| Alternative 1 | |
|---|---|
| Accuracy | 95.3% |
| Cost | 53312 |
(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 (+ y 1.0))))
(if (<= y 1.88e+59)
(+
(+ (sqrt (+ x 1.0)) (- (/ (+ 1.0 (- y y)) (+ t_1 (sqrt y))) (sqrt x)))
(+
(/ 1.0 (+ (sqrt (+ 1.0 t)) (sqrt t)))
(/ 1.0 (+ (sqrt (+ 1.0 z)) (sqrt z)))))
(/
(+ 1.0 (- x (pow (- (- t_1 (sqrt y)) (sqrt x)) 2.0)))
(+ (sqrt x) (+ (hypot 1.0 (sqrt x)) (- (sqrt y) t_1)))))))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((y + 1.0));
double tmp;
if (y <= 1.88e+59) {
tmp = (sqrt((x + 1.0)) + (((1.0 + (y - y)) / (t_1 + sqrt(y))) - sqrt(x))) + ((1.0 / (sqrt((1.0 + t)) + sqrt(t))) + (1.0 / (sqrt((1.0 + z)) + sqrt(z))));
} else {
tmp = (1.0 + (x - pow(((t_1 - sqrt(y)) - sqrt(x)), 2.0))) / (sqrt(x) + (hypot(1.0, sqrt(x)) + (sqrt(y) - t_1)));
}
return tmp;
}
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((y + 1.0));
double tmp;
if (y <= 1.88e+59) {
tmp = (Math.sqrt((x + 1.0)) + (((1.0 + (y - y)) / (t_1 + Math.sqrt(y))) - Math.sqrt(x))) + ((1.0 / (Math.sqrt((1.0 + t)) + Math.sqrt(t))) + (1.0 / (Math.sqrt((1.0 + z)) + Math.sqrt(z))));
} else {
tmp = (1.0 + (x - Math.pow(((t_1 - Math.sqrt(y)) - Math.sqrt(x)), 2.0))) / (Math.sqrt(x) + (Math.hypot(1.0, Math.sqrt(x)) + (Math.sqrt(y) - t_1)));
}
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((y + 1.0)) tmp = 0 if y <= 1.88e+59: tmp = (math.sqrt((x + 1.0)) + (((1.0 + (y - y)) / (t_1 + math.sqrt(y))) - math.sqrt(x))) + ((1.0 / (math.sqrt((1.0 + t)) + math.sqrt(t))) + (1.0 / (math.sqrt((1.0 + z)) + math.sqrt(z)))) else: tmp = (1.0 + (x - math.pow(((t_1 - math.sqrt(y)) - math.sqrt(x)), 2.0))) / (math.sqrt(x) + (math.hypot(1.0, math.sqrt(x)) + (math.sqrt(y) - t_1))) 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 = sqrt(Float64(y + 1.0)) tmp = 0.0 if (y <= 1.88e+59) tmp = Float64(Float64(sqrt(Float64(x + 1.0)) + Float64(Float64(Float64(1.0 + Float64(y - y)) / Float64(t_1 + sqrt(y))) - sqrt(x))) + Float64(Float64(1.0 / Float64(sqrt(Float64(1.0 + t)) + sqrt(t))) + Float64(1.0 / Float64(sqrt(Float64(1.0 + z)) + sqrt(z))))); else tmp = Float64(Float64(1.0 + Float64(x - (Float64(Float64(t_1 - sqrt(y)) - sqrt(x)) ^ 2.0))) / Float64(sqrt(x) + Float64(hypot(1.0, sqrt(x)) + Float64(sqrt(y) - t_1)))); 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((y + 1.0)); tmp = 0.0; if (y <= 1.88e+59) tmp = (sqrt((x + 1.0)) + (((1.0 + (y - y)) / (t_1 + sqrt(y))) - sqrt(x))) + ((1.0 / (sqrt((1.0 + t)) + sqrt(t))) + (1.0 / (sqrt((1.0 + z)) + sqrt(z)))); else tmp = (1.0 + (x - (((t_1 - sqrt(y)) - sqrt(x)) ^ 2.0))) / (sqrt(x) + (hypot(1.0, sqrt(x)) + (sqrt(y) - t_1))); 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[Sqrt[N[(y + 1.0), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[y, 1.88e+59], N[(N[(N[Sqrt[N[(x + 1.0), $MachinePrecision]], $MachinePrecision] + N[(N[(N[(1.0 + N[(y - y), $MachinePrecision]), $MachinePrecision] / N[(t$95$1 + N[Sqrt[y], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[Sqrt[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(1.0 / N[(N[Sqrt[N[(1.0 + t), $MachinePrecision]], $MachinePrecision] + N[Sqrt[t], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(1.0 / N[(N[Sqrt[N[(1.0 + z), $MachinePrecision]], $MachinePrecision] + N[Sqrt[z], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(1.0 + N[(x - N[Power[N[(N[(t$95$1 - N[Sqrt[y], $MachinePrecision]), $MachinePrecision] - N[Sqrt[x], $MachinePrecision]), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(N[Sqrt[x], $MachinePrecision] + N[(N[Sqrt[1.0 ^ 2 + N[Sqrt[x], $MachinePrecision] ^ 2], $MachinePrecision] + N[(N[Sqrt[y], $MachinePrecision] - t$95$1), $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{y + 1}\\
\mathbf{if}\;y \leq 1.88 \cdot 10^{+59}:\\
\;\;\;\;\left(\sqrt{x + 1} + \left(\frac{1 + \left(y - y\right)}{t_1 + \sqrt{y}} - \sqrt{x}\right)\right) + \left(\frac{1}{\sqrt{1 + t} + \sqrt{t}} + \frac{1}{\sqrt{1 + z} + \sqrt{z}}\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{1 + \left(x - {\left(\left(t_1 - \sqrt{y}\right) - \sqrt{x}\right)}^{2}\right)}{\sqrt{x} + \left(\mathsf{hypot}\left(1, \sqrt{x}\right) + \left(\sqrt{y} - t_1\right)\right)}\\
