
(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
(+
(* (- (* (+ 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)
(-
(fma
(* (fma (* a a) 2.0 (fma 4.0 a 12.0)) b)
b
(* (fma a a (fma -4.0 a 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 = fma((fma((a * a), 2.0, fma(4.0, a, 12.0)) * b), b, (fma(a, a, fma(-4.0, a, 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(fma(Float64(fma(Float64(a * a), 2.0, fma(4.0, a, 12.0)) * b), b, Float64(fma(a, a, fma(-4.0, a, 4.0)) * Float64(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[(N[(N[(a * a), $MachinePrecision] * 2.0 + N[(4.0 * a + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a + N[(-4.0 * a + 4.0), $MachinePrecision]), $MachinePrecision] * N[(a * 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}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a \cdot a, 2, \mathsf{fma}\left(4, a, 12\right)\right) \cdot b, b, \mathsf{fma}\left(a, a, \mathsf{fma}\left(-4, a, 4\right)\right) \cdot \left(a \cdot a\right)\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 99.9%
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 3 binary64) a))))) Initial program 0.0%
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%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(let* ((t_0
(-
(fma
(* (fma (* a a) 2.0 (fma 4.0 a 12.0)) b)
b
(* (fma a a (fma -4.0 a 4.0)) (* a a)))
1.0)))
(if (<= a -9e-9) t_0 (if (<= a 2e-56) (- (pow b 4.0) 1.0) t_0))))
double code(double a, double b) {
double t_0 = fma((fma((a * a), 2.0, fma(4.0, a, 12.0)) * b), b, (fma(a, a, fma(-4.0, a, 4.0)) * (a * a))) - 1.0;
double tmp;
if (a <= -9e-9) {
tmp = t_0;
} else if (a <= 2e-56) {
tmp = pow(b, 4.0) - 1.0;
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(fma(Float64(fma(Float64(a * a), 2.0, fma(4.0, a, 12.0)) * b), b, Float64(fma(a, a, fma(-4.0, a, 4.0)) * Float64(a * a))) - 1.0) tmp = 0.0 if (a <= -9e-9) tmp = t_0; elseif (a <= 2e-56) tmp = Float64((b ^ 4.0) - 1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(N[(a * a), $MachinePrecision] * 2.0 + N[(4.0 * a + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a + N[(-4.0 * a + 4.0), $MachinePrecision]), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -9e-9], t$95$0, If[LessEqual[a, 2e-56], N[(N[Power[b, 4.0], $MachinePrecision] - 1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\mathsf{fma}\left(a \cdot a, 2, \mathsf{fma}\left(4, a, 12\right)\right) \cdot b, b, \mathsf{fma}\left(a, a, \mathsf{fma}\left(-4, a, 4\right)\right) \cdot \left(a \cdot a\right)\right) - 1\\
\mathbf{if}\;a \leq -9 \cdot 10^{-9}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 2 \cdot 10^{-56}:\\
\;\;\;\;{b}^{4} - 1\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -8.99999999999999953e-9 or 2.0000000000000001e-56 < a Initial program 57.8%
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 rewrites98.0%
if -8.99999999999999953e-9 < a < 2.0000000000000001e-56Initial 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 rewrites78.6%
Applied rewrites78.6%
Taylor expanded in b around inf
lower-pow.f64100.0
Applied rewrites100.0%
Final simplification98.8%
(FPCore (a b)
:precision binary64
(let* ((t_0
(-
(fma
(* (fma (* a a) 2.0 (fma 4.0 a 12.0)) b)
b
(* (fma a a (fma -4.0 a 4.0)) (* a a)))
1.0)))
(if (<= a -9e-9)
t_0
(if (<= a 2e-56) (fma (* (fma b b 12.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma((fma((a * a), 2.0, fma(4.0, a, 12.0)) * b), b, (fma(a, a, fma(-4.0, a, 4.0)) * (a * a))) - 1.0;
double tmp;
if (a <= -9e-9) {
tmp = t_0;
} else if (a <= 2e-56) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = Float64(fma(Float64(fma(Float64(a * a), 2.0, fma(4.0, a, 12.0)) * b), b, Float64(fma(a, a, fma(-4.0, a, 4.0)) * Float64(a * a))) - 1.0) tmp = 0.0 if (a <= -9e-9) tmp = t_0; elseif (a <= 2e-56) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(N[(N[(a * a), $MachinePrecision] * 2.0 + N[(4.0 * a + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b + N[(N[(a * a + N[(-4.0 * a + 4.0), $MachinePrecision]), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]}, If[LessEqual[a, -9e-9], t$95$0, If[LessEqual[a, 2e-56], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\mathsf{fma}\left(a \cdot a, 2, \mathsf{fma}\left(4, a, 12\right)\right) \cdot b, b, \mathsf{fma}\left(a, a, \mathsf{fma}\left(-4, a, 4\right)\right) \cdot \left(a \cdot a\right)\right) - 1\\
