| Alternative 1 | |
|---|---|
| Accuracy | 98.4% |
| Cost | 79428 |
(FPCore (x y z t) :precision binary64 (+ (+ (+ (- (sqrt (+ x 1.0)) (sqrt x)) (- (sqrt (+ y 1.0)) (sqrt y))) (- (sqrt (+ z 1.0)) (sqrt z))) (- (sqrt (+ t 1.0)) (sqrt t))))
(FPCore (x y z t)
:precision binary64
(let* ((t_1 (+ (sqrt (+ 1.0 y)) (sqrt y)))
(t_2 (sqrt (+ 1.0 x)))
(t_3 (- t_2 (sqrt x)))
(t_4 (sqrt (+ 1.0 t))))
(if (<= t_3 0.0)
(+ (+ (/ 1.0 t_1) (/ 1.0 (+ (sqrt x) t_2))) (+ t_4 (- 1.0 (sqrt t))))
(+
t_3
(+
(/ (+ 1.0 (- y y)) t_1)
(+ (- t_4 (sqrt t)) (/ 1.0 (+ (sqrt z) (sqrt (+ 1.0 z))))))))))double code(double x, double y, double z, double t) {
return (((sqrt((x + 1.0)) - sqrt(x)) + (sqrt((y + 1.0)) - sqrt(y))) + (sqrt((z + 1.0)) - sqrt(z))) + (sqrt((t + 1.0)) - sqrt(t));
}
double code(double x, double y, double z, double t) {
double t_1 = sqrt((1.0 + y)) + sqrt(y);
double t_2 = sqrt((1.0 + x));
double t_3 = t_2 - sqrt(x);
double t_4 = sqrt((1.0 + t));
double tmp;
if (t_3 <= 0.0) {
tmp = ((1.0 / t_1) + (1.0 / (sqrt(x) + t_2))) + (t_4 + (1.0 - sqrt(t)));
} else {
tmp = t_3 + (((1.0 + (y - y)) / t_1) + ((t_4 - sqrt(t)) + (1.0 / (sqrt(z) + sqrt((1.0 + z))))));
}
return tmp;
}
real(8) function code(x, y, z, t)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
code = (((sqrt((x + 1.0d0)) - sqrt(x)) + (sqrt((y + 1.0d0)) - sqrt(y))) + (sqrt((z + 1.0d0)) - sqrt(z))) + (sqrt((t + 1.0d0)) - sqrt(t))
end function
real(8) function code(x, y, z, t)
real(8), intent (in) :: x
real(8), intent (in) :: y
real(8), intent (in) :: z
real(8), intent (in) :: t
real(8) :: t_1
real(8) :: t_2
real(8) :: t_3
real(8) :: t_4
real(8) :: tmp
t_1 = sqrt((1.0d0 + y)) + sqrt(y)
t_2 = sqrt((1.0d0 + x))
t_3 = t_2 - sqrt(x)
t_4 = sqrt((1.0d0 + t))
if (t_3 <= 0.0d0) then
tmp = ((1.0d0 / t_1) + (1.0d0 / (sqrt(x) + t_2))) + (t_4 + (1.0d0 - sqrt(t)))
else
tmp = t_3 + (((1.0d0 + (y - y)) / t_1) + ((t_4 - sqrt(t)) + (1.0d0 / (sqrt(z) + sqrt((1.0d0 + z))))))
end if
code = tmp
end function
public static double code(double x, double y, double z, double t) {
return (((Math.sqrt((x + 1.0)) - Math.sqrt(x)) + (Math.sqrt((y + 1.0)) - Math.sqrt(y))) + (Math.sqrt((z + 1.0)) - Math.sqrt(z))) + (Math.sqrt((t + 1.0)) - Math.sqrt(t));
}
public static double code(double x, double y, double z, double t) {
double t_1 = Math.sqrt((1.0 + y)) + Math.sqrt(y);
double t_2 = Math.sqrt((1.0 + x));
double t_3 = t_2 - Math.sqrt(x);
double t_4 = Math.sqrt((1.0 + t));
double tmp;
if (t_3 <= 0.0) {
tmp = ((1.0 / t_1) + (1.0 / (Math.sqrt(x) + t_2))) + (t_4 + (1.0 - Math.sqrt(t)));
} else {
tmp = t_3 + (((1.0 + (y - y)) / t_1) + ((t_4 - Math.sqrt(t)) + (1.0 / (Math.sqrt(z) + Math.sqrt((1.0 + z))))));
}
return tmp;
}
def code(x, y, z, t): return (((math.sqrt((x + 1.0)) - math.sqrt(x)) + (math.sqrt((y + 1.0)) - math.sqrt(y))) + (math.sqrt((z + 1.0)) - math.sqrt(z))) + (math.sqrt((t + 1.0)) - math.sqrt(t))
def code(x, y, z, t): t_1 = math.sqrt((1.0 + y)) + math.sqrt(y) t_2 = math.sqrt((1.0 + x)) t_3 = t_2 - math.sqrt(x) t_4 = math.sqrt((1.0 + t)) tmp = 0 if t_3 <= 0.0: tmp = ((1.0 / t_1) + (1.0 / (math.sqrt(x) + t_2))) + (t_4 + (1.0 - math.sqrt(t))) else: tmp = t_3 + (((1.0 + (y - y)) / t_1) + ((t_4 - math.sqrt(t)) + (1.0 / (math.sqrt(z) + math.sqrt((1.0 + z)))))) return tmp
function code(x, y, z, t) return Float64(Float64(Float64(Float64(sqrt(Float64(x + 1.0)) - sqrt(x)) + Float64(sqrt(Float64(y + 1.0)) - sqrt(y))) + Float64(sqrt(Float64(z + 1.0)) - sqrt(z))) + Float64(sqrt(Float64(t + 1.0)) - sqrt(t))) end
