
(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 13 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 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 (* a a) (* 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((a * a), (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 = fma(Float64(a * a), 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[(a * a), $MachinePrecision] * N[(a * a), $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(a \cdot a, a \cdot a, -1\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 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 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 rewrites57.7%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites100.0%
Applied rewrites100.0%
Taylor expanded in a around inf
Applied rewrites100.0%
Final simplification99.9%
(FPCore (a b)
:precision binary64
(if (<= a -7500000.0)
(- (fma (fma -4.0 a 4.0) (* a a) (pow a 4.0)) 1.0)
(if (<= a 1.16e+52)
(- (fma 12.0 (* b b) (pow b 4.0)) 1.0)
(- (* (- 1.0 (/ 4.0 a)) (pow a 4.0)) 1.0))))
double code(double a, double b) {
double tmp;
if (a <= -7500000.0) {
tmp = fma(fma(-4.0, a, 4.0), (a * a), pow(a, 4.0)) - 1.0;
} else if (a <= 1.16e+52) {
tmp = fma(12.0, (b * b), pow(b, 4.0)) - 1.0;
} else {
tmp = ((1.0 - (4.0 / a)) * pow(a, 4.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -7500000.0) tmp = Float64(fma(fma(-4.0, a, 4.0), Float64(a * a), (a ^ 4.0)) - 1.0); elseif (a <= 1.16e+52) tmp = Float64(fma(12.0, Float64(b * b), (b ^ 4.0)) - 1.0); else tmp = Float64(Float64(Float64(1.0 - Float64(4.0 / a)) * (a ^ 4.0)) - 1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -7500000.0], N[(N[(N[(-4.0 * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + N[Power[a, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 1.16e+52], N[(N[(12.0 * N[(b * b), $MachinePrecision] + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(1.0 - N[(4.0 / a), $MachinePrecision]), $MachinePrecision] * N[Power[a, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -7500000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-4, a, 4\right), a \cdot a, {a}^{4}\right) - 1\\
\mathbf{elif}\;a \leq 1.16 \cdot 10^{+52}:\\
\;\;\;\;\mathsf{fma}\left(12, b \cdot b, {b}^{4}\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\left(1 - \frac{4}{a}\right) \cdot {a}^{4} - 1\\
\end{array}
\end{array}
if a < -7.5e6Initial program 59.5%
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 rewrites35.9%
Taylor expanded in a around inf
Applied rewrites35.9%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
sub-negN/A
neg-mul-1N/A
+-commutativeN/A
distribute-lft-inN/A
neg-mul-1N/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6495.4
Applied rewrites95.4%
if -7.5e6 < a < 1.1599999999999999e52Initial program 99.8%
Taylor expanded in a around 0
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6497.1
Applied rewrites97.1%
if 1.1599999999999999e52 < a Initial program 10.1%
Taylor expanded in a around inf
*-commutativeN/A
lower-*.f64N/A
lower--.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f64N/A
lower-pow.f6498.1
Applied rewrites98.1%
(FPCore (a b) :precision binary64 (if (<= a -7500000.0) (- (fma (fma -4.0 a 4.0) (* a a) (pow a 4.0)) 1.0) (if (<= a 1.16e+52) (- (fma 12.0 (* b b) (pow b 4.0)) 1.0) (pow a 4.0))))
double code(double a, double b) {
double tmp;
if (a <= -7500000.0) {
tmp = fma(fma(-4.0, a, 4.0), (a * a), pow(a, 4.0)) - 1.0;
} else if (a <= 1.16e+52) {
tmp = fma(12.0, (b * b), pow(b, 4.0)) - 1.0;
} else {
tmp = pow(a, 4.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -7500000.0) tmp = Float64(fma(fma(-4.0, a, 4.0), Float64(a * a), (a ^ 4.0)) - 1.0); elseif (a <= 1.16e+52) tmp = Float64(fma(12.0, Float64(b * b), (b ^ 4.0)) - 1.0); else tmp = a ^ 4.0; end return tmp end
code[a_, b_] := If[LessEqual[a, -7500000.0], N[(N[(N[(-4.0 * a + 4.0), $MachinePrecision] * N[(a * a), $MachinePrecision] + N[Power[a, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 1.16e+52], N[(N[(12.0 * N[(b * b), $MachinePrecision] + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[Power[a, 4.0], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -7500000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-4, a, 4\right), a \cdot a, {a}^{4}\right) - 1\\
\mathbf{elif}\;a \leq 1.16 \cdot 10^{+52}:\\
