| Alternative 1 | |
|---|---|
| Accuracy | 50.5% |
| Cost | 2289 |
(FPCore (x y z t a b c) :precision binary64 (/ (+ (- (* (* x 9.0) y) (* (* (* z 4.0) t) a)) b) (* z c)))
(FPCore (x y z t a b c)
:precision binary64
(let* ((t_1 (/ (+ (- (* y (* x 9.0)) (* (* (* z 4.0) t) a)) b) (* z c))))
(if (<= t_1 (- INFINITY))
(/ y (* (/ c x) (/ z 9.0)))
(if (<= t_1 -1e+21)
t_1
(if (<= t_1 5e-183)
(/ (+ (* a (* t -4.0)) (/ (+ b (* x (* 9.0 y))) z)) c)
(if (<= t_1 5e+303) t_1 (* -4.0 (/ a (/ c t)))))))))double code(double x, double y, double z, double t, double a, double b, double c) {
return ((((x * 9.0) * y) - (((z * 4.0) * t) * a)) + b) / (z * c);
}
double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (((y * (x * 9.0)) - (((z * 4.0) * t) * a)) + b) / (z * c);
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = y / ((c / x) * (z / 9.0));
} else if (t_1 <= -1e+21) {
tmp = t_1;
} else if (t_1 <= 5e-183) {
tmp = ((a * (t * -4.0)) + ((b + (x * (9.0 * y))) / z)) / c;
} else if (t_1 <= 5e+303) {
tmp = t_1;
} else {
tmp = -4.0 * (a / (c / t));
}
return tmp;
}
public static double code(double x, double y, double z, double t, double a, double b, double c) {
return ((((x * 9.0) * y) - (((z * 4.0) * t) * a)) + b) / (z * c);
}
public static double code(double x, double y, double z, double t, double a, double b, double c) {
double t_1 = (((y * (x * 9.0)) - (((z * 4.0) * t) * a)) + b) / (z * c);
double tmp;
if (t_1 <= -Double.POSITIVE_INFINITY) {
tmp = y / ((c / x) * (z / 9.0));
} else if (t_1 <= -1e+21) {
tmp = t_1;
} else if (t_1 <= 5e-183) {
tmp = ((a * (t * -4.0)) + ((b + (x * (9.0 * y))) / z)) / c;
} else if (t_1 <= 5e+303) {
tmp = t_1;
} else {
tmp = -4.0 * (a / (c / t));
}
return tmp;
}
def code(x, y, z, t, a, b, c): return ((((x * 9.0) * y) - (((z * 4.0) * t) * a)) + b) / (z * c)
def code(x, y, z, t, a, b, c): t_1 = (((y * (x * 9.0)) - (((z * 4.0) * t) * a)) + b) / (z * c) tmp = 0 if t_1 <= -math.inf: tmp = y / ((c / x) * (z / 9.0)) elif t_1 <= -1e+21: tmp = t_1 elif t_1 <= 5e-183: tmp = ((a * (t * -4.0)) + ((b + (x * (9.0 * y))) / z)) / c elif t_1 <= 5e+303: tmp = t_1 else: tmp = -4.0 * (a / (c / t)) return tmp
function code(x, y, z, t, a, b, c) return Float64(Float64(Float64(Float64(Float64(x * 9.0) * y) - Float64(Float64(Float64(z * 4.0) * t) * a)) + b) / Float64(z * c)) end
function code(x, y, z, t, a, b, c) t_1 = Float64(Float64(Float64(Float64(y * Float64(x * 9.0)) - Float64(Float64(Float64(z * 4.0) * t) * a)) + b) / Float64(z * c)) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(y / Float64(Float64(c / x) * Float64(z / 9.0))); elseif (t_1 <= -1e+21) tmp = t_1; elseif (t_1 <= 5e-183) tmp = Float64(Float64(Float64(a * Float64(t * -4.0)) + Float64(Float64(b + Float64(x * Float64(9.0 * y))) / z)) / c); elseif (t_1 <= 5e+303) tmp = t_1; else tmp = Float64(-4.0 * Float64(a / Float64(c / t))); end return tmp end
function tmp = code(x, y, z, t, a, b, c) tmp = ((((x * 9.0) * y) - (((z * 4.0) * t) * a)) + b) / (z * c); end
function tmp_2 = code(x, y, z, t, a, b, c) t_1 = (((y * (x * 9.0)) - (((z * 4.0) * t) * a)) + b) / (z * c); tmp = 0.0; if (t_1 <= -Inf) tmp = y / ((c / x) * (z / 9.0)); elseif (t_1 <= -1e+21) tmp = t_1; elseif (t_1 <= 5e-183) tmp = ((a * (t * -4.0)) + ((b + (x * (9.0 * y))) / z)) / c; elseif (t_1 <= 5e+303) tmp = t_1; else tmp = -4.0 * (a / (c / t)); end tmp_2 = tmp; end
