
(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 9 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
(+
(* (+ (* (- 1.0 (* 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 (+ 4.0 a) a 4.0) a) a (* (* (* (* b b) a) a) 2.0)))))
double code(double a, double b) {
double t_0 = ((((1.0 - (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((4.0 + a), a, 4.0) * a), a, ((((b * b) * a) * a) * 2.0));
}
return tmp;
}
function code(a, b) t_0 = 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)) tmp = 0.0 if (t_0 <= Inf) tmp = Float64(t_0 - 1.0); else tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, Float64(Float64(Float64(Float64(b * b) * a) * a) * 2.0)); end return tmp end
code[a_, b_] := Block[{t$95$0 = 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]}, If[LessEqual[t$95$0, Infinity], N[(t$95$0 - 1.0), $MachinePrecision], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(N[(N[(b * b), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] * 2.0), $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \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}\\
\mathbf{if}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0 - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, \left(\left(\left(b \cdot b\right) \cdot a\right) \cdot a\right) \cdot 2\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 a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6439.4
Applied rewrites39.4%
Taylor expanded in b around 0
Applied rewrites93.9%
Taylor expanded in a around inf
Applied rewrites100.0%
Final simplification99.9%
(FPCore (a b) :precision binary64 (if (<= a -1.05e+63) (fma (* (fma (+ 4.0 a) a 4.0) a) a (* (* (* (* b b) a) a) 2.0)) (- (+ (* (* (fma a a a) a) 4.0) (pow (+ (* b b) (* a a)) 2.0)) 1.0)))
double code(double a, double b) {
double tmp;
if (a <= -1.05e+63) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, ((((b * b) * a) * a) * 2.0));
} else {
tmp = (((fma(a, a, a) * a) * 4.0) + pow(((b * b) + (a * a)), 2.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -1.05e+63) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, Float64(Float64(Float64(Float64(b * b) * a) * a) * 2.0)); else tmp = Float64(Float64(Float64(Float64(fma(a, a, a) * a) * 4.0) + (Float64(Float64(b * b) + Float64(a * a)) ^ 2.0)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -1.05e+63], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(N[(N[(b * b), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] * 2.0), $MachinePrecision]), $MachinePrecision], 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]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -1.05 \cdot 10^{+63}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, \left(\left(\left(b \cdot b\right) \cdot a\right) \cdot a\right) \cdot 2\right)\\
\mathbf{else}:\\
\;\;\;\;\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\\
\end{array}
\end{array}
if a < -1.0500000000000001e63Initial program 16.6%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6416.6
Applied rewrites16.6%
Taylor expanded in b around 0
Applied rewrites91.7%
Taylor expanded in a around inf
Applied rewrites100.0%
if -1.0500000000000001e63 < a Initial program 87.4%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6498.8
Applied rewrites98.8%
Final simplification99.0%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* (fma (+ 4.0 a) a 4.0) a) a (* (* (* (* b b) a) a) 2.0))))
(if (<= a -64.0)
t_0
(if (<= a 450.0) (- (* (* (fma b b (fma -12.0 a 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, ((((b * b) * a) * a) * 2.0));
double tmp;
if (a <= -64.0) {
tmp = t_0;
} else if (a <= 450.0) {
tmp = ((fma(b, b, fma(-12.0, a, 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, Float64(Float64(Float64(Float64(b * b) * a) * a) * 2.0)) tmp = 0.0 if (a <= -64.0) tmp = t_0; elseif (a <= 450.0) tmp = Float64(Float64(Float64(fma(b, b, fma(-12.0, a, 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[(b * b), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] * 2.0), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[a, -64.0], t$95$0, If[LessEqual[a, 450.0], N[(N[(N[(N[(b * b + N[(-12.0 * a + 4.0), $MachinePrecision]), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision] - 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, \left(\left(\left(b \cdot b\right) \cdot a\right) \cdot a\right) \cdot 2\right)\\
\mathbf{if}\;a \leq -64:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 450:\\
\;\;\;\;\left(\mathsf{fma}\left(b, b, \mathsf{fma}\left(-12, a, 4\right)\right) \cdot b\right) \cdot b - 1\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -64 or 450 < a Initial program 48.4%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6468.7
Applied rewrites68.7%
Taylor expanded in b around 0
Applied rewrites86.8%
Taylor expanded in a around inf
Applied rewrites98.4%
if -64 < a < 450Initial program 99.9%
Taylor expanded in a around 0
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
pow-sqrN/A
associate-*r*N/A
