
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 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) * (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) * (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) * (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) * (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(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) * (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[(3.0 + a), $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(3 + a\right)\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 11 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) (+ 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) * (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) * (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) * (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) * (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(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) * (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[(3.0 + a), $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(3 + a\right)\right)\right) - 1
\end{array}
(FPCore (a b)
:precision binary64
(let* ((t_0 (pow (hypot b a) 2.0)))
(if (<=
(+
(* (- (* (+ 3.0 a) (* b b)) (* (+ -1.0 a) (* a a))) 4.0)
(pow (+ (* b b) (* a a)) 2.0))
INFINITY)
(-
(fma t_0 t_0 (* (fma (* (- 1.0 a) a) a (* (* (+ 3.0 a) b) b)) 4.0))
1.0)
(-
(* (pow a 4.0) (- 1.0 (/ (- 4.0 (/ (fma (* b b) 2.0 4.0) a)) a)))
1.0))))
double code(double a, double b) {
double t_0 = pow(hypot(b, a), 2.0);
double tmp;
if ((((((3.0 + a) * (b * b)) - ((-1.0 + a) * (a * a))) * 4.0) + pow(((b * b) + (a * a)), 2.0)) <= ((double) INFINITY)) {
tmp = fma(t_0, t_0, (fma(((1.0 - a) * a), a, (((3.0 + a) * b) * b)) * 4.0)) - 1.0;
} else {
tmp = (pow(a, 4.0) * (1.0 - ((4.0 - (fma((b * b), 2.0, 4.0) / a)) / a))) - 1.0;
}
return tmp;
}
function code(a, b) t_0 = hypot(b, a) ^ 2.0 tmp = 0.0 if (Float64(Float64(Float64(Float64(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)) <= Inf) tmp = Float64(fma(t_0, t_0, Float64(fma(Float64(Float64(1.0 - a) * a), a, Float64(Float64(Float64(3.0 + a) * b) * b)) * 4.0)) - 1.0); else tmp = Float64(Float64((a ^ 4.0) * Float64(1.0 - Float64(Float64(4.0 - Float64(fma(Float64(b * b), 2.0, 4.0) / a)) / a))) - 1.0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[Power[N[Sqrt[b ^ 2 + a ^ 2], $MachinePrecision], 2.0], $MachinePrecision]}, If[LessEqual[N[(N[(N[(N[(N[(3.0 + a), $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], Infinity], N[(N[(t$95$0 * t$95$0 + N[(N[(N[(N[(1.0 - a), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(N[(3.0 + a), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[Power[a, 4.0], $MachinePrecision] * N[(1.0 - N[(N[(4.0 - N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\mathsf{hypot}\left(b, a\right)\right)}^{2}\\
\mathbf{if}\;\left(\left(3 + 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 \infty:\\
\;\;\;\;\mathsf{fma}\left(t\_0, t\_0, \mathsf{fma}\left(\left(1 - a\right) \cdot a, a, \left(\left(3 + a\right) \cdot b\right) \cdot b\right) \cdot 4\right) - 1\\
\mathbf{else}:\\
\;\;\;\;{a}^{4} \cdot \left(1 - \frac{4 - \frac{\mathsf{fma}\left(b \cdot b, 2, 4\right)}{a}}{a}\right) - 1\\
\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 3 binary64) a))))) < +inf.0Initial program 99.8%
lift-+.f64N/A
lift-pow.f64N/A
unpow2N/A
lower-fma.f6499.8
Applied rewrites99.8%
if +inf.0 < (+.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 3 binary64) a))))) Initial program 0.0%
Taylor expanded in a around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites100.0%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0
(+
(* (- (* (+ 3.0 a) (* b b)) (* (+ -1.0 a) (* a a))) 4.0)
(pow (+ (* b b) (* a a)) 2.0))))
(if (<= t_0 INFINITY)
(- t_0 1.0)
(-
(* (pow a 4.0) (- 1.0 (/ (- 4.0 (/ (fma (* b b) 2.0 4.0) a)) a)))
1.0))))
double code(double a, double b) {
double t_0 = ((((3.0 + a) * (b * b)) - ((-1.0 + a) * (a * a))) * 4.0) + pow(((b * b) + (a * a)), 2.0);
double tmp;
if (t_0 <= ((double) INFINITY)) {
tmp = t_0 - 1.0;
} else {
tmp = (pow(a, 4.0) * (1.0 - ((4.0 - (fma((b * b), 2.0, 4.0) / a)) / a))) - 1.0;
}
return tmp;
}
