
(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 12 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
(let* ((t_0
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (+ a 1.0)) (* (* b b) (- 1.0 (* a 3.0))))))))
(if (<= t_0 INFINITY)
(+ t_0 -1.0)
(* a (* a (fma a (+ a 4.0) (fma 2.0 (* b b) 4.0)))))))
double code(double a, double b) {
double t_0 = pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))));
double tmp;
if (t_0 <= ((double) INFINITY)) {
tmp = t_0 + -1.0;
} else {
tmp = a * (a * fma(a, (a + 4.0), fma(2.0, (b * b), 4.0)));
}
return tmp;
}
function code(a, b) t_0 = Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(a + 1.0)) + Float64(Float64(b * b) * Float64(1.0 - Float64(a * 3.0)))))) tmp = 0.0 if (t_0 <= Inf) tmp = Float64(t_0 + -1.0); else tmp = Float64(a * Float64(a * fma(a, Float64(a + 4.0), fma(2.0, Float64(b * b), 4.0)))); end return tmp end
code[a_, b_] := Block[{t$95$0 = 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[(a + 1.0), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, Infinity], N[(t$95$0 + -1.0), $MachinePrecision], N[(a * N[(a * N[(a * N[(a + 4.0), $MachinePrecision] + N[(2.0 * N[(b * b), $MachinePrecision] + 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(a + 1\right) + \left(b \cdot b\right) \cdot \left(1 - a \cdot 3\right)\right)\\
\mathbf{if}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0 + -1\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \mathsf{fma}\left(a, a + 4, \mathsf{fma}\left(2, b \cdot b, 4\right)\right)\right)\\
\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)))))) < +inf.0Initial program 99.9%
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 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) Initial program 0.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Applied rewrites88.9%
Taylor expanded in a around inf
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
distribute-rgt-inN/A
unpow2N/A
associate-+r+N/A
+-commutativeN/A
unpow2N/A
distribute-rgt-inN/A
lower-fma.f64N/A
lower-+.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma a a (* b b))))
(if (<=
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (+ a 1.0)) (* (* b b) (- 1.0 (* a 3.0))))))
INFINITY)
(fma
(fma a (fma a a a) (* b (* b (fma a -3.0 1.0))))
4.0
(fma t_0 t_0 -1.0))
(* a (* a (fma a (+ a 4.0) (fma 2.0 (* b b) 4.0)))))))
double code(double a, double b) {
double t_0 = fma(a, a, (b * b));
double tmp;
if ((pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= ((double) INFINITY)) {
tmp = fma(fma(a, fma(a, a, a), (b * (b * fma(a, -3.0, 1.0)))), 4.0, fma(t_0, t_0, -1.0));
} else {
tmp = a * (a * fma(a, (a + 4.0), fma(2.0, (b * b), 4.0)));
}
return tmp;
}
function code(a, b) t_0 = fma(a, a, Float64(b * b)) tmp = 0.0 if (Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(a + 1.0)) + Float64(Float64(b * b) * Float64(1.0 - Float64(a * 3.0)))))) <= Inf) tmp = fma(fma(a, fma(a, a, a), Float64(b * Float64(b * fma(a, -3.0, 1.0)))), 4.0, fma(t_0, t_0, -1.0)); else tmp = Float64(a * Float64(a * fma(a, Float64(a + 4.0), fma(2.0, Float64(b * b), 4.0)))); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(a * a + N[(b * b), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[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[(a + 1.0), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], Infinity], N[(N[(a * N[(a * a + a), $MachinePrecision] + N[(b * N[(b * N[(a * -3.0 + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 4.0 + N[(t$95$0 * t$95$0 + -1.0), $MachinePrecision]), $MachinePrecision], N[(a * N[(a * N[(a * N[(a + 4.0), $MachinePrecision] + N[(2.0 * N[(b * b), $MachinePrecision] + 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a, a, b \cdot b\right)\\
\mathbf{if}\;{\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(a + 1\right) + \left(b \cdot b\right) \cdot \left(1 - a \cdot 3\right)\right) \leq \infty:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a, \mathsf{fma}\left(a, a, a\right), b \cdot \left(b \cdot \mathsf{fma}\left(a, -3, 1\right)\right)\right), 4, \mathsf{fma}\left(t\_0, t\_0, -1\right)\right)\\
\mathbf{else}:\\
\;\;\;\;a \cdot \left(a \cdot \mathsf{fma}\left(a, a + 4, \mathsf{fma}\left(2, b \cdot b, 4\right)\right)\right)\\
\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)))))) < +inf.0Initial program 99.9%
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 1 binary64) (*.f64 #s(literal 3 binary64) a)))))) Initial program 0.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Applied rewrites88.9%
Taylor expanded in a around inf
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
distribute-rgt-inN/A
unpow2N/A
associate-+r+N/A
+-commutativeN/A
unpow2N/A
distribute-rgt-inN/A
lower-fma.f64N/A
lower-+.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(if (<=
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (+ a 1.0)) (* (* b b) (- 1.0 (* a 3.0))))))
4e-5)
-1.0
(* (* a a) 4.0)))
double code(double a, double b) {
double tmp;
if ((pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 4e-5) {
tmp = -1.0;
} else {
tmp = (a * a) * 4.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (a + 1.0d0)) + ((b * b) * (1.0d0 - (a * 3.0d0)))))) <= 4d-5) then
tmp = -1.0d0
else
tmp = (a * a) * 4.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 4e-5) {
tmp = -1.0;
} else {
tmp = (a * a) * 4.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 4e-5: tmp = -1.0 else: tmp = (a * a) * 4.0 return tmp