\end{array}
Results
| Original | 92.4% |
|---|---|
| Target | 99.5% |
| Herbie | 97.0% |
if y < 1.87999999999999989e59Initial program 95.9%
Simplified95.9%
[Start]95.9 | \[ \left(\left(\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\sqrt{y + 1} - \sqrt{y}\right)\right) + \left(\sqrt{z + 1} - \sqrt{z}\right)\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)
\] |
|---|---|
associate-+l+ [=>]95.9 | \[ \color{blue}{\left(\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\sqrt{y + 1} - \sqrt{y}\right)\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)}
\] |
associate-+l- [=>]95.9 | \[ \color{blue}{\left(\sqrt{x + 1} - \left(\sqrt{x} - \left(\sqrt{y + 1} - \sqrt{y}\right)\right)\right)} + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
associate--r- [=>]95.4 | \[ \left(\sqrt{x + 1} - \color{blue}{\left(\left(\sqrt{x} - \sqrt{y + 1}\right) + \sqrt{y}\right)}\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
remove-double-neg [<=]95.4 | \[ \left(\sqrt{x + 1} - \left(\left(\sqrt{x} - \sqrt{y + 1}\right) + \color{blue}{\left(-\left(-\sqrt{y}\right)\right)}\right)\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
associate-+l- [=>]95.9 | \[ \left(\sqrt{x + 1} - \color{blue}{\left(\sqrt{x} - \left(\sqrt{y + 1} - \left(-\left(-\sqrt{y}\right)\right)\right)\right)}\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
+-commutative [=>]95.9 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \left(\sqrt{\color{blue}{1 + y}} - \left(-\left(-\sqrt{y}\right)\right)\right)\right)\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
remove-double-neg [=>]95.9 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \left(\sqrt{1 + y} - \color{blue}{\sqrt{y}}\right)\right)\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
sub-neg [=>]95.9 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \left(\sqrt{1 + y} - \sqrt{y}\right)\right)\right) + \left(\color{blue}{\left(\sqrt{z + 1} + \left(-\sqrt{z}\right)\right)} + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
sub-neg [<=]95.9 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \left(\sqrt{1 + y} - \sqrt{y}\right)\right)\right) + \left(\color{blue}{\left(\sqrt{z + 1} - \sqrt{z}\right)} + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
+-commutative [=>]95.9 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \left(\sqrt{1 + y} - \sqrt{y}\right)\right)\right) + \left(\left(\sqrt{\color{blue}{1 + z}} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
Applied egg-rr96.6%
[Start]95.9 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \left(\sqrt{1 + y} - \sqrt{y}\right)\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
|---|---|
flip-- [=>]96.1 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \color{blue}{\frac{\sqrt{1 + y} \cdot \sqrt{1 + y} - \sqrt{y} \cdot \sqrt{y}}{\sqrt{1 + y} + \sqrt{y}}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
div-inv [=>]96.1 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \color{blue}{\left(\sqrt{1 + y} \cdot \sqrt{1 + y} - \sqrt{y} \cdot \sqrt{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
add-sqr-sqrt [<=]92.5 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \left(\color{blue}{\left(1 + y\right)} - \sqrt{y} \cdot \sqrt{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
+-commutative [=>]92.5 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \left(\color{blue}{\left(y + 1\right)} - \sqrt{y} \cdot \sqrt{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
add-sqr-sqrt [<=]96.6 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \left(\left(y + 1\right) - \color{blue}{y}\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
associate--l+ [=>]96.6 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \color{blue}{\left(y + \left(1 - y\right)\right)} \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
Simplified97.3%
[Start]96.6 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \left(y + \left(1 - y\right)\right) \cdot \frac{1}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