function code(a, b) t_0 = Float64(Float64(Float64(Float64(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)) tmp = 0.0 if (t_0 <= Inf) tmp = Float64(t_0 - 1.0); else tmp = Float64(Float64((a ^ 4.0) * Float64(1.0 - Float64(Float64(4.0 - Float64(fma(Float64(b * b), 2.0, 4.0) / a)) / a))) - 1.0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(N[(3.0 + a), $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]}, If[LessEqual[t$95$0, Infinity], N[(t$95$0 - 1.0), $MachinePrecision], N[(N[(N[Power[a, 4.0], $MachinePrecision] * N[(1.0 - N[(N[(4.0 - N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\left(3 + 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}\\
\mathbf{if}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0 - 1\\
\mathbf{else}:\\
\;\;\;\;{a}^{4} \cdot \left(1 - \frac{4 - \frac{\mathsf{fma}\left(b \cdot b, 2, 4\right)}{a}}{a}\right) - 1\\
\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 3 binary64) a))))) < +inf.0Initial program 99.8%
if +inf.0 < (+.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 3 binary64) a))))) Initial program 0.0%
Taylor expanded in a around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites100.0%
Final simplification99.8%
(FPCore (a b) :precision binary64 (if (<= a 1.25e+48) (- (+ (* (* (fma (- a) a a) a) 4.0) (pow (+ (* b b) (* a a)) 2.0)) 1.0) (- (* (pow a 4.0) (- 1.0 (/ (- 4.0 (/ (fma (* b b) 2.0 4.0) a)) a))) 1.0)))
double code(double a, double b) {
double tmp;
if (a <= 1.25e+48) {
tmp = (((fma(-a, a, a) * a) * 4.0) + pow(((b * b) + (a * a)), 2.0)) - 1.0;
} else {
tmp = (pow(a, 4.0) * (1.0 - ((4.0 - (fma((b * b), 2.0, 4.0) / a)) / a))) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= 1.25e+48) tmp = Float64(Float64(Float64(Float64(fma(Float64(-a), a, a) * a) * 4.0) + (Float64(Float64(b * b) + Float64(a * a)) ^ 2.0)) - 1.0); else tmp = Float64(Float64((a ^ 4.0) * Float64(1.0 - Float64(Float64(4.0 - Float64(fma(Float64(b * b), 2.0, 4.0) / a)) / a))) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, 1.25e+48], N[(N[(N[(N[(N[((-a) * a + a), $MachinePrecision] * a), $MachinePrecision] * 4.0), $MachinePrecision] + N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[Power[a, 4.0], $MachinePrecision] * N[(1.0 - N[(N[(4.0 - N[(N[(N[(b * b), $MachinePrecision] * 2.0 + 4.0), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 1.25 \cdot 10^{+48}:\\
\;\;\;\;\left(\left(\mathsf{fma}\left(-a, a, a\right) \cdot a\right) \cdot 4 + {\left(b \cdot b + a \cdot a\right)}^{2}\right) - 1\\
\mathbf{else}:\\
\;\;\;\;{a}^{4} \cdot \left(1 - \frac{4 - \frac{\mathsf{fma}\left(b \cdot b, 2, 4\right)}{a}}{a}\right) - 1\\
\end{array}
\end{array}
if a < 1.24999999999999993e48Initial program 87.2%
Taylor expanded in a around inf
sub-negN/A
metadata-evalN/A
+-commutativeN/A
distribute-rgt-inN/A
cancel-sign-subN/A
distribute-rgt-out--N/A
unsub-negN/A
metadata-evalN/A
distribute-neg-inN/A
sub-negN/A
distribute-rgt-neg-inN/A
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
sub-negN/A
+-commutativeN/A
distribute-lft1-inN/A
Applied rewrites99.1%
if 1.24999999999999993e48 < a Initial program 21.0%
Taylor expanded in a around -inf
*-commutativeN/A
lower-*.f64N/A
Applied rewrites100.0%
Final simplification99.3%
(FPCore (a b) :precision binary64 (if (<= a 2e+69) (- (+ (* (* (fma (- a) a a) a) 4.0) (pow (+ (* b b) (* a a)) 2.0)) 1.0) (fma (* a a) (fma (- a 4.0) a 4.0) -1.0)))
double code(double a, double b) {
double tmp;
if (a <= 2e+69) {
tmp = (((fma(-a, a, a) * a) * 4.0) + pow(((b * b) + (a * a)), 2.0)) - 1.0;
} else {
tmp = fma((a * a), fma((a - 4.0), a, 4.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= 2e+69) tmp = Float64(Float64(Float64(Float64(fma(Float64(-a), a, a) * a) * 4.0) + (Float64(Float64(b * b) + Float64(a * a)) ^ 2.0)) - 1.0); else tmp = fma(Float64(a * a), fma(Float64(a - 4.0), a, 4.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, 2e+69], N[(N[(N[(N[(N[((-a) * a + a), $MachinePrecision] * a), $MachinePrecision] * 4.0), $MachinePrecision] + N[Power[N[(N[(b * b), $MachinePrecision] + N[(a * a), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 2 \cdot 10^{+69}:\\
\;\;\;\;\left(\left(\mathsf{fma}\left(-a, a, a\right) \cdot a\right) \cdot 4 + {\left(b \cdot b + a \cdot a\right)}^{2}\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a - 4, a, 4\right), -1\right)\\