function code(x, y, z, t) t_1 = Float64(sqrt(Float64(1.0 + y)) + sqrt(y)) t_2 = sqrt(Float64(1.0 + x)) t_3 = Float64(t_2 - sqrt(x)) t_4 = sqrt(Float64(1.0 + t)) tmp = 0.0 if (t_3 <= 0.0) tmp = Float64(Float64(Float64(1.0 / t_1) + Float64(1.0 / Float64(sqrt(x) + t_2))) + Float64(t_4 + Float64(1.0 - sqrt(t)))); else tmp = Float64(t_3 + Float64(Float64(Float64(1.0 + Float64(y - y)) / t_1) + Float64(Float64(t_4 - sqrt(t)) + Float64(1.0 / Float64(sqrt(z) + sqrt(Float64(1.0 + z))))))); end return tmp end
function tmp = code(x, y, z, t) tmp = (((sqrt((x + 1.0)) - sqrt(x)) + (sqrt((y + 1.0)) - sqrt(y))) + (sqrt((z + 1.0)) - sqrt(z))) + (sqrt((t + 1.0)) - sqrt(t)); end
function tmp_2 = code(x, y, z, t) t_1 = sqrt((1.0 + y)) + sqrt(y); t_2 = sqrt((1.0 + x)); t_3 = t_2 - sqrt(x); t_4 = sqrt((1.0 + t)); tmp = 0.0; if (t_3 <= 0.0) tmp = ((1.0 / t_1) + (1.0 / (sqrt(x) + t_2))) + (t_4 + (1.0 - sqrt(t))); else tmp = t_3 + (((1.0 + (y - y)) / t_1) + ((t_4 - sqrt(t)) + (1.0 / (sqrt(z) + sqrt((1.0 + z)))))); end tmp_2 = tmp; end
code[x_, y_, z_, t_] := N[(N[(N[(N[(N[Sqrt[N[(x + 1.0), $MachinePrecision]], $MachinePrecision] - N[Sqrt[x], $MachinePrecision]), $MachinePrecision] + N[(N[Sqrt[N[(y + 1.0), $MachinePrecision]], $MachinePrecision] - N[Sqrt[y], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[Sqrt[N[(z + 1.0), $MachinePrecision]], $MachinePrecision] - N[Sqrt[z], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[Sqrt[N[(t + 1.0), $MachinePrecision]], $MachinePrecision] - N[Sqrt[t], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
code[x_, y_, z_, t_] := Block[{t$95$1 = N[(N[Sqrt[N[(1.0 + y), $MachinePrecision]], $MachinePrecision] + N[Sqrt[y], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[Sqrt[N[(1.0 + x), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$3 = N[(t$95$2 - N[Sqrt[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[Sqrt[N[(1.0 + t), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[t$95$3, 0.0], N[(N[(N[(1.0 / t$95$1), $MachinePrecision] + N[(1.0 / N[(N[Sqrt[x], $MachinePrecision] + t$95$2), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(t$95$4 + N[(1.0 - N[Sqrt[t], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(t$95$3 + N[(N[(N[(1.0 + N[(y - y), $MachinePrecision]), $MachinePrecision] / t$95$1), $MachinePrecision] + N[(N[(t$95$4 - N[Sqrt[t], $MachinePrecision]), $MachinePrecision] + N[(1.0 / N[(N[Sqrt[z], $MachinePrecision] + N[Sqrt[N[(1.0 + z), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]]
\left(\left(\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\sqrt{y + 1} - \sqrt{y}\right)\right) + \left(\sqrt{z + 1} - \sqrt{z}\right)\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)
\begin{array}{l}
t_1 := \sqrt{1 + y} + \sqrt{y}\\
t_2 := \sqrt{1 + x}\\
t_3 := t_2 - \sqrt{x}\\
t_4 := \sqrt{1 + t}\\
\mathbf{if}\;t_3 \leq 0:\\
\;\;\;\;\left(\frac{1}{t_1} + \frac{1}{\sqrt{x} + t_2}\right) + \left(t_4 + \left(1 - \sqrt{t}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;t_3 + \left(\frac{1 + \left(y - y\right)}{t_1} + \left(\left(t_4 - \sqrt{t}\right) + \frac{1}{\sqrt{z} + \sqrt{1 + z}}\right)\right)\\
\end{array}
Results
| Original | 91.7% |
|---|---|
| Target | 99.4% |
| Herbie | 98.9% |
if (-.f64 (sqrt.f64 (+.f64 x 1)) (sqrt.f64 x)) < 0.0Initial program 3.4%
Simplified3.4%
[Start]3.4 | \[ \left(\left(\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\sqrt{y + 1} - \sqrt{y}\right)\right) + \left(\sqrt{z + 1} - \sqrt{z}\right)\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)
\] |
|---|---|
associate-+l+ [=>]3.4 | \[ \color{blue}{\left(\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\sqrt{y + 1} - \sqrt{y}\right) + \left(\sqrt{z + 1} - \sqrt{z}\right)\right)\right)} + \left(\sqrt{t + 1} - \sqrt{t}\right)
