| Alternative 1 | |
|---|---|
| Error | 7.7 |
| Cost | 6354 |
(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 (/ (+ (+ (* (* x 9.0) y) (* a (* t (* z -4.0)))) b) (* z c)))
(t_2 (* a (* t -4.0)))
(t_3 (/ (+ t_2 (/ (+ b (* x (* 9.0 y))) z)) c)))
(if (<= t_1 (- INFINITY))
t_3
(if (<= t_1 -4e+14)
t_1
(if (<= t_1 5e+52)
(/ (+ t_2 (/ (fma x (* 9.0 y) b) z)) c)
(if (<= t_1 1e+305) t_1 t_3))))))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 = ((((x * 9.0) * y) + (a * (t * (z * -4.0)))) + b) / (z * c);
double t_2 = a * (t * -4.0);
double t_3 = (t_2 + ((b + (x * (9.0 * y))) / z)) / c;
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = t_3;
} else if (t_1 <= -4e+14) {
tmp = t_1;
} else if (t_1 <= 5e+52) {
tmp = (t_2 + (fma(x, (9.0 * y), b) / z)) / c;
} else if (t_1 <= 1e+305) {
tmp = t_1;
} else {
tmp = t_3;
}
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(Float64(x * 9.0) * y) + Float64(a * Float64(t * Float64(z * -4.0)))) + b) / Float64(z * c)) t_2 = Float64(a * Float64(t * -4.0)) t_3 = Float64(Float64(t_2 + Float64(Float64(b + Float64(x * Float64(9.0 * y))) / z)) / c) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = t_3; elseif (t_1 <= -4e+14) tmp = t_1; elseif (t_1 <= 5e+52) tmp = Float64(Float64(t_2 + Float64(fma(x, Float64(9.0 * y), b) / z)) / c); elseif (t_1 <= 1e+305) tmp = t_1; else tmp = t_3; end return 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[(N[(x * 9.0), $MachinePrecision] * y), $MachinePrecision] + N[(a * N[(t * N[(z * -4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision] / N[(z * c), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(a * N[(t * -4.0), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(N[(t$95$2 + N[(N[(b + N[(x * N[(9.0 * y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / z), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], t$95$3, If[LessEqual[t$95$1, -4e+14], t$95$1, If[LessEqual[t$95$1, 5e+52], N[(N[(t$95$2 + N[(N[(x * N[(9.0 * y), $MachinePrecision] + b), $MachinePrecision] / z), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision], If[LessEqual[t$95$1, 1e+305], t$95$1, t$95$3]]]]]]]
\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(\left(x \cdot 9\right) \cdot y + a \cdot \left(t \cdot \left(z \cdot -4\right)\right)\right) + b}{z \cdot c}\\
t_2 := a \cdot \left(t \cdot -4\right)\\
t_3 := \frac{t_2 + \frac{b + x \cdot \left(9 \cdot y\right)}{z}}{c}\\
\mathbf{if}\;t_1 \leq -\infty:\\
\;\;\;\;t_3\\
\mathbf{elif}\;t_1 \leq -4 \cdot 10^{+14}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq 5 \cdot 10^{+52}:\\
\;\;\;\;\frac{t_2 + \frac{\mathsf{fma}\left(x, 9 \cdot y, b\right)}{z}}{c}\\
\mathbf{elif}\;t_1 \leq 10^{+305}:\\
\;\;\;\;t_1\\
\mathbf{else}:\\
\;\;\;\;t_3\\
\end{array}
| Original | 20.7 |
|---|---|
| Target | 14.6 |
| Herbie | 7.7 |
if (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < -inf.0 or 9.9999999999999994e304 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) Initial program 63.6
Simplified27.8
[Start]63.6 | \[ \frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z \cdot c}
\] |
|---|---|
associate-/r* [=>]59.9 | \[ \color{blue}{\frac{\frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z}}{c}}
\] |
+-commutative [=>]59.9 | \[ \frac{\frac{\color{blue}{b + \left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right)}}{z}}{c}
\] |
associate-+r- [=>]59.9 | \[ \frac{\frac{\color{blue}{\left(b + \left(x \cdot 9\right) \cdot y\right) - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a}}{z}}{c}
\] |
div-sub [=>]59.9 | \[ \frac{\color{blue}{\frac{b + \left(x \cdot 9\right) \cdot y}{z} - \frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}}}{c}
\] |
sub-neg [=>]59.9 | \[ \frac{\color{blue}{\frac{b + \left(x \cdot 9\right) \cdot y}{z} + \left(-\frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}\right)}}{c}
\] |
+-commutative [=>]59.9 | \[ \frac{\color{blue}{\left(-\frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}}{c}
\] |
*-commutative [=>]59.9 | \[ \frac{\left(-\frac{\color{blue}{a \cdot \left(\left(z \cdot 4\right) \cdot t\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*l* [=>]59.7 | \[ \frac{\left(-\frac{a \cdot \color{blue}{\left(z \cdot \left(4 \cdot t\right)\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*r* [=>]47.4 | \[ \frac{\left(-\frac{\color{blue}{\left(a \cdot z\right) \cdot \left(4 \cdot t\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*l/ [<=]38.3 | \[ \frac{\left(-\color{blue}{\frac{a \cdot z}{z} \cdot \left(4 \cdot t\right)}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
distribute-rgt-neg-in [=>]38.3 | \[ \frac{\color{blue}{\frac{a \cdot z}{z} \cdot \left(-4 \cdot t\right)} + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-/l* [=>]27.8 | \[ \frac{\color{blue}{\frac{a}{\frac{z}{z}}} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
*-inverses [=>]27.8 | \[ \frac{\frac{a}{\color{blue}{1}} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