distribute-rgt-outN/A
distribute-lft-outN/A
lower-*.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64N/A
lower-fma.f6499.2
Applied rewrites99.2%
Applied rewrites99.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (fma (* (fma (+ 4.0 a) a 4.0) a) a -1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = fma((fma((4.0 + a), a, 4.0) * a), a, -1.0);
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = fma(Float64(fma(Float64(4.0 + a), a, 4.0) * a), a, -1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(N[(N[(4.0 + a), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(4 + a, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 86.7%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6486.7
Applied rewrites86.7%
Taylor expanded in b around 0
Applied rewrites87.6%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-lft-inN/A
associate-+r+N/A
unpow2N/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
Applied rewrites99.9%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 62.8%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6480.3
Applied rewrites80.3%
Taylor expanded in b around 0
Applied rewrites74.0%
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
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.3
Applied rewrites91.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (- (* (* a a) (* a a)) 1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = Float64(Float64(Float64(a * a) * Float64(a * a)) - 1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 86.7%
Taylor expanded in a around inf
lower-pow.f6498.2
Applied rewrites98.2%
Applied rewrites98.2%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 62.8%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6480.3
Applied rewrites80.3%
Taylor expanded in b around 0
Applied rewrites74.0%
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
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.3
Applied rewrites91.3%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e-15) (- (* 4.0 (* a a)) 1.0) (fma (* (fma b b 4.0) b) b -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e-15) {
tmp = (4.0 * (a * a)) - 1.0;
} else {
tmp = fma((fma(b, b, 4.0) * b), b, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 5e-15) tmp = Float64(Float64(4.0 * Float64(a * a)) - 1.0); else tmp = fma(Float64(fma(b, b, 4.0) * b), b, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 5e-15], N[(N[(4.0 * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 4.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 5 \cdot 10^{-15}:\\
\;\;\;\;4 \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 4\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 4.99999999999999999e-15Initial program 86.7%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f6486.8
Applied rewrites86.8%
Taylor expanded in a around 0
Applied rewrites76.6%
if 4.99999999999999999e-15 < (*.f64 b b) Initial program 62.8%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6480.3
Applied rewrites80.3%
Taylor expanded in b around 0
Applied rewrites74.0%
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
metadata-evalN/A
lower-fma.f64N/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6491.3
Applied rewrites91.3%
Final simplification84.4%
(FPCore (a b) :precision binary64 (if (<= (* b b) 5e+282) (- (* 4.0 (* a a)) 1.0) (fma (* b b) 4.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 5e+282) {
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) <= 5e+282) 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], 5e+282], 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 5 \cdot 10^{+282}:\\
\;\;\;\;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) < 4.99999999999999978e282Initial program 79.6%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f64N/A
lower-pow.f6466.5
Applied rewrites66.5%
Taylor expanded in a around 0
Applied rewrites59.4%
if 4.99999999999999978e282 < (*.f64 b b) Initial program 59.4%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6476.8
Applied rewrites76.8%
Taylor expanded in b around 0
Applied rewrites97.4%
Taylor expanded in a around 0
Applied rewrites97.4%
Final simplification69.6%
(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 74.1%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6483.4
Applied rewrites83.4%
Taylor expanded in b around 0
Applied rewrites80.4%
Taylor expanded in a around 0
Applied rewrites51.6%
(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 74.1%
Taylor expanded in a around inf
unpow3N/A
unpow2N/A
associate-*l*N/A
distribute-lft-inN/A
*-rgt-identityN/A
rgt-mult-inverseN/A
+-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f6483.4
Applied rewrites83.4%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
lower-fma.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64N/A
unpow2N/A
lower-*.f6471.8
Applied rewrites71.8%
Taylor expanded in b around 0
Applied rewrites24.1%
herbie shell --seed 2024325
(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))