code[x_, y_, z_, t_, a_, b_, c_] := N[(N[(N[(N[(N[(x * 9.0), $MachinePrecision] * y), $MachinePrecision] - N[(N[(N[(z * 4.0), $MachinePrecision] * t), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision] / N[(z * c), $MachinePrecision]), $MachinePrecision]
code[x_, y_, z_, t_, a_, b_, c_] := Block[{t$95$1 = N[(N[(N[(N[(y * N[(x * 9.0), $MachinePrecision]), $MachinePrecision] - N[(N[(N[(z * 4.0), $MachinePrecision] * t), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision] / N[(z * c), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], N[(y / N[(N[(c / x), $MachinePrecision] * N[(z / 9.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, -1e+21], t$95$1, If[LessEqual[t$95$1, 5e-183], N[(N[(N[(a * N[(t * -4.0), $MachinePrecision]), $MachinePrecision] + N[(N[(b + N[(x * N[(9.0 * y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / z), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision], If[LessEqual[t$95$1, 5e+303], t$95$1, N[(-4.0 * N[(a / N[(c / t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]]]
\frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z \cdot c}
\begin{array}{l}
t_1 := \frac{\left(y \cdot \left(x \cdot 9\right) - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z \cdot c}\\
\mathbf{if}\;t_1 \leq -\infty:\\
\;\;\;\;\frac{y}{\frac{c}{x} \cdot \frac{z}{9}}\\
\mathbf{elif}\;t_1 \leq -1 \cdot 10^{+21}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq 5 \cdot 10^{-183}:\\
\;\;\;\;\frac{a \cdot \left(t \cdot -4\right) + \frac{b + x \cdot \left(9 \cdot y\right)}{z}}{c}\\
\mathbf{elif}\;t_1 \leq 5 \cdot 10^{+303}:\\
\;\;\;\;t_1\\
\mathbf{else}:\\
\;\;\;\;-4 \cdot \frac{a}{\frac{c}{t}}\\
\end{array}
Results
| Original | 67.5% |
|---|---|
| Target | 77.1% |
| Herbie | 87.2% |
if (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < -inf.0Initial program 0.0%
Simplified24.4%
[Start]0.0 | \[ \frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z \cdot c}
\] |
|---|---|
associate-+l- [=>]0.0 | \[ \frac{\color{blue}{\left(x \cdot 9\right) \cdot y - \left(\left(\left(z \cdot 4\right) \cdot t\right) \cdot a - b\right)}}{z \cdot c}
\] |
associate-*l* [=>]0.4 | \[ \frac{\color{blue}{x \cdot \left(9 \cdot y\right)} - \left(\left(\left(z \cdot 4\right) \cdot t\right) \cdot a - b\right)}{z \cdot c}
\] |
fma-neg [=>]0.4 | \[ \frac{\color{blue}{\mathsf{fma}\left(x, 9 \cdot y, -\left(\left(\left(z \cdot 4\right) \cdot t\right) \cdot a - b\right)\right)}}{z \cdot c}
\] |
neg-sub0 [=>]0.4 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \color{blue}{0 - \left(\left(\left(z \cdot 4\right) \cdot t\right) \cdot a - b\right)}\right)}{z \cdot c}
\] |
associate-+l- [<=]0.4 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \color{blue}{\left(0 - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}\right)}{z \cdot c}
\] |
neg-sub0 [<=]0.4 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \color{blue}{\left(-\left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right)} + b\right)}{z \cdot c}
\] |
distribute-lft-neg-in [=>]0.4 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \color{blue}{\left(-\left(z \cdot 4\right) \cdot t\right) \cdot a} + b\right)}{z \cdot c}
\] |
*-commutative [=>]0.4 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \color{blue}{a \cdot \left(-\left(z \cdot 4\right) \cdot t\right)} + b\right)}{z \cdot c}
