * b) * (b * b);
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if ((b * b) <= 31000000000.0d0) then
tmp = (4.0d0 * (a * a)) - 1.0d0
else
tmp = (b * b) * (b * b)
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((b * b) <= 31000000000.0) {
tmp = (4.0 * (a * a)) - 1.0;
} else {
tmp = (b * b) * (b * b);
}
return tmp;
}
def code(a, b): tmp = 0 if (b * b) <= 31000000000.0: tmp = (4.0 * (a * a)) - 1.0 else: tmp = (b * b) * (b * b) return tmp
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 31000000000.0) tmp = Float64(Float64(4.0 * Float64(a * a)) - 1.0); else tmp = Float64(Float64(b * b) * Float64(b * b)); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if ((b * b) <= 31000000000.0) tmp = (4.0 * (a * a)) - 1.0; else tmp = (b * b) * (b * b); end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 31000000000.0], N[(N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 31000000000:\\
\;\;\;\;4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot \left(b \cdot b\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 3.1e10Initial program 87.4%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
metadata-evalN/A
lower-fma.f6497.7
Applied rewrites97.7%
Taylor expanded in a around 0
Applied rewrites77.3%
if 3.1e10 < (*.f64 b b) Initial program 62.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around inf
lower-pow.f6490.5
Applied rewrites90.5%
Applied rewrites90.4%
Final simplification83.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 2.2e+290) (- (* 4.0 (* a a)) 1.0) (fma (* b b) 4.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 2.2e+290) {
tmp = (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) <= 2.2e+290) tmp = Float64(Float64(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], 2.2e+290], N[(N[(4.0 * N[(a * a), $MachinePrecision]), $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 2.2 \cdot 10^{+290}:\\
\;\;\;\;4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 2.2e290Initial program 80.2%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
metadata-evalN/A
lower-fma.f6485.9
Applied rewrites85.9%
Taylor expanded in a around 0
Applied rewrites65.6%
if 2.2e290 < (*.f64 b b) Initial program 64.4%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites96.4%
Taylor expanded in a around 0
Applied rewrites95.3%
Final simplification74.1%
(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 75.7%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites89.5%
Taylor expanded in a around 0
Applied rewrites55.9%
(FPCore (a b) :precision binary64 -1.0)
double code(double a, double b) {
return -1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = -1.0d0
end function
public static double code(double a, double b) {
return -1.0;
}
def code(a, b): return -1.0
function code(a, b) return -1.0 end
function tmp = code(a, b) tmp = -1.0; end
code[a_, b_] := -1.0
\begin{array}{l}
\\
-1
\end{array}
Initial program 75.7%
Taylor expanded in b around 0
+-commutativeN/A
associate-+l+N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
+-commutativeN/A
lower-fma.f64N/A
Applied rewrites99.9%
Taylor expanded in b around 0
Applied rewrites89.5%
Taylor expanded in a around 0
Applied rewrites55.9%
Taylor expanded in b around 0
Applied rewrites27.9%
herbie shell --seed 2024256
(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))