
(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 14 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 (+ (* 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 (* a a) (fma (- a 4.0) a 4.0) -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((a * a), fma((a - 4.0), a, 4.0), -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(a * a), fma(Float64(a - 4.0), a, 4.0), -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[(a * a), $MachinePrecision] * N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] + -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(a \cdot a, \mathsf{fma}\left(a - 4, a, 4\right), -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 99.9%
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
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6494.3
Applied rewrites94.3%
Taylor expanded in a around 0
Applied rewrites94.3%
(FPCore (a b)
:precision binary64
(if (<=
(+
(pow (+ (* a a) (* b b)) 2.0)
(* 4.0 (+ (* (* a a) (- 1.0 a)) (* (* b b) (+ 3.0 a)))))
0.02)
-1.0
(* (* b b) 12.0)))
double code(double a, double b) {
double tmp;
if ((pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.02) {
tmp = -1.0;
} else {
tmp = (b * b) * 12.0;
}
return tmp;
}
real(8) function code(a, b)
real(8), intent (in) :: a
real(8), intent (in) :: b
real(8) :: tmp
if (((((a * a) + (b * b)) ** 2.0d0) + (4.0d0 * (((a * a) * (1.0d0 - a)) + ((b * b) * (3.0d0 + a))))) <= 0.02d0) then
tmp = -1.0d0
else
tmp = (b * b) * 12.0d0
end if
code = tmp
end function
public static double code(double a, double b) {
double tmp;
if ((Math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.02) {
tmp = -1.0;
} else {
tmp = (b * b) * 12.0;
}
return tmp;
}
def code(a, b): tmp = 0 if (math.pow(((a * a) + (b * b)), 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.02: tmp = -1.0 else: tmp = (b * b) * 12.0 return tmp
function code(a, b) tmp = 0.0 if (Float64((Float64(Float64(a * a) + Float64(b * b)) ^ 2.0) + Float64(4.0 * Float64(Float64(Float64(a * a) * Float64(1.0 - a)) + Float64(Float64(b * b) * Float64(3.0 + a))))) <= 0.02) tmp = -1.0; else tmp = Float64(Float64(b * b) * 12.0); end return tmp end
function tmp_2 = code(a, b) tmp = 0.0; if (((((a * a) + (b * b)) ^ 2.0) + (4.0 * (((a * a) * (1.0 - a)) + ((b * b) * (3.0 + a))))) <= 0.02) tmp = -1.0; else tmp = (b * b) * 12.0; end tmp_2 = tmp; end
code[a_, b_] := If[LessEqual[N[(N[Power[N[(N[(a * a), $MachinePrecision] + N[(b * b), $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision] + N[(4.0 * N[(N[(N[(a * a), $MachinePrecision] * N[(1.0 - a), $MachinePrecision]), $MachinePrecision] + N[(N[(b * b), $MachinePrecision] * N[(3.0 + a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.02], -1.0, N[(N[(b * b), $MachinePrecision] * 12.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;{\left(a \cdot a + b \cdot b\right)}^{2} + 4 \cdot \left(\left(a \cdot a\right) \cdot \left(1 - a\right) + \left(b \cdot b\right) \cdot \left(3 + a\right)\right) \leq 0.02:\\
\;\;\;\;-1\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 12\\
\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))))) < 0.0200000000000000004Initial program 100.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6498.2
Applied rewrites98.2%
Taylor expanded in a around 0
Applied rewrites95.6%
if 0.0200000000000000004 < (+.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 65.7%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6459.4
Applied rewrites59.4%
Taylor expanded in b around 0
Applied rewrites32.7%
Taylor expanded in b around inf
Applied rewrites33.2%
(FPCore (a b)
:precision binary64
(if (<= a -3.7e-6)
(- (fma (* (fma (- a) a a) a) 4.0 (pow a 4.0)) 1.0)
(if (<= a 520000000000.0)
(- (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 <= -3.7e-6) {
tmp = fma((fma(-a, a, a) * a), 4.0, pow(a, 4.0)) - 1.0;
} else if (a <= 520000000000.0) {
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 <= -3.7e-6) tmp = Float64(fma(Float64(fma(Float64(-a), a, a) * a), 4.0, (a ^ 4.0)) - 1.0); elseif (a <= 520000000000.0) 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, -3.7e-6], 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, 520000000000.0], 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 -3.7 \cdot 10^{-6}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-a, a, a\right) \cdot a, 4, {a}^{4}\right) - 1\\
\mathbf{elif}\;a \leq 520000000000:\\
\;\;\;\;\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 < -3.7000000000000002e-6Initial program 66.1%
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.f6493.0