\;\;\;\;\mathsf{fma}\left(12, b \cdot b, {b}^{4}\right) - 1\\
\mathbf{else}:\\
\;\;\;\;{a}^{4}\\
\end{array}
\end{array}
if a < -7.5e6Initial program 59.5%
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 rewrites35.9%
Taylor expanded in a around inf
Applied rewrites35.9%
Taylor expanded in b around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
sub-negN/A
neg-mul-1N/A
+-commutativeN/A
distribute-lft-inN/A
neg-mul-1N/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6495.4
Applied rewrites95.4%
if -7.5e6 < a < 1.1599999999999999e52Initial program 99.8%
Taylor expanded in a around 0
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6497.1
Applied rewrites97.1%
if 1.1599999999999999e52 < a Initial program 10.1%
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 rewrites44.6%
Taylor expanded in a around inf
lower-pow.f6498.1
Applied rewrites98.1%
(FPCore (a b) :precision binary64 (if (<= a -7500000.0) (fma (* (fma (- a 4.0) a 4.0) a) a -1.0) (if (<= a 1.16e+52) (- (fma 12.0 (* b b) (pow b 4.0)) 1.0) (pow a 4.0))))
double code(double a, double b) {
double tmp;
if (a <= -7500000.0) {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
} else if (a <= 1.16e+52) {
tmp = fma(12.0, (b * b), pow(b, 4.0)) - 1.0;
} else {
tmp = pow(a, 4.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -7500000.0) tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); elseif (a <= 1.16e+52) tmp = Float64(fma(12.0, Float64(b * b), (b ^ 4.0)) - 1.0); else tmp = a ^ 4.0; end return tmp end
code[a_, b_] := If[LessEqual[a, -7500000.0], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 1.16e+52], N[(N[(12.0 * N[(b * b), $MachinePrecision] + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[Power[a, 4.0], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -7500000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;a \leq 1.16 \cdot 10^{+52}:\\
\;\;\;\;\mathsf{fma}\left(12, b \cdot b, {b}^{4}\right) - 1\\
\mathbf{else}:\\
\;\;\;\;{a}^{4}\\
\end{array}
\end{array}
if a < -7.5e6Initial program 59.5%
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 rewrites35.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites95.3%
if -7.5e6 < a < 1.1599999999999999e52Initial program 99.8%
Taylor expanded in a around 0
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6497.1
Applied rewrites97.1%
if 1.1599999999999999e52 < a Initial program 10.1%
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 rewrites44.6%
Taylor expanded in a around inf
lower-pow.f6498.1
Applied rewrites98.1%
(FPCore (a b) :precision binary64 (if (<= a -7500000.0) (fma (* (fma (- a 4.0) a 4.0) a) a -1.0) (if (<= a 1.16e+52) (fma (* (fma b b 12.0) b) b -1.0) (pow a 4.0))))
double code(double a, double b) {
double tmp;
if (a <= -7500000.0) {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
} else if (a <= 1.16e+52) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = pow(a, 4.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -7500000.0) tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); elseif (a <= 1.16e+52) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = a ^ 4.0; end return tmp end
code[a_, b_] := If[LessEqual[a, -7500000.0], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 1.16e+52], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[Power[a, 4.0], $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -7500000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;a \leq 1.16 \cdot 10^{+52}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;{a}^{4}\\
\end{array}
\end{array}
if a < -7.5e6Initial program 59.5%
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 rewrites35.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites95.3%
if -7.5e6 < a < 1.1599999999999999e52Initial program 99.8%
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 rewrites97.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6497.0
Applied rewrites97.0%
if 1.1599999999999999e52 < a Initial program 10.1%
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 rewrites44.6%
Taylor expanded in a around inf
lower-pow.f6498.1
Applied rewrites98.1%
(FPCore (a b)
:precision binary64
(if (<= a -7500000.0)
(fma (* (fma (- a 4.0) a 4.0) a) a -1.0)
(if (<= a 1.16e+52)
(fma (* (fma b b 12.0) b) b -1.0)
(fma (* (* a a) a) a -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -7500000.0) {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