\] |
distribute-lft-neg-in [=>]0.4 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, a \cdot \color{blue}{\left(\left(-z \cdot 4\right) \cdot t\right)} + b\right)}{z \cdot c}
\] |
associate-*r* [=>]23.9 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \color{blue}{\left(a \cdot \left(-z \cdot 4\right)\right) \cdot t} + b\right)}{z \cdot c}
\] |
*-commutative [=>]23.9 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \color{blue}{t \cdot \left(a \cdot \left(-z \cdot 4\right)\right)} + b\right)}{z \cdot c}
\] |
fma-def [=>]23.9 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \color{blue}{\mathsf{fma}\left(t, a \cdot \left(-z \cdot 4\right), b\right)}\right)}{z \cdot c}
\] |
distribute-rgt-neg-in [<=]23.9 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \mathsf{fma}\left(t, \color{blue}{-a \cdot \left(z \cdot 4\right)}, b\right)\right)}{z \cdot c}
\] |
associate-*r* [=>]24.4 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \mathsf{fma}\left(t, -\color{blue}{\left(a \cdot z\right) \cdot 4}, b\right)\right)}{z \cdot c}
\] |
distribute-rgt-neg-in [=>]24.4 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \mathsf{fma}\left(t, \color{blue}{\left(a \cdot z\right) \cdot \left(-4\right)}, b\right)\right)}{z \cdot c}
\] |
*-commutative [=>]24.4 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \mathsf{fma}\left(t, \color{blue}{\left(z \cdot a\right)} \cdot \left(-4\right), b\right)\right)}{z \cdot c}
\] |
metadata-eval [=>]24.4 | \[ \frac{\mathsf{fma}\left(x, 9 \cdot y, \mathsf{fma}\left(t, \left(z \cdot a\right) \cdot \color{blue}{-4}, b\right)\right)}{z \cdot c}
\] |
Taylor expanded in x around inf 5.1%
Simplified26.2%
[Start]5.1 | \[ 9 \cdot \frac{y \cdot x}{c \cdot z}
\] |
|---|---|
*-commutative [=>]5.1 | \[ 9 \cdot \frac{\color{blue}{x \cdot y}}{c \cdot z}
\] |
times-frac [=>]26.2 | \[ 9 \cdot \color{blue}{\left(\frac{x}{c} \cdot \frac{y}{z}\right)}
\] |
Taylor expanded in x around 0 5.1%
Simplified25.9%
[Start]5.1 | \[ 9 \cdot \frac{y \cdot x}{c \cdot z}
\] |
|---|---|
*-commutative [=>]5.1 | \[ \color{blue}{\frac{y \cdot x}{c \cdot z} \cdot 9}
\] |
*-commutative [<=]5.1 | \[ \frac{\color{blue}{x \cdot y}}{c \cdot z} \cdot 9
\] |
times-frac [=>]26.2 | \[ \color{blue}{\left(\frac{x}{c} \cdot \frac{y}{z}\right)} \cdot 9
\] |
associate-*r* [<=]26.0 | \[ \color{blue}{\frac{x}{c} \cdot \left(\frac{y}{z} \cdot 9\right)}
\] |
*-commutative [<=]26.0 | \[ \frac{x}{c} \cdot \color{blue}{\left(9 \cdot \frac{y}{z}\right)}
\] |
associate-*r/ [=>]25.9 | \[ \frac{x}{c} \cdot \color{blue}{\frac{9 \cdot y}{z}}
\] |
Applied egg-rr29.0%
[Start]25.9 | \[ \frac{x}{c} \cdot \frac{9 \cdot y}{z}
\] |
|---|---|
*-commutative [=>]25.9 | \[ \color{blue}{\frac{9 \cdot y}{z} \cdot \frac{x}{c}}
\] |
clear-num [=>]25.8 | \[ \frac{9 \cdot y}{z} \cdot \color{blue}{\frac{1}{\frac{c}{x}}}
\] |
un-div-inv [=>]26.2 | \[ \color{blue}{\frac{\frac{9 \cdot y}{z}}{\frac{c}{x}}}
\] |
*-commutative [=>]26.2 | \[ \frac{\frac{\color{blue}{y \cdot 9}}{z}}{\frac{c}{x}}
\] |
associate-/l* [=>]26.4 | \[ \frac{\color{blue}{\frac{y}{\frac{z}{9}}}}{\frac{c}{x}}
\] |
associate-/l/ [=>]29.0 | \[ \color{blue}{\frac{y}{\frac{c}{x} \cdot \frac{z}{9}}}
\] |
if -inf.0 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < -1e21 or 5.0000000000000002e-183 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < 4.9999999999999997e303Initial program 98.9%