Applied rewrites93.0%
if -3.7000000000000002e-6 < a < 5.2e11Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6499.6
Applied rewrites99.6%
if 5.2e11 < a Initial program 19.9%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6498.2
Applied rewrites98.2%
Taylor expanded in a around 0
Applied rewrites98.2%
Applied rewrites98.2%
(FPCore (a b) :precision binary64 (if (or (<= a -3.7e-6) (not (<= a 520000000000.0))) (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 <= -3.7e-6) || !(a <= 520000000000.0)) {
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 <= -3.7e-6) || !(a <= 520000000000.0)) 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, -3.7e-6], N[Not[LessEqual[a, 520000000000.0]], $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 -3.7 \cdot 10^{-6} \lor \neg \left(a \leq 520000000000\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 < -3.7000000000000002e-6 or 5.2e11 < a Initial program 45.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6495.2
Applied rewrites95.2%
Taylor expanded in a around 0
Applied rewrites95.3%
Applied rewrites95.3%
if -3.7000000000000002e-6 < a < 5.2e11Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6499.6
Applied rewrites99.6%
Final simplification97.5%
(FPCore (a b)
:precision binary64
(if (<= a -3.7e-6)
(- (fma (fma -4.0 a 4.0) (* a a) (pow a 4.0)) 1.0)
(if (<= a 520000000000.0)
(- (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 <= -3.7e-6) {
tmp = fma(fma(-4.0, a, 4.0), (a * a), pow(a, 4.0)) - 1.0;
} else if (a <= 520000000000.0) {
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 <= -3.7e-6) tmp = Float64(fma(fma(-4.0, a, 4.0), Float64(a * a), (a ^ 4.0)) - 1.0); elseif (a <= 520000000000.0) 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, -3.7e-6], 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, 520000000000.0], 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 -3.7 \cdot 10^{-6}:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(-4, a, 4\right), a \cdot a, {a}^{4}\right) - 1\\
\mathbf{elif}\;a \leq 520000000000:\\
\;\;\;\;\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 < -3.7000000000000002e-6Initial program 66.1%
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
unpow2N/A
associate-*l*N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites32.8%
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.f6492.9
Applied rewrites92.9%
if -3.7000000000000002e-6 < a < 5.2e11Initial program 99.9%
Taylor expanded in a around 0
*-commutativeN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
lower-pow.f6499.6
Applied rewrites99.6%
if 5.2e11 < a Initial program 19.9%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6498.2
Applied rewrites98.2%
Taylor expanded in a around 0
Applied rewrites98.2%
Applied rewrites98.2%
(FPCore (a b) :precision binary64 (if (or (<= a -3.7e-6) (not (<= a 520000000000.0))) (fma (* (fma (- a 4.0) a 4.0) a) a -1.0) (fma (* b b) (fma b b 12.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -3.7e-6) || !(a <= 520000000000.0)) {
tmp = fma((fma((a - 4.0), a, 4.0) * a), a, -1.0);
} else {
tmp = fma((b * b), fma(b, b, 12.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -3.7e-6) || !(a <= 520000000000.0)) tmp = fma(Float64(fma(Float64(a - 4.0), a, 4.0) * a), a, -1.0); else tmp = fma(Float64(b * b), fma(b, b, 12.0), -1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -3.7e-6], N[Not[LessEqual[a, 520000000000.0]], $MachinePrecision]], N[(N[(N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] * a), $MachinePrecision] * a + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b + 12.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -3.7 \cdot 10^{-6} \lor \neg \left(a \leq 520000000000\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, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\end{array}
\end{array}
if a < -3.7000000000000002e-6 or 5.2e11 < a Initial program 45.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6495.2
Applied rewrites95.2%
Taylor expanded in a around 0
Applied rewrites95.3%
Applied rewrites95.3%
if -3.7000000000000002e-6 < a < 5.2e11Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.5
Applied rewrites99.5%
Final simplification97.5%
(FPCore (a b) :precision binary64 (if (or (<= a -3.7e-6) (not (<= a 520000000000.0))) (fma (* a a) (fma (- a 4.0) a 4.0) -1.0) (fma (* b b) (fma b b 12.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -3.7e-6) || !(a <= 520000000000.0)) {
tmp = fma((a * a), fma((a - 4.0), a, 4.0), -1.0);
} else {
