
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (3.0d0 + a))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (a b) :precision binary64 (- (+ (pow (+ (* a a) (* b b)) 2.0) (* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a))))) 1.0))
double code(double a, double b) {
return (pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
code = ((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (3.0d0 + a))))) - 1.0d0
end function
public static double code(double a, double b) {
return (Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0;
}
def code(a, b): return (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0
function code(a, b) return Float64(Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) - 1.0) end
function tmp = code(a, b) tmp = ((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) - 1.0; end
code[a_, b_] := N[(N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]
\begin{array}{l}
\\
\left({\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\right) - 1
\end{array}
(FPCore (a b)
:precision binary64
(let* ((t_0 (pow (hypot b a) 2.0)))
(if (<=
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a)))))
INFINITY)
(-
(fma t_0 t_0 (* (fma (* (- 1.0 a) a) a (* (* (+ 3.0 a) b) b)) 4.0))
1.0)
(fma (* (fma (- a 4.0) a 4.0) a) a -1.0))))
double code(double a, double b) {
double t_0 = pow(hypot(b, a), 2.0);
double tmp;
if ((pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= ((double) INFINITY)) {
tmp = fma(t_0, t_0, (fma(((1.0 - a) * a), a, (((3.0 + a) * b) * b)) * 4.0)) - 1.0;
} else {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
}
return tmp;
}
function code(a, b) t_0 = hypot(b, a) ^ 2.0 tmp = 0.0 if (Float64((Float64(Float64(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))))) <= Inf) tmp = Float64(fma(t_0, t_0, Float64(fma(Float64(Float64(1.0 - a) * a), a, Float64(Float64(Float64(3.0 + a) * b) * b)) * 4.0)) - 1.0); else tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); end return tmp end
code[a_, b_] := Block[{t$95$0 = N[Power[N[Sqrt[b ^ 2 + a ^ 2], $MachinePrecision], 2.0], $MachinePrecision]}, If[LessEqual[N[(N[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], Infinity], N[(N[(t$95$0 * t$95$0 + N[(N[(N[(N[(1.0 - a), $MachinePrecision] * a), $MachinePrecision] * a + N[(N[(N[(3.0 + a), $MachinePrecision] * b), $MachinePrecision] * b), $MachinePrecision]), $MachinePrecision] * 4.0), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(\mathsf{hypot}\left(b, a\right)\right)}^{2}\\
\mathbf{if}\;{\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) \leq \infty:\\
\;\;\;\;\mathsf{fma}\left(t\_0, t\_0, \mathsf{fma}\left(\left(1 - a\right) \cdot a, a, \left(\left(3 + a\right) \cdot b\right) \cdot b\right) \cdot 4\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, 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%
lift-+.f64N/A
lift-pow.f64N/A
unpow2N/A
lower-fma.f6499.9
Applied rewrites99.9%
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
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6425.6
Applied rewrites25.6%
Taylor expanded in a around 0
Applied rewrites95.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites95.8%
(FPCore (a b)
:precision binary64
(let* ((t_0
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a)))))))
(if (<= t_0 INFINITY)
(- t_0 1.0)
(fma (* (fma (- a 4.0) a 4.0) a) a -1.0))))
double code(double a, double b) {
double t_0 = pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))));
double tmp;
if (t_0 <= ((double) INFINITY)) {
tmp = t_0 - 1.0;
} else {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
}
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(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) tmp = 0.0 if (t_0 <= Inf) tmp = Float64(t_0 - 1.0); else tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); 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[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$0, Infinity], N[(t$95$0 - 1.0), $MachinePrecision], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $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(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right)\\
\mathbf{if}\;t\_0 \leq \infty:\\
\;\;\;\;t\_0 - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, 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 b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6425.6
Applied rewrites25.6%
Taylor expanded in a around 0
Applied rewrites95.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites95.8%
(FPCore (a b)
:precision binary64
(if (<= a -9200000000.0)
(- (fma (* (fma (- a) a a) a) 4.0 (pow a 4.0)) 1.0)
(if (<= a 0.0028)
(- (fma (* b b) 12.0 (pow b 4.0)) 1.0)
(fma (* (fma (- a 4.0) a 4.0) a) a -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -9200000000.0) {
tmp = fma((fma(-a, a, a) * a), 4.0, pow(a, 4.0)) - 1.0;
} else if (a <= 0.0028) {
tmp = fma((b * b), 12.0, pow(b, 4.0)) - 1.0;