\] |
associate-+l+ [=>]3.4 | \[ \color{blue}{\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\left(\sqrt{y + 1} - \sqrt{y}\right) + \left(\sqrt{z + 1} - \sqrt{z}\right)\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)}
\] |
associate-+r+ [<=]3.4 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \color{blue}{\left(\left(\sqrt{y + 1} - \sqrt{y}\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)\right)}
\] |
+-commutative [=>]3.4 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\sqrt{\color{blue}{1 + y}} - \sqrt{y}\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [=>]3.4 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{\color{blue}{1 + z}} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [=>]3.4 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{\color{blue}{1 + t}} - \sqrt{t}\right)\right)\right)
\] |
Applied egg-rr83.1%
[Start]3.4 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
|---|---|
flip-- [=>]3.4 | \[ \color{blue}{\frac{\sqrt{x + 1} \cdot \sqrt{x + 1} - \sqrt{x} \cdot \sqrt{x}}{\sqrt{x + 1} + \sqrt{x}}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
div-inv [=>]3.4 | \[ \color{blue}{\left(\sqrt{x + 1} \cdot \sqrt{x + 1} - \sqrt{x} \cdot \sqrt{x}\right) \cdot \frac{1}{\sqrt{x + 1} + \sqrt{x}}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
add-sqr-sqrt [<=]4.2 | \[ \left(\color{blue}{\left(x + 1\right)} - \sqrt{x} \cdot \sqrt{x}\right) \cdot \frac{1}{\sqrt{x + 1} + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [=>]4.2 | \[ \left(\color{blue}{\left(1 + x\right)} - \sqrt{x} \cdot \sqrt{x}\right) \cdot \frac{1}{\sqrt{x + 1} + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
add-sqr-sqrt [<=]3.8 | \[ \left(\left(1 + x\right) - \color{blue}{x}\right) \cdot \frac{1}{\sqrt{x + 1} + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
associate--l+ [=>]83.1 | \[ \color{blue}{\left(1 + \left(x - x\right)\right)} \cdot \frac{1}{\sqrt{x + 1} + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [=>]83.1 | \[ \left(1 + \left(x - x\right)\right) \cdot \frac{1}{\sqrt{\color{blue}{1 + x}} + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
add-sqr-sqrt [=>]83.1 | \[ \left(1 + \left(x - x\right)\right) \cdot \frac{1}{\sqrt{1 + \color{blue}{\sqrt{x} \cdot \sqrt{x}}} + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
hypot-1-def [=>]83.1 | \[ \left(1 + \left(x - x\right)\right) \cdot \frac{1}{\color{blue}{\mathsf{hypot}\left(1, \sqrt{x}\right)} + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
Simplified83.1%
[Start]83.1 | \[ \left(1 + \left(x - x\right)\right) \cdot \frac{1}{\mathsf{hypot}\left(1, \sqrt{x}\right) + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
|---|---|
+-commutative [=>]83.1 | \[ \color{blue}{\left(\left(x - x\right) + 1\right)} \cdot \frac{1}{\mathsf{hypot}\left(1, \sqrt{x}\right) + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
+-inverses [=>]83.1 | \[ \left(\color{blue}{0} + 1\right) \cdot \frac{1}{\mathsf{hypot}\left(1, \sqrt{x}\right) + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
metadata-eval [=>]83.1 | \[ \color{blue}{1} \cdot \frac{1}{\mathsf{hypot}\left(1, \sqrt{x}\right) + \sqrt{x}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
*-lft-identity [=>]83.1 | \[ \color{blue}{\frac{1}{\mathsf{hypot}\left(1, \sqrt{x}\right) + \sqrt{x}}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [=>]83.1 | \[ \frac{1}{\color{blue}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)}} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
Applied egg-rr83.1%
[Start]83.1 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