|---|---|
associate-*r/ [=>]96.6 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \color{blue}{\frac{\left(y + \left(1 - y\right)\right) \cdot 1}{\sqrt{1 + y} + \sqrt{y}}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
*-rgt-identity [=>]96.6 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{\color{blue}{y + \left(1 - y\right)}}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
associate-+r- [=>]96.6 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{\color{blue}{\left(y + 1\right) - y}}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
+-commutative [<=]96.6 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{\color{blue}{\left(1 + y\right)} - y}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
associate--l+ [=>]97.3 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{\color{blue}{1 + \left(y - y\right)}}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
Applied egg-rr97.5%
[Start]97.3 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\sqrt{1 + t} - \sqrt{t}\right)\right)
\] |
|---|---|
flip-- [=>]97.4 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \color{blue}{\frac{\sqrt{1 + t} \cdot \sqrt{1 + t} - \sqrt{t} \cdot \sqrt{t}}{\sqrt{1 + t} + \sqrt{t}}}\right)
\] |
div-inv [=>]97.4 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \color{blue}{\left(\sqrt{1 + t} \cdot \sqrt{1 + t} - \sqrt{t} \cdot \sqrt{t}\right) \cdot \frac{1}{\sqrt{1 + t} + \sqrt{t}}}\right)
\] |
add-sqr-sqrt [<=]54.2 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\color{blue}{\left(1 + t\right)} - \sqrt{t} \cdot \sqrt{t}\right) \cdot \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
add-sqr-sqrt [<=]97.5 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\left(1 + t\right) - \color{blue}{t}\right) \cdot \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
Simplified97.8%
[Start]97.5 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(\left(1 + t\right) - t\right) \cdot \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
|---|---|
*-commutative [=>]97.5 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \color{blue}{\frac{1}{\sqrt{1 + t} + \sqrt{t}} \cdot \left(\left(1 + t\right) - t\right)}\right)
\] |
associate--l+ [=>]97.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \frac{1}{\sqrt{1 + t} + \sqrt{t}} \cdot \color{blue}{\left(1 + \left(t - t\right)\right)}\right)
\] |
distribute-rgt-in [=>]97.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \color{blue}{\left(1 \cdot \frac{1}{\sqrt{1 + t} + \sqrt{t}} + \left(t - t\right) \cdot \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)}\right)
\] |
+-inverses [=>]97.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(1 \cdot \frac{1}{\sqrt{1 + t} + \sqrt{t}} + \color{blue}{0} \cdot \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)\right)
\] |
+-inverses [<=]97.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \left(1 \cdot \frac{1}{\sqrt{1 + t} + \sqrt{t}} + \color{blue}{\left(z - z\right)} \cdot \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)\right)
\] |
distribute-rgt-out [=>]97.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \color{blue}{\frac{1}{\sqrt{1 + t} + \sqrt{t}} \cdot \left(1 + \left(z - z\right)\right)}\right)
\] |
+-commutative [=>]97.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \frac{1}{\sqrt{1 + t} + \sqrt{t}} \cdot \color{blue}{\left(\left(z - z\right) + 1\right)}\right)
\] |
+-inverses [=>]97.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \frac{1}{\sqrt{1 + t} + \sqrt{t}} \cdot \left(\color{blue}{0} + 1\right)\right)
\] |
metadata-eval [=>]97.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \frac{1}{\sqrt{1 + t} + \sqrt{t}} \cdot \color{blue}{1}\right)
\] |
*-rgt-identity [=>]97.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \color{blue}{\frac{1}{\sqrt{1 + t} + \sqrt{t}}}\right)
\] |
Applied egg-rr99.3%
[Start]97.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\sqrt{1 + z} - \sqrt{z}\right) + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