function code(a, b) tmp = 0.0 if (Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(a + 1.0)) + Float64(Float64(b * b) * Float64(1.0 - Float64(a * 3.0)))))) <= 4e-5) tmp = -1.0; else tmp = Float64(Float64(a * a) * 4.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (a + 1.0)) + ((b * b) * (1.0 - (a * 3.0)))))) <= 4e-5) tmp = -1.0; else tmp = (a * a) * 4.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[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[(a + 1.0), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(1.0 - N[(a * 3.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 4e-5], -1.0, N[(N[(a * a), $MachinePrecision] * 4.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;{\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(a + 1\right) + \left(b \cdot b\right) \cdot \left(1 - a \cdot 3\right)\right) \leq 4 \cdot 10^{-5}:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;\left(a \cdot a\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)))))) < 4.00000000000000033e-5Initial program 100.0%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6498.6
Applied rewrites98.6%
Taylor expanded in b around 0
Applied rewrites98.2%
if 4.00000000000000033e-5 < (+.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 65.0%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Applied rewrites75.1%
Taylor expanded in a around inf
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6485.7
Applied rewrites85.7%
Taylor expanded in b around 0
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
distribute-rgt-inN/A
lower-fma.f64N/A
lower-+.f6463.9
Applied rewrites63.9%
Taylor expanded in a around 0
Applied rewrites38.7%
Final simplification56.1%
(FPCore (a b) :precision binary64 (let* ((t_0 (* a (* a (fma a (+ a 4.0) (fma 2.0 (* b b) 4.0)))))) (if (<= a -8.0) t_0 (if (<= a 2.1) (fma (* b b) (fma b b 4.0) -1.0) t_0))))
double code(double a, double b) {
double t_0 = a * (a * fma(a, (a + 4.0), fma(2.0, (b * b), 4.0)));
double tmp;
if (a <= -8.0) {
tmp = t_0;
} else if (a <= 2.1) {
tmp = fma((b * b), fma(b, b, 4.0), -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(a * Float64(a * fma(a, Float64(a + 4.0), fma(2.0, Float64(b * b), 4.0)))) tmp = 0.0 if (a <= -8.0) tmp = t_0; elseif (a <= 2.1) tmp = fma(Float64(b * b), fma(b, b, 4.0), -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(a * N[(a * N[(a * N[(a + 4.0), $MachinePrecision] + N[(2.0 * N[(b * b), $MachinePrecision] + 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -8.0], t$95$0, If[LessEqual[a, 2.1], N[(N[(b * b), $MachinePrecision] * N[(b * b + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := a \cdot \left(a \cdot \mathsf{fma}\left(a, a + 4, \mathsf{fma}\left(2, b \cdot b, 4\right)\right)\right)\\
\mathbf{if}\;a \leq -8:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 2.1:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -8 or 2.10000000000000009 < a Initial program 49.9%
Taylor expanded in b around 0
+-commutativeN/A
associate-+r+N/A
associate--l+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-fma.f64N/A
Applied rewrites81.8%
Taylor expanded in a around inf
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6498.0
Applied rewrites98.0%
Taylor expanded in a around 0
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
distribute-rgt-inN/A
unpow2N/A
associate-+r+N/A
+-commutativeN/A
unpow2N/A
distribute-rgt-inN/A
lower-fma.f64N/A
lower-+.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6498.0
Applied rewrites98.0%
if -8 < a < 2.10000000000000009Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.1
Applied rewrites99.1%
Final simplification98.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+87) (fma (* a (fma a (+ a 4.0) 4.0)) a -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+87) {
tmp = fma((a * fma(a, (a + 4.0), 4.0)), a, -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+87) tmp = fma(Float64(a * fma(a, Float64(a + 4.0), 4.0)), a, -1.0); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+87], N[(N[(a * N[(a * N[(a + 4.0), $MachinePrecision] + 4.0), $MachinePrecision]), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+87}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot \mathsf{fma}\left(a, a + 4, 4\right), a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.9999999999999998e87Initial program 85.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6495.2
Applied rewrites95.2%
lift-*.f64N/A
lift-fma.f64N/A
lift-fma.f64N/A
lift-*.f64N/A
associate-*l*N/A
*-commutativeN/A
lower-fma.f64N/A
lower-*.f6495.2
lift-fma.f64N/A
lift-*.f64N/A
lift-fma.f64N/A
associate-+r+N/A
lift-*.f64N/A
distribute-rgt-outN/A
lower-fma.f64N/A
lower-+.f6495.2
Applied rewrites95.2%
if 4.9999999999999998e87 < (*.f64 b b) Initial program 59.1%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6496.6
Applied rewrites96.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+87) (fma (* a a) (* a (+ a 4.0)) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+87) {
tmp = fma((a * a), (a * (a + 4.0)), -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+87) tmp = fma(Float64(a * a), Float64(a * Float64(a + 4.0)), -1.0); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+87], N[(N[(a * a), $MachinePrecision] * N[(a * N[(a + 4.0), $MachinePrecision]), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+87}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot \left(a + 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.9999999999999998e87Initial program 85.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6495.2