|---|---|
flip-- [=>]83.1 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\color{blue}{\frac{\sqrt{1 + y} \cdot \sqrt{1 + y} - \sqrt{y} \cdot \sqrt{y}}{\sqrt{1 + y} + \sqrt{y}}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
div-inv [=>]83.1 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\color{blue}{\left(\sqrt{1 + y} \cdot \sqrt{1 + y} - \sqrt{y} \cdot \sqrt{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
add-sqr-sqrt [<=]41.2 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\left(\color{blue}{\left(1 + y\right)} - \sqrt{y} \cdot \sqrt{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [=>]41.2 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\left(\color{blue}{\left(y + 1\right)} - \sqrt{y} \cdot \sqrt{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
add-sqr-sqrt [<=]83.1 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\left(\left(y + 1\right) - \color{blue}{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
associate--l+ [=>]83.1 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\color{blue}{\left(y + \left(1 - y\right)\right)} \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
Simplified98.2%
[Start]83.1 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\left(y + \left(1 - y\right)\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
|---|---|
associate-*r/ [=>]83.1 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\color{blue}{\frac{\left(y + \left(1 - y\right)\right) \cdot 1}{\sqrt{1 + y} + \sqrt{y}}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
*-rgt-identity [=>]83.1 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\frac{\color{blue}{y + \left(1 - y\right)}}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
associate-+r- [=>]83.1 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\frac{\color{blue}{\left(y + 1\right) - y}}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [<=]83.1 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\frac{\color{blue}{\left(1 + y\right)} - y}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
associate--l+ [=>]98.2 | \[ \frac{1}{\sqrt{x} + \mathsf{hypot}\left(1, \sqrt{x}\right)} + \left(\frac{\color{blue}{1 + \left(y - y\right)}}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
Taylor expanded in z around 0 3.4%
Simplified98.2%
[Start]3.4 | \[ \left(1 + \left(\frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\frac{1}{\sqrt{1 + x} + \sqrt{x}} + \sqrt{1 + t}\right)\right)\right) - \sqrt{t}
\] |
|---|---|
+-commutative [=>]3.4 | \[ \color{blue}{\left(\left(\frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\frac{1}{\sqrt{1 + x} + \sqrt{x}} + \sqrt{1 + t}\right)\right) + 1\right)} - \sqrt{t}
\] |
associate--l+ [=>]3.4 | \[ \color{blue}{\left(\frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\frac{1}{\sqrt{1 + x} + \sqrt{x}} + \sqrt{1 + t}\right)\right) + \left(1 - \sqrt{t}\right)}
\] |
associate-+r+ [=>]3.4 | \[ \color{blue}{\left(\left(\frac{1}{\sqrt{1 + y} + \sqrt{y}} + \frac{1}{\sqrt{1 + x} + \sqrt{x}}\right) + \sqrt{1 + t}\right)} + \left(1 - \sqrt{t}\right)
\] |
associate-+l+ [=>]98.2 | \[ \color{blue}{\left(\frac{1}{\sqrt{1 + y} + \sqrt{y}} + \frac{1}{\sqrt{1 + x} + \sqrt{x}}\right) + \left(\sqrt{1 + t} + \left(1 - \sqrt{t}\right)\right)}
\] |
if 0.0 < (-.f64 (sqrt.f64 (+.f64 x 1)) (sqrt.f64 x)) Initial program 96.4%
Simplified96.4%
[Start]96.4 | \[ \left(\left(\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\sqrt{y + 1} - \sqrt{y}\right)\right) + \left(\sqrt{z + 1} - \sqrt{z}\right)\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)
\] |