} else {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -9200000000.0) tmp = Float64(fma(Float64(fma(Float64(-a), a, a) * a), 4.0, (a ^ 4.0)) - 1.0); elseif (a <= 0.0028) tmp = Float64(fma(Float64(b * b), 12.0, (b ^ 4.0)) - 1.0); else tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -9200000000.0], N[(N[(N[(N[((-a) * a + a), $MachinePrecision] * a), $MachinePrecision] * 4.0 + N[Power[a, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], If[LessEqual[a, 0.0028], N[(N[(N[(b * b), $MachinePrecision] * 12.0 + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -9200000000:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-a, a, a\right) \cdot a, 4, {a}^{4}\right) - 1\\
\mathbf{elif}\;a \leq 0.0028:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, {b}^{4}\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, a, -1\right)\\
\end{array}
\end{array}
if a < -9.2e9Initial program 68.7%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6495.4
Applied rewrites95.4%
if -9.2e9 < a < 0.00279999999999999997Initial program 99.1%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
if 0.00279999999999999997 < a Initial program 29.7%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6424.2
Applied rewrites24.2%
Taylor expanded in a around 0
Applied rewrites94.3%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites94.3%
(FPCore (a b) :precision binary64 (if (or (<= a -9200000000.0) (not (<= a 0.0028))) (fma (* (fma (- a 4.0) a 4.0) a) a -1.0) (- (fma (* b b) 12.0 (pow b 4.0)) 1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -9200000000.0) || !(a <= 0.0028)) {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
} else {
tmp = fma((b * b), 12.0, pow(b, 4.0)) - 1.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -9200000000.0) || !(a <= 0.0028)) tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); else tmp = Float64(fma(Float64(b * b), 12.0, (b ^ 4.0)) - 1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -9200000000.0], N[Not[LessEqual[a, 0.0028]], $MachinePrecision]], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b), $MachinePrecision] * 12.0 + N[Power[b, 4.0], $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -9200000000 \lor \neg \left(a \leq 0.0028\right):\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, {b}^{4}\right) - 1\\
\end{array}
\end{array}
if a < -9.2e9 or 0.00279999999999999997 < a Initial program 48.3%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6458.1
Applied rewrites58.1%
Taylor expanded in a around 0
Applied rewrites94.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites94.8%
if -9.2e9 < a < 0.00279999999999999997Initial program 99.1%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Final simplification97.4%
(FPCore (a b) :precision binary64 (if (or (<= a -9200000000.0) (not (<= a 0.0028))) (fma (* (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 ((a <= -9200000000.0) || !(a <= 0.0028)) {
tmp = fma((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 ((a <= -9200000000.0) || !(a <= 0.0028)) tmp = fma(Float64(fma(Float64(a - 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[Or[LessEqual[a, -9200000000.0], N[Not[LessEqual[a, 0.0028]], $MachinePrecision]], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -9200000000 \lor \neg \left(a \leq 0.0028\right):\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(a - 4, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if a < -9.2e9 or 0.00279999999999999997 < a Initial program 48.3%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6458.1
Applied rewrites58.1%
Taylor expanded in a around 0
Applied rewrites94.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites94.8%
if -9.2e9 < a < 0.00279999999999999997Initial program 99.1%
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 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%
Final simplification97.4%
(FPCore (a b) :precision binary64 (if (or (<= a -10500000000.0) (not (<= a 650000000000.0))) (- (* (* (* 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 ((a <= -10500000000.0) || !(a <= 650000000000.0)) {
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 ((a <= -10500000000.0) || !(a <= 650000000000.0)) tmp = Float64(Float64(Float64(Float64(a * a) * 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[Or[LessEqual[a, -10500000000.0], N[Not[LessEqual[a, 650000000000.0]], $MachinePrecision]], N[(N[(N[(N[(a * a), $MachinePrecision] * a), $MachinePrecision] * a), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -10500000000 \lor \neg \left(a \leq 650000000000\right):\\
\;\;\;\;\left(\left(a \cdot a\right) \cdot a\right) \cdot a - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\end{array}
\end{array}
if a < -1.05e10 or 6.5e11 < a Initial program 45.4%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6456.5
Applied rewrites56.5%
Taylor expanded in a around 0
Applied rewrites95.3%
Taylor expanded in a around inf
Applied rewrites94.9%
if -1.05e10 < a < 6.5e11Initial program 99.1%
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 rewrites96.5%
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.f6496.5
Applied rewrites96.5%
Final simplification95.7%
(FPCore (a b)
:precision binary64
(if (<= a -7e+84)
(fma (* (fma -4.0 a 4.0) a) a -1.0)
(if (<= a 3.8e+149)
(fma (* (fma b b 12.0) b) b -1.0)
(fma (* 4.0 a) a -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -7e+84) {