\mathbf{if}\;a \leq -9 \cdot 10^{-9}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 2 \cdot 10^{-56}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -8.99999999999999953e-9 or 2.0000000000000001e-56 < a Initial program 57.8%
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 rewrites98.0%
if -8.99999999999999953e-9 < a < 2.0000000000000001e-56Initial program 99.9%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites99.9%
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%
Final simplification98.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+15) (- (* (* (fma a (+ -4.0 a) 4.0) a) a) 1.0) (- (* (* (fma b b (fma 4.0 a 12.0)) b) b) 1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+15) {
tmp = ((fma(a, (-4.0 + a), 4.0) * a) * a) - 1.0;
} else {
tmp = ((fma(b, b, fma(4.0, a, 12.0)) * b) * b) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+15) tmp = Float64(Float64(Float64(fma(a, Float64(-4.0 + a), 4.0) * a) * a) - 1.0); else tmp = Float64(Float64(Float64(fma(b, b, fma(4.0, a, 12.0)) * b) * b) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+15], N[(N[(N[(N[(a * N[(-4.0 + a), $MachinePrecision] + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(b * b + N[(4.0 * a + 12.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+15}:\\
\;\;\;\;\left(\mathsf{fma}\left(a, -4 + a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(4, a, 12\right)\right) \cdot b\right) \cdot b - 1\\
\end{array}
\end{array}
if (*.f64 b b) < 1e15Initial program 82.7%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
distribute-lft-inN/A
metadata-evalN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
if 1e15 < (*.f64 b b) Initial program 64.7%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites91.3%
Final simplification96.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+15) (- (* (* (fma a (+ -4.0 a) 4.0) a) a) 1.0) (fma (fma 4.0 a (fma b b 12.0)) (* b b) -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+15) {
tmp = ((fma(a, (-4.0 + a), 4.0) * a) * a) - 1.0;
} else {
tmp = fma(fma(4.0, a, fma(b, b, 12.0)), (b * b), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+15) tmp = Float64(Float64(Float64(fma(a, Float64(-4.0 + a), 4.0) * a) * a) - 1.0); else tmp = fma(fma(4.0, a, fma(b, b, 12.0)), Float64(b * b), -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+15], N[(N[(N[(N[(a * N[(-4.0 + a), $MachinePrecision] + 4.0), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(4.0 * a + N[(b * b + 12.0), $MachinePrecision]), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+15}:\\
\;\;\;\;\left(\mathsf{fma}\left(a, -4 + a, 4\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4, a, \mathsf{fma}\left(b, b, 12\right)\right), b \cdot b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e15Initial program 82.7%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
distribute-lft-inN/A
metadata-evalN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
if 1e15 < (*.f64 b b) Initial program 64.7%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites91.3%
Taylor expanded in a around 0
sub-negN/A
associate-+r+N/A
associate-*r*N/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites91.3%
Final simplification96.2%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+15) (- (* (* (fma a (+ -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 ((b * b) <= 1e+15) {
tmp = ((fma(a, (-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 (Float64(b * b) <= 1e+15) tmp = Float64(Float64(Float64(fma(a, Float64(-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[N[(b * b), $MachinePrecision], 1e+15], N[(N[(N[(N[(a * N[(-4.0 + a), $MachinePrecision] + 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}\;b \cdot b \leq 10^{+15}:\\
\;\;\;\;\left(\mathsf{fma}\left(a, -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 (*.f64 b b) < 1e15Initial program 82.7%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
distribute-lft-inN/A
metadata-evalN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6499.9
Applied rewrites99.9%
Applied rewrites100.0%
if 1e15 < (*.f64 b b) Initial program 64.7%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites91.3%
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.f6490.6
Applied rewrites90.6%
Final simplification95.9%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+15) (- (* (* a a) (* a a)) 1.0) (fma (* (fma b b 12.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+15) {