} else if (a <= 1.16e+52) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = fma(((a * a) * a), a, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -7500000.0) tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); elseif (a <= 1.16e+52) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = fma(Float64(Float64(a * a) * a), a, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -7500000.0], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 1.16e+52], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -7500000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;a \leq 1.16 \cdot 10^{+52}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\end{array}
\end{array}
if a < -7.5e6Initial program 59.5%
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 rewrites35.9%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites95.3%
if -7.5e6 < a < 1.1599999999999999e52Initial program 99.8%
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 rewrites97.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6497.0
Applied rewrites97.0%
if 1.1599999999999999e52 < a Initial program 10.1%
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 rewrites44.6%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites98.1%
Taylor expanded in a around inf
Applied rewrites98.1%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* (* a a) a) a -1.0)))
(if (<= a -660000000.0)
t_0
(if (<= a 1.16e+52) (fma (* (fma b b 12.0) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma(((a * a) * a), a, -1.0);
double tmp;
if (a <= -660000000.0) {
tmp = t_0;
} else if (a <= 1.16e+52) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(Float64(a * a) * a), a, -1.0) tmp = 0.0 if (a <= -660000000.0) tmp = t_0; elseif (a <= 1.16e+52) 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[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]}, If[LessEqual[a, -660000000.0], t$95$0, If[LessEqual[a, 1.16e+52], 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(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{if}\;a \leq -660000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1.16 \cdot 10^{+52}:\\
\;\;\;\;\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 < -6.6e8 or 1.1599999999999999e52 < a Initial program 37.7%
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 rewrites39.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites96.5%
Taylor expanded in a around inf
Applied rewrites96.1%
if -6.6e8 < a < 1.1599999999999999e52Initial program 99.8%
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 rewrites97.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6497.0
Applied rewrites97.0%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* (* a a) a) a -1.0)))
(if (<= a -660000000.0)
t_0
(if (<= a 1.16e+52) (fma (* (* b b) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma(((a * a) * a), a, -1.0);
double tmp;
if (a <= -660000000.0) {
tmp = t_0;
} else if (a <= 1.16e+52) {
tmp = fma(((b * b) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(Float64(a * a) * a), a, -1.0) tmp = 0.0 if (a <= -660000000.0) tmp = t_0; elseif (a <= 1.16e+52) tmp = fma(Float64(Float64(b * b) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]}, If[LessEqual[a, -660000000.0], t$95$0, If[LessEqual[a, 1.16e+52], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(\left(a \cdot a\right) \cdot a, a, -1\right)\\
\mathbf{if}\;a \leq -660000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1.16 \cdot 10^{+52}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -6.6e8 or 1.1599999999999999e52 < a Initial program 37.7%
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 rewrites39.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites96.5%
Taylor expanded in a around inf
Applied rewrites96.1%
if -6.6e8 < a < 1.1599999999999999e52Initial program 99.8%
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 rewrites97.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6497.0
Applied rewrites97.0%
Taylor expanded in b around inf
Applied rewrites95.7%
(FPCore (a b)
:precision binary64
(let* ((t_0 (fma (* a a) (* a a) -1.0)))
(if (<= a -660000000.0)
t_0
(if (<= a 1.16e+52) (fma (* (* b b) b) b -1.0) t_0))))
double code(double a, double b) {
double t_0 = fma((a * a), (a * a), -1.0);
double tmp;