tmp = fma((b * b), fma(b, b, 12.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -3.7e-6) || !(a <= 520000000000.0)) tmp = fma(Float64(a * a), fma(Float64(a - 4.0), a, 4.0), -1.0); else tmp = fma(Float64(b * b), fma(b, b, 12.0), -1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -3.7e-6], N[Not[LessEqual[a, 520000000000.0]], $MachinePrecision]], N[(N[(a * a), $MachinePrecision] * N[(N[(a - 4.0), $MachinePrecision] * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b + 12.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -3.7 \cdot 10^{-6} \lor \neg \left(a \leq 520000000000\right):\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(a - 4, a, 4\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\end{array}
\end{array}
if a < -3.7000000000000002e-6 or 5.2e11 < a Initial program 45.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6495.2
Applied rewrites95.2%
Taylor expanded in a around 0
Applied rewrites95.3%
if -3.7000000000000002e-6 < a < 5.2e11Initial program 99.9%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6499.5
Applied rewrites99.5%
Final simplification97.5%
(FPCore (a b) :precision binary64 (if (or (<= a -2e+20) (not (<= a 2.45e+17))) (- (* (* a a) (* a a)) 1.0) (fma (* b b) (fma b b 12.0) -1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -2e+20) || !(a <= 2.45e+17)) {
tmp = ((a * a) * (a * a)) - 1.0;
} else {
tmp = fma((b * b), fma(b, b, 12.0), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -2e+20) || !(a <= 2.45e+17)) tmp = Float64(Float64(Float64(a * a) * Float64(a * a)) - 1.0); else tmp = fma(Float64(b * b), fma(b, b, 12.0), -1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -2e+20], N[Not[LessEqual[a, 2.45e+17]], $MachinePrecision]], N[(N[(N[(a * a), $MachinePrecision] * N[(a * a), $MachinePrecision]), $MachinePrecision] - 1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b + 12.0), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -2 \cdot 10^{+20} \lor \neg \left(a \leq 2.45 \cdot 10^{+17}\right):\\
\;\;\;\;\left(a \cdot a\right) \cdot \left(a \cdot a\right) - 1\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\end{array}
\end{array}
if a < -2e20 or 2.45e17 < a Initial program 42.8%
Taylor expanded in a around inf
lower-pow.f6499.2
Applied rewrites99.2%
Applied rewrites99.1%
if -2e20 < a < 2.45e17Initial program 97.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6496.1
Applied rewrites96.1%
Final simplification97.4%
(FPCore (a b)
:precision binary64
(if (<= a -2e+78)
(fma (* a a) (fma -4.0 a 4.0) -1.0)
(if (<= a 6.5e+143)
(fma (* b b) (fma b b 12.0) -1.0)
(fma (* a a) 4.0 -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -2e+78) {
tmp = fma((a * a), fma(-4.0, a, 4.0), -1.0);
} else if (a <= 6.5e+143) {
tmp = fma((b * b), fma(b, b, 12.0), -1.0);
} else {
tmp = fma((a * a), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -2e+78) tmp = fma(Float64(a * a), fma(-4.0, a, 4.0), -1.0); elseif (a <= 6.5e+143) tmp = fma(Float64(b * b), fma(b, b, 12.0), -1.0); else tmp = fma(Float64(a * a), 4.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -2e+78], N[(N[(a * a), $MachinePrecision] * N[(-4.0 * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 6.5e+143], N[(N[(b * b), $MachinePrecision] * N[(b * b + 12.0), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -2 \cdot 10^{+78}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(-4, a, 4\right), -1\right)\\
\mathbf{elif}\;a \leq 6.5 \cdot 10^{+143}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, \mathsf{fma}\left(b, b, 12\right), -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\end{array}
\end{array}
if a < -2.00000000000000002e78Initial program 65.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites89.3%
if -2.00000000000000002e78 < a < 6.4999999999999997e143Initial program 93.3%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6487.2
Applied rewrites87.2%
if 6.4999999999999997e143 < a Initial program 0.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites93.0%
(FPCore (a b) :precision binary64 (if (or (<= a -2e+154) (not (<= a 6.5e+143))) (fma (* a a) 4.0 -1.0) (fma (* b b) (* b b) -1.0)))
double code(double a, double b) {
double tmp;
if ((a <= -2e+154) || !(a <= 6.5e+143)) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = fma((b * b), (b * b), -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if ((a <= -2e+154) || !(a <= 6.5e+143)) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = fma(Float64(b * b), Float64(b * b), -1.0); end return tmp end