if -1e21 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < 5.0000000000000002e-183Initial program 72.8%
Simplified98.3%
[Start]72.8 | \[ \frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z \cdot c}
\] |
|---|---|
associate-/r* [=>]98.3 | \[ \color{blue}{\frac{\frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z}}{c}}
\] |
Applied egg-rr98.3%
[Start]98.3 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\mathsf{fma}\left(x, 9 \cdot y, b\right)}{z}}{c}
\] |
|---|---|
fma-udef [=>]98.3 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{x \cdot \left(9 \cdot y\right) + b}}{z}}{c}
\] |
if 4.9999999999999997e303 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) Initial program 1.9%
Taylor expanded in z around inf 53.5%
Simplified63.5%
[Start]53.5 | \[ -4 \cdot \frac{a \cdot t}{c}
\] |
|---|---|
*-commutative [=>]53.5 | \[ \color{blue}{\frac{a \cdot t}{c} \cdot -4}
\] |
associate-/l* [=>]63.5 | \[ \color{blue}{\frac{a}{\frac{c}{t}}} \cdot -4
\] |
Final simplification87.2%
| Alternative 1 | |
|---|---|
| Accuracy | 50.5% |
| Cost | 2289 |
| Alternative 2 | |
|---|---|
| Accuracy | 41.3% |
| Cost | 2160 |
| Alternative 3 | |
|---|---|
| Accuracy | 41.2% |
| Cost | 1764 |
| Alternative 4 | |
|---|---|
| Accuracy | 40.9% |
| Cost | 1764 |
| Alternative 5 | |
|---|---|
| Accuracy | 40.9% |
| Cost | 1764 |
| Alternative 6 | |
|---|---|
| Accuracy | 67.1% |
| Cost | 1752 |
| Alternative 7 | |
|---|---|
| Accuracy | 58.8% |
| Cost | 1628 |
| Alternative 8 | |
|---|---|
| Accuracy | 62.9% |
| Cost | 1628 |
| Alternative 9 | |
|---|---|
| Accuracy | 68.4% |
| Cost | 1625 |
| Alternative 10 | |
|---|---|
| Accuracy | 75.0% |
| Cost | 1616 |
| Alternative 11 | |
|---|---|
| Accuracy | 45.6% |
| Cost | 1504 |
| Alternative 12 | |
|---|---|
| Accuracy | 59.2% |
| Cost | 1496 |
| Alternative 13 | |
|---|---|
| Accuracy | 59.1% |
| Cost | 1364 |
| Alternative 14 | |
|---|---|
| Accuracy | 45.5% |
| Cost | 1240 |
| Alternative 15 | |
|---|---|
| Accuracy | 46.3% |
| Cost | 1240 |
| Alternative 16 | |
|---|---|
| Accuracy | 46.2% |
| Cost | 1240 |
| Alternative 17 | |
|---|---|
| Accuracy | 46.2% |
| Cost | 1240 |
| Alternative 18 | |
|---|---|
| Accuracy | 32.6% |
| Cost | 320 |
herbie shell --seed 2023133
(FPCore (x y z t a b c)
:name "Diagrams.Solve.Polynomial:cubForm from diagrams-solve-0.1, J"
:precision binary64
:herbie-target
(if (< (/ (+ (- (* (* x 9.0) y) (* (* (* z 4.0) t) a)) b) (* z c)) -1.100156740804105e-171) (/ (+ (- (* (* x 9.0) y) (* (* z 4.0) (* t a))) b) (* z c)) (if (< (/ (+ (- (* (* x 9.0) y) (* (* (* z 4.0) t) a)) b) (* z c)) 0.0) (/ (/ (+ (- (* (* x 9.0) y) (* (* (* z 4.0) t) a)) b) z) c) (if (< (/ (+ (- (* (* x 9.0) y) (* (* (* z 4.0) t) a)) b) (* z c)) 1.1708877911747488e-53) (/ (+ (- (* (* x 9.0) y) (* (* z 4.0) (* t a))) b) (* z c)) (if (< (/ (+ (- (* (* x 9.0) y) (* (* (* z 4.0) t) a)) b) (* z c)) 2.876823679546137e+130) (- (+ (* (* 9.0 (/ y c)) (/ x z)) (/ b (* c z))) (* 4.0 (/ (* a t) c))) (if (< (/ (+ (- (* (* x 9.0) y) (* (* (* z 4.0) t) a)) b) (* z c)) 1.3838515042456319e+158) (/ (+ (- (* (* x 9.0) y) (* (* z 4.0) (* t a))) b) (* z c)) (- (+ (* 9.0 (* (/ y (* c z)) x)) (/ b (* c z))) (* 4.0 (/ (* a t) c))))))))
(/ (+ (- (* (* x 9.0) y) (* (* (* z 4.0) t) a)) b) (* z c)))