if (a <= -660000000.0) {
tmp = t_0;
} else if (a <= 1.16e+52) {
tmp = fma(((b * b) * b), b, -1.0);
} else {
tmp = t_0;
}
return tmp;
}
function code(a, b) t_0 = fma(Float64(a * a), Float64(a * a), -1.0) tmp = 0.0 if (a <= -660000000.0) tmp = t_0; elseif (a <= 1.16e+52) tmp = fma(Float64(Float64(b * b) * b), b, -1.0); else tmp = t_0; end return tmp end
code[a_, b_] := Block[{t$95$0 = N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision]}, If[LessEqual[a, -660000000.0], t$95$0, If[LessEqual[a, 1.16e+52], N[(N[(N[(b * b), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], t$95$0]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{if}\;a \leq -660000000:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;a \leq 1.16 \cdot 10^{+52}:\\
\;\;\;\;\mathsf{fma}\left(\left(b \cdot b\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if a < -6.6e8 or 1.1599999999999999e52 < a Initial program 37.7%
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 rewrites39.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites96.5%
Applied rewrites96.5%
Taylor expanded in a around inf
Applied rewrites96.0%
if -6.6e8 < a < 1.1599999999999999e52Initial program 99.8%
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 rewrites97.0%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6497.0
Applied rewrites97.0%
Taylor expanded in b around inf
Applied rewrites95.7%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+305) (fma (* a a) (* a a) -1.0) (fma (* b b) 12.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+305) {
tmp = fma((a * a), (a * a), -1.0);
} else {
tmp = fma((b * b), 12.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+305) tmp = fma(Float64(a * a), Float64(a * a), -1.0); else tmp = fma(Float64(b * b), 12.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+305], N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+305}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, a \cdot a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 9.9999999999999994e304Initial program 76.5%
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 rewrites63.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites75.6%
Applied rewrites75.6%
Taylor expanded in a around inf
Applied rewrites74.4%
if 9.9999999999999994e304 < (*.f64 b b) Initial program 61.0%
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
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites100.0%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+292) (fma (* 4.0 a) a -1.0) (fma (* b b) 12.0 -1.0)))
double code(double a, double b) {
double tmp;
if ((b * b) <= 1e+292) {
tmp = fma((4.0 * a), a, -1.0);
} else {
tmp = fma((b * b), 12.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (Float64(b * b) <= 1e+292) tmp = fma(Float64(4.0 * a), a, -1.0); else tmp = fma(Float64(b * b), 12.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[N[(b * b), $MachinePrecision], 1e+292], N[(N[(4.0 * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \cdot b \leq 10^{+292}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, -1\right)\\
\end{array}
\end{array}
if (*.f64 b b) < 1e292Initial program 76.7%
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 rewrites63.5%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites75.8%
Taylor expanded in a around 0
Applied rewrites60.6%
if 1e292 < (*.f64 b b) Initial program 60.7%
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
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites97.1%
(FPCore (a b) :precision binary64 (fma (* b b) 12.0 -1.0))
double code(double a, double b) {
return fma((b * b), 12.0, -1.0);
}
function code(a, b) return fma(Float64(b * b), 12.0, -1.0) end
code[a_, b_] := N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(b \cdot b, 12, -1\right)
\end{array}
Initial program 72.9%
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 rewrites72.2%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6470.7
Applied rewrites70.7%
Taylor expanded in b around 0
Applied rewrites48.7%
(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 72.9%
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 rewrites72.2%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites67.3%
Taylor expanded in a around 0
Applied rewrites24.0%
herbie shell --seed 2024273
(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))