/-rgt-identity [=>]27.8 | \[ \frac{\color{blue}{a} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
*-commutative [=>]27.8 | \[ \frac{a \cdot \left(-\color{blue}{t \cdot 4}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
distribute-rgt-neg-in [=>]27.8 | \[ \frac{a \cdot \color{blue}{\left(t \cdot \left(-4\right)\right)} + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
metadata-eval [=>]27.8 | \[ \frac{a \cdot \left(t \cdot \color{blue}{-4}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
+-commutative [=>]27.8 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{\left(x \cdot 9\right) \cdot y + b}}{z}}{c}
\] |
associate-*l* [=>]27.8 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{x \cdot \left(9 \cdot y\right)} + b}{z}}{c}
\] |
fma-def [=>]27.8 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{\mathsf{fma}\left(x, 9 \cdot y, b\right)}}{z}}{c}
\] |
Applied egg-rr27.8
if -inf.0 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < -4e14 or 5e52 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < 9.9999999999999994e304Initial program 0.6
if -4e14 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < 5e52Initial program 12.3
Simplified1.2
[Start]12.3 | \[ \frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z \cdot c}
\] |
|---|---|
associate-/r* [=>]1.4 | \[ \color{blue}{\frac{\frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z}}{c}}
\] |
+-commutative [=>]1.4 | \[ \frac{\frac{\color{blue}{b + \left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right)}}{z}}{c}
\] |
associate-+r- [=>]1.4 | \[ \frac{\frac{\color{blue}{\left(b + \left(x \cdot 9\right) \cdot y\right) - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a}}{z}}{c}
\] |
div-sub [=>]1.4 | \[ \frac{\color{blue}{\frac{b + \left(x \cdot 9\right) \cdot y}{z} - \frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}}}{c}
\] |
sub-neg [=>]1.4 | \[ \frac{\color{blue}{\frac{b + \left(x \cdot 9\right) \cdot y}{z} + \left(-\frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}\right)}}{c}
\] |
+-commutative [=>]1.4 | \[ \frac{\color{blue}{\left(-\frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}}{c}
\] |
*-commutative [=>]1.4 | \[ \frac{\left(-\frac{\color{blue}{a \cdot \left(\left(z \cdot 4\right) \cdot t\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*l* [=>]1.4 | \[ \frac{\left(-\frac{a \cdot \color{blue}{\left(z \cdot \left(4 \cdot t\right)\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*r* [=>]6.3 | \[ \frac{\left(-\frac{\color{blue}{\left(a \cdot z\right) \cdot \left(4 \cdot t\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*l/ [<=]6.3 | \[ \frac{\left(-\color{blue}{\frac{a \cdot z}{z} \cdot \left(4 \cdot t\right)}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
distribute-rgt-neg-in [=>]6.3 | \[ \frac{\color{blue}{\frac{a \cdot z}{z} \cdot \left(-4 \cdot t\right)} + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-/l* [=>]1.2 | \[ \frac{\color{blue}{\frac{a}{\frac{z}{z}}} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
*-inverses [=>]1.2 | \[ \frac{\frac{a}{\color{blue}{1}} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
/-rgt-identity [=>]1.2 | \[ \frac{\color{blue}{a} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
*-commutative [=>]1.2 | \[ \frac{a \cdot \left(-\color{blue}{t \cdot 4}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
distribute-rgt-neg-in [=>]1.2 | \[ \frac{a \cdot \color{blue}{\left(t \cdot \left(-4\right)\right)} + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
metadata-eval [=>]1.2 | \[ \frac{a \cdot \left(t \cdot \color{blue}{-4}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
+-commutative [=>]1.2 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{\left(x \cdot 9\right) \cdot y + b}}{z}}{c}
\] |
associate-*l* [=>]1.2 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{x \cdot \left(9 \cdot y\right)} + b}{z}}{c}
\] |
fma-def [=>]1.2 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{\mathsf{fma}\left(x, 9 \cdot y, b\right)}}{z}}{c}
\] |
Final simplification7.7
| Alternative 1 | |
|---|---|
| Error | 7.7 |
| Cost | 6354 |
| Alternative 2 | |
|---|---|
| Error | 14.1 |
| Cost | 1616 |
| Alternative 3 | |
|---|---|
| Error | 25.9 |
| Cost | 1492 |
| Alternative 4 | |
|---|---|
| Error | 14.6 |
| Cost | 1484 |
| Alternative 5 | |
|---|---|
| Error | 9.7 |
| Cost | 1481 |
| Alternative 6 | |
|---|---|
| Error | 35.6 |
| Cost | 1372 |
| Alternative 7 | |
|---|---|
| Error | 21.9 |
| Cost | 1364 |
| Alternative 8 | |
|---|---|
| Error | 19.7 |
| Cost | 1233 |
| Alternative 9 | |
|---|---|
| Error | 35.2 |
| Cost | 976 |
| Alternative 10 | |
|---|---|
| Error | 35.2 |
| Cost | 976 |
| Alternative 11 | |
|---|---|
| Error | 27.0 |
| Cost | 976 |
| Alternative 12 | |
|---|---|
| Error | 34.1 |
| Cost | 713 |
| Alternative 13 | |
|---|---|
| Error | 34.2 |
| Cost | 712 |
| Alternative 14 | |
|---|---|
| Error | 43.5 |
| Cost | 320 |
herbie shell --seed 2022364
(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)))