|---|---|
associate-+l+ [=>]96.4 | \[ \color{blue}{\left(\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\sqrt{y + 1} - \sqrt{y}\right) + \left(\sqrt{z + 1} - \sqrt{z}\right)\right)\right)} + \left(\sqrt{t + 1} - \sqrt{t}\right)
\] |
associate-+l+ [=>]96.4 | \[ \color{blue}{\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\left(\sqrt{y + 1} - \sqrt{y}\right) + \left(\sqrt{z + 1} - \sqrt{z}\right)\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)}
\] |
associate-+r+ [<=]96.4 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \color{blue}{\left(\left(\sqrt{y + 1} - \sqrt{y}\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)\right)}
\] |
+-commutative [=>]96.4 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\sqrt{\color{blue}{1 + y}} - \sqrt{y}\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [=>]96.4 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{\color{blue}{1 + z}} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [=>]96.4 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{\color{blue}{1 + t}} - \sqrt{t}\right)\right)\right)
\] |
Applied egg-rr96.9%
[Start]96.4 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
|---|---|
flip-- [=>]96.6 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\color{blue}{\frac{\sqrt{1 + y} \cdot \sqrt{1 + y} - \sqrt{y} \cdot \sqrt{y}}{\sqrt{1 + y} + \sqrt{y}}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
div-inv [=>]96.6 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\color{blue}{\left(\sqrt{1 + y} \cdot \sqrt{1 + y} - \sqrt{y} \cdot \sqrt{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
add-sqr-sqrt [<=]86.2 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\color{blue}{\left(1 + y\right)} - \sqrt{y} \cdot \sqrt{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [=>]86.2 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\color{blue}{\left(y + 1\right)} - \sqrt{y} \cdot \sqrt{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
add-sqr-sqrt [<=]96.9 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(\left(y + 1\right) - \color{blue}{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
associate--l+ [=>]96.9 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\color{blue}{\left(y + \left(1 - y\right)\right)} \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
Simplified97.6%
[Start]96.9 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\left(y + \left(1 - y\right)\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
|---|---|
associate-*r/ [=>]96.9 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\color{blue}{\frac{\left(y + \left(1 - y\right)\right) \cdot 1}{\sqrt{1 + y} + \sqrt{y}}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
*-rgt-identity [=>]96.9 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{\color{blue}{y + \left(1 - y\right)}}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
associate-+r- [=>]96.9 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{\color{blue}{\left(y + 1\right) - y}}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
+-commutative [<=]96.9 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{\color{blue}{\left(1 + y\right)} - y}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
associate--l+ [=>]97.6 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{\color{blue}{1 + \left(y - y\right)}}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
Applied egg-rr99.0%
[Start]97.6 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
|---|---|
flip-- [=>]97.8 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\color{blue}{\frac{\sqrt{1 + z} \cdot \sqrt{1 + z} - \sqrt{z} \cdot \sqrt{z}}{\sqrt{1 + z} + \sqrt{z}}} + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