Applied rewrites95.2%
Taylor expanded in a around inf
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
associate-*l*N/A
lft-mult-inverseN/A
metadata-evalN/A
*-lft-identityN/A
lower-+.f6493.7
Applied rewrites93.7%
if 4.9999999999999998e87 < (*.f64 b b) Initial program 59.1%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6496.6
Applied rewrites96.6%
Final simplification94.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+87) (fma (* a a) (fma a a 4.0) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+87) {
tmp = fma((a * a), fma(a, a, 4.0), -1.0);
} else {
tmp = b * (b * (b * b));
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+87) tmp = fma(Float64(a * a), fma(a, a, 4.0), -1.0); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+87], N[(N[(a * a), $MachinePrecision] * N[(a * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+87}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a, a, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.9999999999999998e87Initial program 85.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6495.2
Applied rewrites95.2%
Taylor expanded in a around 0
Applied rewrites93.1%
if 4.9999999999999998e87 < (*.f64 b b) Initial program 59.1%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6496.6
Applied rewrites96.6%
(FPCore (a b) :precision binary64 (let* ((t_0 (* a (* a (* a a))))) (if (<= a -2.8e+28) t_0 (if (<= a 130.0) (fma (* b b) 4.0 -1.0) t_0))))
double code(double a, double b) {
double t_0 = a * (a * (a * a));
double tmp;
if (a <= -2.8e+28) {
tmp = t_0;
} else if (a <= 130.0) {
tmp = fma((b * b), 4.0, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(a * Float64(a * Float64(a * a))) tmp = 0.0 if (a <= -2.8e+28) tmp = t_0; elseif (a <= 130.0) tmp = fma(Float64(b * b), 4.0, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(a * N[(a * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -2.8e+28], t$95$0, If[LessEqual[a, 130.0], N[(N[(b * b), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := a \cdot \left(a \cdot \left(a \cdot a\right)\right)\\
\mathbf{if}\;a \leq -2.8 \cdot 10^{+28}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 130:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -2.8000000000000001e28 or 130 < a Initial program 48.6%
Taylor expanded in a around inf
metadata-evalN/A
pow-plusN/A
*-commutativeN/A
lower-*.f64N/A
cube-multN/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6491.3
Applied rewrites91.3%
if -2.8000000000000001e28 < a < 130Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6498.4
Applied rewrites98.4%
Taylor expanded in b around 0
Applied rewrites81.1%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+87) (fma (* a a) (* a a) -1.0) (* b (* b (* b b)))))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+87) {
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) <= 5e+87) tmp = fma(Float64(a * a), Float64(a * a), -1.0); else tmp = Float64(b * Float64(b * Float64(b * b))); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+87], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(b * N[(b * N[(b * b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+87}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;b \cdot \left(b \cdot \left(b \cdot b\right)\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.9999999999999998e87Initial program 85.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6495.2
Applied rewrites95.2%
Taylor expanded in a around inf
unpow2N/A
lower-*.f6492.9
Applied rewrites92.9%
if 4.9999999999999998e87 < (*.f64 b b) Initial program 59.1%
Taylor expanded in b around inf
metadata-evalN/A
pow-sqrN/A
unpow2N/A
associate-*l*N/A
lower-*.f64N/A
lower-*.f64N/A
unpow2N/A
lower-*.f6496.6
Applied rewrites96.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 8.2e+304) (fma (* a a) 4.0 -1.0) (fma (* b b) 4.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 8.2e+304) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = fma((b * b), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 8.2e+304) tmp = fma(Float64(a * a), 4.0, -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], 8.2e+304], N[(N[(a * a), $MachinePrecision] * 4.0 + -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 8.2 \cdot 10^{+304}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 4, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 8.1999999999999997e304Initial program 81.6%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6486.3
Applied rewrites86.3%
Taylor expanded in a around 0
Applied rewrites66.3%
if 8.1999999999999997e304 < (*.f64 b b) Initial program 56.3%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites97.3%
(FPCore (a b) :precision binary64 (fma (* a a) 4.0 -1.0))
double code(double a, double b) {
return fma((a * a), 4.0, -1.0);
}
function code(a, b) return fma(Float64(a * a), 4.0, -1.0) end
code[a_, b_] := N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(a \cdot a, 4, -1\right)
\end{array}
Initial program 75.3%
Taylor expanded in b around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
lower-fma.f6474.3
Applied rewrites74.3%
Taylor expanded in a around 0
Applied rewrites56.0%
(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 75.3%
Taylor expanded in a around 0
sub-negN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6468.9
Applied rewrites68.9%
Taylor expanded in b around 0
Applied rewrites29.3%
herbie shell --seed 2024219
(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))