\end{array}
\end{array}
if a < 2.0000000000000001e69Initial program 87.7%
Taylor expanded in a around inf
sub-negN/A
metadata-evalN/A
+-commutativeN/A
distribute-rgt-inN/A
cancel-sign-subN/A
distribute-rgt-out--N/A
unsub-negN/A
metadata-evalN/A
distribute-neg-inN/A
sub-negN/A
distribute-rgt-neg-inN/A
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
sub-negN/A
+-commutativeN/A
distribute-lft1-inN/A
Applied rewrites99.1%
if 2.0000000000000001e69 < a Initial program 10.0%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites44.0%
Applied rewrites44.0%
Applied rewrites84.0%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites100.0%
Final simplification99.3%
(FPCore (a b)
:precision binary64
(if (<= a -0.000305)
(-
(fma
(* a a)
(* a a)
(fma (* (* (- 1.0 a) 4.0) a) a (* (* (fma (fma 2.0 a 4.0) a 12.0) b) b)))
1.0)
(if (<= a 2.7e-5)
(- (fma (* b b) 12.0 (pow b 4.0)) 1.0)
(fma (* a a) (fma (- a 4.0) a 4.0) -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -0.000305) {
tmp = fma((a * a), (a * a), fma((((1.0 - a) * 4.0) * a), a, ((fma(fma(2.0, a, 4.0), a, 12.0) * b) * b))) - 1.0;
} else if (a <= 2.7e-5) {
tmp = fma((b * b), 12.0, pow(b, 4.0)) - 1.0;
} else {
tmp = fma((a * a), fma((a - 4.0), a, 4.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -0.000305) tmp = Float64(fma(Float64(a * a), Float64(a * a), fma(Float64(Float64(Float64(1.0 - a) * 4.0) * a), a, Float64(Float64(fma(fma(2.0, a, 4.0), a, 12.0) * b) * b))) - 1.0); elseif (a <= 2.7e-5) tmp = Float64(fma(Float64(b * b), 12.0, (b ^ 4.0)) - 1.0); else tmp = fma(Float64(a * a), fma(Float64(a - 4.0), a, 4.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -0.000305], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + N[(N[(N[(N[(1.0 - a), $MachinePrecision] * 4.0), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + 12.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 2.7e-5], N[(N[(N[(b * b), $MachinePrecision] * 12.0 + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -0.000305:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, \mathsf{fma}\left(\left(\left(1 - a\right) \cdot 4\right) \cdot a, a, \left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, 4\right), a, 12\right) \cdot b\right) \cdot b\right)\right) - 1\\
\mathbf{elif}\;a \leq 2.7 \cdot 10^{-5}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, {b}^{4}\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a - 4, a, 4\right), -1\right)\\
\end{array}
\end{array}
if a < -3.04999999999999987e-4Initial program 58.9%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites78.8%
Applied rewrites98.4%
if -3.04999999999999987e-4 < a < 2.6999999999999999e-5Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
if 2.6999999999999999e-5 < a Initial program 36.3%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites59.1%
Applied rewrites58.9%
Applied rewrites87.1%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites93.2%
(FPCore (a b)
:precision binary64
(if (<= a -0.000305)
(-
(fma
(* a a)
(* a a)
(fma (* (* (- 1.0 a) 4.0) a) a (* (* (fma (fma 2.0 a 4.0) a 12.0) b) b)))
1.0)
(if (<= a 2.7e-5)
(fma (* (fma b b 12.0) b) b -1.0)
(fma (* a a) (fma (- a 4.0) a 4.0) -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -0.000305) {
tmp = fma((a * a), (a * a), fma((((1.0 - a) * 4.0) * a), a, ((fma(fma(2.0, a, 4.0), a, 12.0) * b) * b))) - 1.0;
} else if (a <= 2.7e-5) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = fma((a * a), fma((a - 4.0), a, 4.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -0.000305) tmp = Float64(fma(Float64(a * a), Float64(a * a), fma(Float64(Float64(Float64(1.0 - a) * 4.0) * a), a, Float64(Float64(fma(fma(2.0, a, 4.0), a, 12.0) * b) * b))) - 1.0); elseif (a <= 2.7e-5) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = fma(Float64(a * a), fma(Float64(a - 4.0), a, 4.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -0.000305], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + N[(N[(N[(N[(1.0 - a), $MachinePrecision] * 4.0), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(N[(N[(2.0 * a + 4.0), $MachinePrecision] * a + 12.0), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 2.7e-5], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -0.000305:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, \mathsf{fma}\left(\left(\left(1 - a\right) \cdot 4\right) \cdot a, a, \left(\mathsf{fma}\left(\mathsf{fma}\left(2, a, 4\right), a, 12\right) \cdot b\right) \cdot b\right)\right) - 1\\