tmp = ((a * a) * (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 (Float64(b * b) <= 1e+15) tmp = Float64(Float64(Float64(a * a) * Float64(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[N[(b * b), $MachinePrecision], 1e+15], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $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 10^{+15}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\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) < 1e15Initial program 82.7%
Taylor expanded in a around inf
lower-pow.f6498.6
Applied rewrites98.6%
Applied rewrites98.5%
if 1e15 < (*.f64 b b) Initial program 64.7%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites91.3%
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.f6490.6
Applied rewrites90.6%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+15) (- (* 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 ((b * b) <= 1e+15) {
tmp = (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 (Float64(b * b) <= 1e+15) tmp = Float64(Float64(4.0 * Float64(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[N[(b * b), $MachinePrecision], 1e+15], N[(N[(4.0 * N[(a * a), $MachinePrecision]), $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 10^{+15}:\\
\;\;\;\;4 \cdot \left(a \cdot a\right) - 1\\
\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) < 1e15Initial program 82.7%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
distribute-lft-inN/A
metadata-evalN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6499.9
Applied rewrites99.9%
Taylor expanded in a around 0
Applied rewrites76.2%
if 1e15 < (*.f64 b b) Initial program 64.7%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites91.3%
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.f6490.6
Applied rewrites90.6%
Final simplification82.5%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+306) (- (* 4.0 (* a a)) 1.0) (fma (* 12.0 b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+306) {
tmp = (4.0 * (a * a)) - 1.0;
} else {
tmp = fma((12.0 * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e+306) tmp = Float64(Float64(4.0 * Float64(a * a)) - 1.0); else tmp = fma(Float64(12.0 * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e+306], N[(N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(12.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{+306}:\\
\;\;\;\;4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(12 \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999993e306Initial program 81.3%
Taylor expanded in b around 0
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
*-commutativeN/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
distribute-lft-inN/A
metadata-evalN/A
mul-1-negN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
distribute-rgt-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
+-commutativeN/A
lower-fma.f6485.2
Applied rewrites85.2%
Taylor expanded in a around 0
Applied rewrites62.7%
if 4.99999999999999993e306 < (*.f64 b b) Initial program 56.7%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites100.0%
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.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
Final simplification72.4%
(FPCore (a b) :precision binary64 (fma (* 12.0 b) b -1.0))
double code(double a, double b) {
return fma((12.0 * b), b, -1.0);
}
function code(a, b) return fma(Float64(12.0 * b), b, -1.0) end
code[a_, b_] := N[(N[(12.0 * b), $MachinePrecision] * b + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(12 \cdot b, b, -1\right)
\end{array}
Initial program 74.9%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites63.7%
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.f6463.3
Applied rewrites63.3%
Taylor expanded in b around 0
Applied rewrites51.3%
(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 74.9%
Taylor expanded in a around 0
associate-+r+N/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f64N/A
Applied rewrites63.7%
Taylor expanded in a around 0
sub-negN/A
associate-+r+N/A
associate-*r*N/A
distribute-rgt-inN/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
metadata-evalN/A
*-commutativeN/A
lower-fma.f64N/A
Applied rewrites63.7%
Taylor expanded in b around 0
Applied rewrites24.3%
herbie shell --seed 2024312
(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))