tmp = fma((fma(-4.0, a, 4.0) * a), a, -1.0);
} else if (a <= 3.8e+149) {
tmp = fma((fma(b, b, 12.0) * b), b, -1.0);
} else {
tmp = fma((4.0 * a), a, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -7e+84) tmp = fma(Float64(fma(-4.0, a, 4.0) * a), a, -1.0); elseif (a <= 3.8e+149) tmp = fma(Float64(fma(b, b, 12.0) * b), b, -1.0); else tmp = fma(Float64(4.0 * a), a, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -7e+84], N[(N[(N[(-4.0 * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 3.8e+149], N[(N[(N[(b * b + 12.0), $MachinePrecision] * b), $MachinePrecision] * b + -1.0), $MachinePrecision], N[(N[(4.0 * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -7 \cdot 10^{+84}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-4, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;a \leq 3.8 \cdot 10^{+149}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(b, b, 12\right) \cdot b, b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, -1\right)\\
\end{array}
\end{array}
if a < -6.9999999999999998e84Initial program 66.7%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites94.3%
if -6.9999999999999998e84 < a < 3.8000000000000001e149Initial program 92.2%
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 rewrites83.9%
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.f6483.9
Applied rewrites83.9%
if 3.8000000000000001e149 < a Initial program 0.0%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f640.0
Applied rewrites0.0%
Taylor expanded in a around 0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites95.4%
(FPCore (a b) :precision binary64 (if (<= a -7e+84) (fma (* (fma -4.0 a 4.0) a) a -1.0) (if (<= a 4.9e+117) (fma (* b b) 12.0 -1.0) (fma (* 4.0 a) a -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -7e+84) {
tmp = fma((fma(-4.0, a, 4.0) * a), a, -1.0);
} else if (a <= 4.9e+117) {
tmp = fma((b * b), 12.0, -1.0);
} else {
tmp = fma((4.0 * a), a, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -7e+84) tmp = fma(Float64(fma(-4.0, a, 4.0) * a), a, -1.0); elseif (a <= 4.9e+117) tmp = fma(Float64(b * b), 12.0, -1.0); else tmp = fma(Float64(4.0 * a), a, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -7e+84], N[(N[(N[(-4.0 * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], If[LessEqual[a, 4.9e+117], N[(N[(b * b), $MachinePrecision] * 12.0 + -1.0), $MachinePrecision], N[(N[(4.0 * a), $MachinePrecision] * a + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -7 \cdot 10^{+84}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-4, a, 4\right) \cdot a, a, -1\right)\\
\mathbf{elif}\;a \leq 4.9 \cdot 10^{+117}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, 12, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(4 \cdot a, a, -1\right)\\
\end{array}
\end{array}
if a < -6.9999999999999998e84Initial program 66.7%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites94.3%
if -6.9999999999999998e84 < a < 4.9000000000000001e117Initial program 96.1%
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 rewrites86.2%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-inN/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
unpow2N/A
lower-fma.f6486.2
Applied rewrites86.2%
Taylor expanded in b around 0
Applied rewrites60.9%
if 4.9000000000000001e117 < a Initial program 0.0%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f640.0
Applied rewrites0.0%
Taylor expanded in a around 0
Applied rewrites100.0%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites81.8%
(FPCore (a b) :precision binary64 (if (<= (* b b) 1e+274) (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+274) {
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+274) 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+274], 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^{+274}:\\
\;\;\;\;\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) < 9.99999999999999921e273Initial program 78.3%
Taylor expanded in b around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-*r*N/A
sub-negN/A
mul-1-negN/A
*-commutativeN/A
lower-*.f64N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-pow.f6462.2
Applied rewrites62.2%
Taylor expanded in a around 0
Applied rewrites80.8%
Taylor expanded in b around 0
sub-negN/A
Applied rewrites80.8%
Taylor expanded in a around 0
Applied rewrites62.4%
if 9.99999999999999921e273 < (*.f64 b b) Initial program 55.8%
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 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 rewrites93.2%
(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 73.7%
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 rewrites67.6%
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.f6466.6
Applied rewrites66.6%
Taylor expanded in b around 0
Applied rewrites46.4%
(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 73.7%
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 rewrites67.6%
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.f6466.6
Applied rewrites66.6%
Taylor expanded in b around 0
Applied rewrites26.1%
herbie shell --seed 2024311
(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))