\mathbf{elif}\;a \leq 2.7 \cdot 10^{-5}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a - 4, a, 4\right), -1\right)\\
\end{array}
\end{array}
if a < -3.04999999999999987e-4Initial program 58.9%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites78.8%
Applied rewrites98.4%
if -3.04999999999999987e-4 < a < 2.6999999999999999e-5Initial program 99.9%
Taylor expanded in a around inf
sub-negN/A
metadata-evalN/A
+-commutativeN/A
distribute-rgt-inN/A
cancel-sign-subN/A
distribute-rgt-out--N/A
unsub-negN/A
metadata-evalN/A
distribute-neg-inN/A
sub-negN/A
distribute-rgt-neg-inN/A
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
sub-negN/A
+-commutativeN/A
distribute-lft1-inN/A
Applied rewrites98.8%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6499.9
Applied rewrites99.9%
if 2.6999999999999999e-5 < a Initial program 36.3%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites59.1%
Applied rewrites58.9%
Applied rewrites87.1%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites93.2%
(FPCore (a b)
:precision binary64
(if (<= a -0.000355)
(-
(+ (* (* (fma (* b b) 2.0 (* a a)) a) a) (* (* (fma (- a) a a) a) 4.0))
1.0)
(if (<= a 2.7e-5)
(fma (* (fma b b 12.0) b) b -1.0)
(fma (* a a) (fma (- a 4.0) a 4.0) -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -0.000355) {
tmp = (((fma((b * b), 2.0, (a * a)) * a) * a) + ((fma(-a, a, a) * a) * 4.0)) - 1.0;
} else if (a <= 2.7e-5) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = fma((a * a), fma((a - 4.0), a, 4.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -0.000355) tmp = Float64(Float64(Float64(Float64(fma(Float64(b * b), 2.0, Float64(a * a)) * a) * a) + Float64(Float64(fma(Float64(-a), a, a) * a) * 4.0)) - 1.0); elseif (a <= 2.7e-5) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = fma(Float64(a * a), fma(Float64(a - 4.0), a, 4.0), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -0.000355], N[(N[(N[(N[(N[(N[(b * b), $MachinePrecision] * 2.0 + N[(a * a), $MachinePrecision]), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] + N[(N[(N[((-a) * a + a), $MachinePrecision] * a), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 2.7e-5], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -0.000355:\\
\;\;\;\;\left(\left(\mathsf{fma}\left(b \cdot b, 2, a \cdot a\right) \cdot a\right) \cdot a + \left(\mathsf{fma}\left(-a, a, a\right) \cdot a\right) \cdot 4\right) - 1\\
\mathbf{elif}\;a \leq 2.7 \cdot 10^{-5}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a - 4, a, 4\right), -1\right)\\
\end{array}
\end{array}
if a < -3.5500000000000001e-4Initial program 58.9%
Taylor expanded in a around inf
sub-negN/A
metadata-evalN/A
+-commutativeN/A
distribute-rgt-inN/A
cancel-sign-subN/A
distribute-rgt-out--N/A
unsub-negN/A
metadata-evalN/A
distribute-neg-inN/A
sub-negN/A
distribute-rgt-neg-inN/A
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
sub-negN/A
+-commutativeN/A
distribute-lft1-inN/A
Applied rewrites99.9%
Taylor expanded in b around 0
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6498.4
Applied rewrites98.4%
if -3.5500000000000001e-4 < a < 2.6999999999999999e-5Initial program 99.9%
Taylor expanded in a around inf
sub-negN/A
metadata-evalN/A
+-commutativeN/A
distribute-rgt-inN/A
cancel-sign-subN/A
distribute-rgt-out--N/A
unsub-negN/A
metadata-evalN/A
distribute-neg-inN/A
sub-negN/A
distribute-rgt-neg-inN/A
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
sub-negN/A
+-commutativeN/A
distribute-lft1-inN/A
Applied rewrites98.8%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6499.9
Applied rewrites99.9%
if 2.6999999999999999e-5 < a Initial program 36.3%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites59.1%
Applied rewrites58.9%
Applied rewrites87.1%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites93.2%
Final simplification97.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+46) (fma (* a a) (fma (- a 4.0) a 4.0) -1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+46) {