code[a_, b_] := If[Or[LessEqual[a, -2e+154], N[Not[LessEqual[a, 6.5e+143]], $MachinePrecision]], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -2 \cdot 10^{+154} \lor \neg \left(a \leq 6.5 \cdot 10^{+143}\right):\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, b \cdot b, -1\right)\\
\end{array}
\end{array}
if a < -2.00000000000000007e154 or 6.4999999999999997e143 < a Initial program 29.2%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites96.3%
if -2.00000000000000007e154 < a < 6.4999999999999997e143Initial program 91.2%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
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
lower-fma.f64N/A
Applied rewrites82.0%
Taylor expanded in a around inf
Applied rewrites80.5%
Taylor expanded in b around inf
Applied rewrites81.3%
Final simplification85.5%
(FPCore (a b) :precision binary64 (if (<= a -2e+78) (fma (* a a) (fma -4.0 a 4.0) -1.0) (if (<= a 6.5e+143) (fma (* b b) (* b b) -1.0) (fma (* a a) 4.0 -1.0))))
double code(double a, double b) {
double tmp;
if (a <= -2e+78) {
tmp = fma((a * a), fma(-4.0, a, 4.0), -1.0);
} else if (a <= 6.5e+143) {
tmp = fma((b * b), (b * b), -1.0);
} else {
tmp = fma((a * a), 4.0, -1.0);
}
return tmp;
}
function code(a, b) tmp = 0.0 if (a <= -2e+78) tmp = fma(Float64(a * a), fma(-4.0, a, 4.0), -1.0); elseif (a <= 6.5e+143) tmp = fma(Float64(b * b), Float64(b * b), -1.0); else tmp = fma(Float64(a * a), 4.0, -1.0); end return tmp end
code[a_, b_] := If[LessEqual[a, -2e+78], N[(N[(a * a), $MachinePrecision] * N[(-4.0 * a + 4.0), $MachinePrecision] + -1.0), $MachinePrecision], If[LessEqual[a, 6.5e+143], N[(N[(b * b), $MachinePrecision] * N[(b * b), $MachinePrecision] + -1.0), $MachinePrecision], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq -2 \cdot 10^{+78}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, \mathsf{fma}\left(-4, a, 4\right), -1\right)\\
\mathbf{elif}\;a \leq 6.5 \cdot 10^{+143}:\\
\;\;\;\;\mathsf{fma}\left(b \cdot b, b \cdot b, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\end{array}
\end{array}
if a < -2.00000000000000002e78Initial program 65.4%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites89.3%
if -2.00000000000000002e78 < a < 6.4999999999999997e143Initial program 93.3%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
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
lower-fma.f64N/A
Applied rewrites87.2%
Taylor expanded in a around inf
Applied rewrites85.5%
Taylor expanded in b around inf
Applied rewrites86.4%
if 6.4999999999999997e143 < a Initial program 0.0%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f64100.0
Applied rewrites100.0%
Taylor expanded in a around 0
Applied rewrites93.0%
Final simplification88.0%
(FPCore (a b) :precision binary64 (if (<= b 4e+148) (fma (* a a) 4.0 -1.0) (* (* b b) 12.0)))
double code(double a, double b) {
double tmp;
if (b <= 4e+148) {
tmp = fma((a * a), 4.0, -1.0);
} else {
tmp = (b * b) * 12.0;
}
return tmp;
}
function code(a, b) tmp = 0.0 if (b <= 4e+148) tmp = fma(Float64(a * a), 4.0, -1.0); else tmp = Float64(Float64(b * b) * 12.0); end return tmp end
code[a_, b_] := If[LessEqual[b, 4e+148], N[(N[(a * a), $MachinePrecision] * 4.0 + -1.0), $MachinePrecision], N[(N[(b * b), $MachinePrecision] * 12.0), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;b \leq 4 \cdot 10^{+148}:\\
\;\;\;\;\mathsf{fma}\left(a \cdot a, 4, -1\right)\\
\mathbf{else}:\\
\;\;\;\;\left(b \cdot b\right) \cdot 12\\
\end{array}
\end{array}
if b < 4.0000000000000002e148Initial program 75.5%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6472.3
Applied rewrites72.3%
Taylor expanded in a around 0
Applied rewrites55.6%
if 4.0000000000000002e148 < b Initial program 59.3%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f64100.0
Applied rewrites100.0%
Taylor expanded in b around 0
Applied rewrites96.7%
Taylor expanded in b around inf
Applied rewrites96.7%
(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 73.8%
Taylor expanded in a around 0
sub-negN/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
+-commutativeN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
unpow2N/A
lower-fma.f6468.3
Applied rewrites68.3%
Taylor expanded in b around 0
Applied rewrites47.8%
(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 73.8%
Taylor expanded in b around 0
sub-negN/A
*-commutativeN/A
associate-*r*N/A
metadata-evalN/A
pow-sqrN/A
distribute-rgt-outN/A
metadata-evalN/A
lower-fma.f64N/A
unpow2N/A
lower-*.f64N/A
*-commutativeN/A
lower-fma.f64N/A
lower--.f64N/A
unpow2N/A
lower-*.f6468.2
Applied rewrites68.2%
Taylor expanded in a around 0
Applied rewrites23.0%
herbie shell --seed 2024340
(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))