|---|---|
flip-- [=>]98.0 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\color{blue}{\frac{\sqrt{1 + z} \cdot \sqrt{1 + z} - \sqrt{z} \cdot \sqrt{z}}{\sqrt{1 + z} + \sqrt{z}}} + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
div-inv [=>]98.0 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\color{blue}{\left(\sqrt{1 + z} \cdot \sqrt{1 + z} - \sqrt{z} \cdot \sqrt{z}\right) \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}}} + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
add-sqr-sqrt [<=]72.8 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\color{blue}{\left(1 + z\right)} - \sqrt{z} \cdot \sqrt{z}\right) \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
add-sqr-sqrt [<=]98.4 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\left(1 + z\right) - \color{blue}{z}\right) \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
associate--l+ [=>]99.3 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\color{blue}{\left(1 + \left(z - z\right)\right)} \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
Simplified99.3%
[Start]99.3 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(1 + \left(z - z\right)\right) \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
|---|---|
+-commutative [=>]99.3 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\color{blue}{\left(\left(z - z\right) + 1\right)} \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
+-inverses [=>]99.3 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\left(\color{blue}{0} + 1\right) \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
metadata-eval [=>]99.3 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\color{blue}{1} \cdot \frac{1}{\sqrt{1 + z} + \sqrt{z}} + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
*-lft-identity [=>]99.3 | \[ \left(\sqrt{x + 1} - \left(\sqrt{x} - \frac{1 + \left(y - y\right)}{\sqrt{1 + y} + \sqrt{y}}\right)\right) + \left(\color{blue}{\frac{1}{\sqrt{1 + z} + \sqrt{z}}} + \frac{1}{\sqrt{1 + t} + \sqrt{t}}\right)
\] |
if 1.87999999999999989e59 < y Initial program 76.6%
Simplified5.7%
[Start]76.6 | \[ \left(\left(\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\sqrt{y + 1} - \sqrt{y}\right)\right) + \left(\sqrt{z + 1} - \sqrt{z}\right)\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)
\] |
|---|---|
associate-+l+ [=>]76.6 | \[ \color{blue}{\left(\left(\sqrt{x + 1} - \sqrt{x}\right) + \left(\sqrt{y + 1} - \sqrt{y}\right)\right) + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)}
\] |
+-commutative [=>]76.6 | \[ \color{blue}{\left(\left(\sqrt{y + 1} - \sqrt{y}\right) + \left(\sqrt{x + 1} - \sqrt{x}\right)\right)} + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
associate-+r- [=>]76.6 | \[ \color{blue}{\left(\left(\left(\sqrt{y + 1} - \sqrt{y}\right) + \sqrt{x + 1}\right) - \sqrt{x}\right)} + \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)
\] |
associate-+l- [=>]76.6 | \[ \color{blue}{\left(\left(\sqrt{y + 1} - \sqrt{y}\right) + \sqrt{x + 1}\right) - \left(\sqrt{x} - \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)\right)}
\] |
+-commutative [=>]76.6 | \[ \color{blue}{\left(\sqrt{x + 1} + \left(\sqrt{y + 1} - \sqrt{y}\right)\right)} - \left(\sqrt{x} - \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)\right)
\] |
associate--l+ [=>]76.6 | \[ \color{blue}{\sqrt{x + 1} + \left(\left(\sqrt{y + 1} - \sqrt{y}\right) - \left(\sqrt{x} - \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)\right)\right)}
\] |
+-commutative [=>]76.6 | \[ \sqrt{x + 1} + \left(\left(\sqrt{\color{blue}{1 + y}} - \sqrt{y}\right) - \left(\sqrt{x} - \left(\left(\sqrt{z + 1} - \sqrt{z}\right) + \left(\sqrt{t + 1} - \sqrt{t}\right)\right)\right)\right)
\] |
Taylor expanded in t around inf 72.4%
Simplified76.6%
[Start]72.4 | \[ \sqrt{x + 1} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) - \left(\left(\sqrt{z} + \sqrt{x}\right) - \sqrt{1 + z}\right)\right)
\] |
|---|---|