tmp = fma((a * a), fma((a - 4.0), a, 4.0), -1.0);
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+46) tmp = fma(Float64(a * a), fma(Float64(a - 4.0), a, 4.0), -1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+46], N[(N[(a * a), $MachinePrecision] * N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+46}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a - 4, a, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 5.0000000000000002e46Initial program 80.5%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites78.1%
Applied rewrites86.6%
Applied rewrites83.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites97.6%
if 5.0000000000000002e46 < (*.f64 b b) Initial program 62.8%
Taylor expanded in a around inf
sub-negN/A
metadata-evalN/A
+-commutativeN/A
distribute-rgt-inN/A
cancel-sign-subN/A
distribute-rgt-out--N/A
unsub-negN/A
metadata-evalN/A
distribute-neg-inN/A
sub-negN/A
distribute-rgt-neg-inN/A
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
sub-negN/A
+-commutativeN/A
distribute-lft1-inN/A
Applied rewrites84.4%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6492.7
Applied rewrites92.7%
(FPCore (a b) :precision binary64 (if (<= a -3.5e+102) (- (* (* (fma -4.0 a 4.0) a) a) 1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if (a <= -3.5e+102) {
tmp = ((fma(-4.0, a, 4.0) * a) * a) - 1.0;
} else {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -3.5e+102) tmp = Float64(Float64(Float64(fma(-4.0, a, 4.0) * a) * a) - 1.0); else tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -3.5e+102], N[(N[(N[(N[(-4.0 * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -3.5 \cdot 10^{+102}:\\
\;\;\;\;\left(\mathsf{fma}\left(-4, a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if a < -3.50000000000000011e102Initial program 61.0%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites70.7%
Taylor expanded in a around 0
Applied rewrites70.7%
Taylor expanded in b around 0
Applied rewrites100.0%
if -3.50000000000000011e102 < a Initial program 74.7%
Taylor expanded in a around inf
sub-negN/A
metadata-evalN/A
+-commutativeN/A
distribute-rgt-inN/A
cancel-sign-subN/A
distribute-rgt-out--N/A
unsub-negN/A
metadata-evalN/A
distribute-neg-inN/A
sub-negN/A
distribute-rgt-neg-inN/A
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
sub-negN/A
+-commutativeN/A
distribute-lft1-inN/A
Applied rewrites78.2%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6473.7
Applied rewrites73.7%
(FPCore (a b) :precision binary64 (fma (* (fma b b 12.0) b) b -1.0))
double code(double a, double b) {
return fma((fma(b, b, 12.0) * b), b, -1.0);
}
function code(a, b) return fma(Float64(fma(b, b, 12.0) * b), b, -1.0) end
code[a_, b_] := N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)
\end{array}
Initial program 72.5%
Taylor expanded in a around inf
sub-negN/A
metadata-evalN/A
+-commutativeN/A
distribute-rgt-inN/A
cancel-sign-subN/A
distribute-rgt-out--N/A
unsub-negN/A
metadata-evalN/A
distribute-neg-inN/A
sub-negN/A
distribute-rgt-neg-inN/A
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-rgt-neg-inN/A
*-commutativeN/A
sub-negN/A
+-commutativeN/A
distribute-lft1-inN/A
Applied rewrites81.7%
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
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6467.2
Applied rewrites67.2%
(FPCore (a b) :precision binary64 (- (* 12.0 (* b b)) 1.0))
double code(double a, double b) {
return (12.0 * (b * b)) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = (12.0d0 * (b * b)) - 1.0d0
end function
public static double code(double a, double b) {
return (12.0 * (b * b)) - 1.0;
}
def code(a, b): return (12.0 * (b * b)) - 1.0
function code(a, b) return Float64(Float64(12.0 * Float64(b * b)) - 1.0) end
function tmp = code(a, b) tmp = (12.0 * (b * b)) - 1.0; end
code[a_, b_] := N[(N[(12.0 * N[(b * b), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
12 \cdot \left(b \cdot b\right) - 1
\end{array}
Initial program 72.5%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites73.5%
Taylor expanded in a around 0
Applied rewrites49.1%
herbie shell --seed 2024288
(FPCore (a b)
:name "Bouland and Aaronson, Equation (24)"
:precision binary64
(- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a))))) 1.0))