div-inv [=>]97.8 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\color{blue}{\left(\sqrt{1 + z} \cdot \sqrt{1 + z} - \sqrt{z} \cdot \sqrt{z}\right) \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}}} + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
add-sqr-sqrt [<=]69.1 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\color{blue}{\left(1 + z\right)} - \sqrt{z} \cdot \sqrt{z}\right) \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
add-sqr-sqrt [<=]98.3 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\left(1 + z\right) - \color{blue}{z}\right) \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
associate--l+ [=>]99.0 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\color{blue}{\left(1 + \left(z - z\right)\right)} \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
Simplified99.0%
[Start]99.0 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(1 + \left(z - z\right)\right) \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
|---|---|
+-commutative [=>]99.0 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\color{blue}{\left(\left(z - z\right) + 1\right)} \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
+-inverses [=>]99.0 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\left(\color{blue}{0} + 1\right) \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
metadata-eval [=>]99.0 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\color{blue}{1} \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
*-lft-identity [=>]99.0 | \[ \left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}} + \left(\color{blue}{\frac{1}{\sqrt{1 + z} + \sqrt{z}}} + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)\right)
\] |
Final simplification98.9%
| Alternative 1 | |
|---|---|
| Accuracy | 98.4% |
| Cost | 79428 |
| Alternative 2 | |
|---|---|
| Accuracy | 98.0% |
| Cost | 59520 |
| Alternative 3 | |
|---|---|
| Accuracy | 98.4% |
| Cost | 52932 |
| Alternative 4 | |
|---|---|
| Accuracy | 99.2% |
| Cost | 52932 |
| Alternative 5 | |
|---|---|
| Accuracy | 98.0% |
| Cost | 40004 |
| Alternative 6 | |
|---|---|
| Accuracy | 92.7% |
| Cost | 39880 |
| Alternative 7 | |
|---|---|
| Accuracy | 96.2% |
| Cost | 39880 |
| Alternative 8 | |
|---|---|
| Accuracy | 96.7% |
| Cost | 39880 |
| Alternative 9 | |
|---|---|
| Accuracy | 97.2% |
| Cost | 39880 |
| Alternative 10 | |
|---|---|
| Accuracy | 90.4% |
| Cost | 39620 |
| Alternative 11 | |
|---|---|
| Accuracy | 91.4% |
| Cost | 26824 |
| Alternative 12 | |
|---|---|
| Accuracy | 91.7% |
| Cost | 26824 |
| Alternative 13 | |
|---|---|
| Accuracy | 89.8% |
| Cost | 26568 |
| Alternative 14 | |
|---|---|
| Accuracy | 89.7% |
| Cost | 26568 |
| Alternative 15 | |
|---|---|
| Accuracy | 90.8% |
| Cost | 26568 |
| Alternative 16 | |
|---|---|
| Accuracy | 61.5% |
| Cost | 13380 |
| Alternative 17 | |
|---|---|
| Accuracy | 81.9% |
| Cost | 13380 |
| Alternative 18 | |
|---|---|
| Accuracy | 86.2% |
| Cost | 13380 |
| Alternative 19 | |
|---|---|
| Accuracy | 35.8% |
| Cost | 13120 |
| Alternative 20 | |
|---|---|
| Accuracy | 34.9% |
| Cost | 64 |
herbie shell --seed 2023140
(FPCore (x y z t)
:name "Main:z from "
:precision binary64
:herbie-target
(+ (+ (+ (/ 1.0 (+ (sqrt (+ x 1.0)) (sqrt x))) (/ 1.0 (+ (sqrt (+ y 1.0)) (sqrt y)))) (/ 1.0 (+ (sqrt (+ z 1.0)) (sqrt z)))) (- (sqrt (+ t 1.0)) (sqrt t)))
(+ (+ (+ (- (sqrt (+ x 1.0)) (sqrt x)) (- (sqrt (+ y 1.0)) (sqrt y))) (- (sqrt (+ z 1.0)) (sqrt z))) (- (sqrt (+ t 1.0)) (sqrt t))))