+-commutative [=>]72.4 | \[ \sqrt{x + 1} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) - \left(\color{blue}{\left(\sqrt{x} + \sqrt{z}\right)} - \sqrt{1 + z}\right)\right)
\] |
associate--l+ [=>]76.6 | \[ \sqrt{x + 1} + \left(\left(\sqrt{1 + y} - \sqrt{y}\right) - \color{blue}{\left(\sqrt{x} + \left(\sqrt{z} - \sqrt{1 + z}\right)\right)}\right)
\] |
Taylor expanded in z around inf 72.3%
Simplified72.3%
[Start]72.3 | \[ \sqrt{x + 1} + \left(\sqrt{1 + y} - \left(\sqrt{x} + \sqrt{y}\right)\right)
\] |
|---|---|
+-commutative [=>]72.3 | \[ \sqrt{x + 1} + \left(\sqrt{1 + y} - \color{blue}{\left(\sqrt{y} + \sqrt{x}\right)}\right)
\] |
Applied egg-rr86.9%
[Start]72.3 | \[ \sqrt{x + 1} + \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)
\] |
|---|---|
flip-+ [=>]72.3 | \[ \color{blue}{\frac{\sqrt{x + 1} \cdot \sqrt{x + 1} - \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right) \cdot \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)}{\sqrt{x + 1} - \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)}}
\] |
add-sqr-sqrt [<=]72.3 | \[ \frac{\color{blue}{\left(x + 1\right)} - \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right) \cdot \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)}{\sqrt{x + 1} - \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)}
\] |
+-commutative [=>]72.3 | \[ \frac{\color{blue}{\left(1 + x\right)} - \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right) \cdot \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)}{\sqrt{x + 1} - \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)}
\] |
associate--l+ [=>]72.3 | \[ \frac{\color{blue}{1 + \left(x - \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right) \cdot \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)\right)}}{\sqrt{x + 1} - \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)}
\] |
pow2 [=>]72.3 | \[ \frac{1 + \left(x - \color{blue}{{\left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)}^{2}}\right)}{\sqrt{x + 1} - \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)}
\] |
associate--r+ [=>]74.7 | \[ \frac{1 + \left(x - {\color{blue}{\left(\left(\sqrt{1 + y} - \sqrt{y}\right) - \sqrt{x}\right)}}^{2}\right)}{\sqrt{x + 1} - \left(\sqrt{1 + y} - \left(\sqrt{y} + \sqrt{x}\right)\right)}
\] |
associate--r+ [=>]86.9 | \[ \frac{1 + \left(x - {\left(\left(\sqrt{1 + y} - \sqrt{y}\right) - \sqrt{x}\right)}^{2}\right)}{\sqrt{x + 1} - \color{blue}{\left(\left(\sqrt{1 + y} - \sqrt{y}\right) - \sqrt{x}\right)}}
\] |
Final simplification97.0%
| Alternative 1 | |
|---|---|
| Accuracy | 95.3% |
| Cost | 53312 |
| Alternative 2 | |
|---|---|
| Accuracy | 94.0% |
| Cost | 53184 |
| Alternative 3 | |
|---|---|
| Accuracy | 94.1% |
| Cost | 52992 |
| Alternative 4 | |
|---|---|
| Accuracy | 94.9% |
| Cost | 40132 |
| Alternative 5 | |
|---|---|
| Accuracy | 93.9% |
| Cost | 40004 |
| Alternative 6 | |
|---|---|
| Accuracy | 93.7% |
| Cost | 40004 |
| Alternative 7 | |
|---|---|
| Accuracy | 94.7% |
| Cost | 40004 |
| Alternative 8 | |
|---|---|
| Accuracy | 93.8% |
| Cost | 39876 |
| Alternative 9 | |
|---|---|
| Accuracy | 93.4% |
| Cost | 39748 |
| Alternative 10 | |
|---|---|
| Accuracy | 93.2% |
| Cost | 39620 |
| Alternative 11 | |
|---|---|
| Accuracy | 93.2% |
| Cost | 26820 |
| Alternative 12 | |
|---|---|
| Accuracy | 91.8% |
| Cost | 26692 |
| Alternative 13 | |
|---|---|
| Accuracy | 91.0% |
| Cost | 26564 |
| Alternative 14 | |
|---|---|
| Accuracy | 91.0% |
| Cost | 26564 |
| Alternative 15 | |
|---|---|
| Accuracy | 85.3% |
| Cost | 26436 |
| Alternative 16 | |
|---|---|
| Accuracy | 85.7% |
| Cost | 26432 |
| Alternative 17 | |
|---|---|
| Accuracy | 85.3% |
| Cost | 20164 |
| Alternative 18 | |
|---|---|
| Accuracy | 85.2% |
| Cost | 19908 |
| Alternative 19 | |
|---|---|
| Accuracy | 86.0% |
| Cost | 13512 |
| Alternative 20 | |
|---|---|
| Accuracy | 82.4% |
| Cost | 13380 |
| Alternative 21 | |
|---|---|
| Accuracy | 35.7% |
| Cost | 13120 |
| Alternative 22 | |
|---|---|
| Accuracy | 34.6% |
| Cost | 64 |
herbie shell --seed 2023136
(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))))