| Alternative 1 | |
|---|---|
| Error | 7.2 |
| Cost | 11212 |
(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) (* (* (* z 4.0) t) a)) b) (* z c)))
(t_2
(+
(/ b (* z c))
(fma 9.0 (/ y (/ (* z c) x)) (* -4.0 (/ t (/ c a)))))))
(if (<= t_1 (- INFINITY))
t_2
(if (<= t_1 -5e-99)
t_1
(if (<= t_1 1e-120)
(/ (+ (* a (* t -4.0)) (/ (fma x (* 9.0 y) b) z)) c)
(if (<= t_1 5e+306) t_1 t_2))))))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) - (((z * 4.0) * t) * a)) + b) / (z * c);
double t_2 = (b / (z * c)) + fma(9.0, (y / ((z * c) / x)), (-4.0 * (t / (c / a))));
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = t_2;
} else if (t_1 <= -5e-99) {
tmp = t_1;
} else if (t_1 <= 1e-120) {
tmp = ((a * (t * -4.0)) + (fma(x, (9.0 * y), b) / z)) / c;
} else if (t_1 <= 5e+306) {
tmp = t_1;
} else {
tmp = t_2;
}
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(Float64(Float64(z * 4.0) * t) * a)) + b) / Float64(z * c)) t_2 = Float64(Float64(b / Float64(z * c)) + fma(9.0, Float64(y / Float64(Float64(z * c) / x)), Float64(-4.0 * Float64(t / Float64(c / a))))) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = t_2; elseif (t_1 <= -5e-99) tmp = t_1; elseif (t_1 <= 1e-120) tmp = Float64(Float64(Float64(a * Float64(t * -4.0)) + Float64(fma(x, Float64(9.0 * y), b) / z)) / c); elseif (t_1 <= 5e+306) tmp = t_1; else tmp = t_2; 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[(N[(N[(z * 4.0), $MachinePrecision] * t), $MachinePrecision] * a), $MachinePrecision]), $MachinePrecision] + b), $MachinePrecision] / N[(z * c), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[(b / N[(z * c), $MachinePrecision]), $MachinePrecision] + N[(9.0 * N[(y / N[(N[(z * c), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision] + N[(-4.0 * N[(t / N[(c / a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], t$95$2, If[LessEqual[t$95$1, -5e-99], t$95$1, If[LessEqual[t$95$1, 1e-120], N[(N[(N[(a * N[(t * -4.0), $MachinePrecision]), $MachinePrecision] + N[(N[(x * N[(9.0 * y), $MachinePrecision] + b), $MachinePrecision] / z), $MachinePrecision]), $MachinePrecision] / c), $MachinePrecision], If[LessEqual[t$95$1, 5e+306], t$95$1, t$95$2]]]]]]
\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 - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z \cdot c}\\
t_2 := \frac{b}{z \cdot c} + \mathsf{fma}\left(9, \frac{y}{\frac{z \cdot c}{x}}, -4 \cdot \frac{t}{\frac{c}{a}}\right)\\
\mathbf{if}\;t_1 \leq -\infty:\\
\;\;\;\;t_2\\
\mathbf{elif}\;t_1 \leq -5 \cdot 10^{-99}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq 10^{-120}:\\
\;\;\;\;\frac{a \cdot \left(t \cdot -4\right) + \frac{\mathsf{fma}\left(x, 9 \cdot y, b\right)}{z}}{c}\\
\mathbf{elif}\;t_1 \leq 5 \cdot 10^{+306}:\\
\;\;\;\;t_1\\
\mathbf{else}:\\
\;\;\;\;t_2\\
\end{array}
| Original | 20.9 |
|---|---|
| Target | 14.8 |
| Herbie | 4.3 |
if (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < -inf.0 or 4.99999999999999993e306 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) Initial program 63.7
Simplified26.1
[Start]63.7 | \[ \frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z \cdot c}
\] |
|---|---|
associate-/r* [=>]59.6 | \[ \color{blue}{\frac{\frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z}}{c}}
\] |
+-commutative [=>]59.6 | \[ \frac{\frac{\color{blue}{b + \left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right)}}{z}}{c}
\] |
associate-+r- [=>]59.6 | \[ \frac{\frac{\color{blue}{\left(b + \left(x \cdot 9\right) \cdot y\right) - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a}}{z}}{c}
\] |
div-sub [=>]59.6 | \[ \frac{\color{blue}{\frac{b + \left(x \cdot 9\right) \cdot y}{z} - \frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}}}{c}
\] |
sub-neg [=>]59.6 | \[ \frac{\color{blue}{\frac{b + \left(x \cdot 9\right) \cdot y}{z} + \left(-\frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}\right)}}{c}
\] |
+-commutative [=>]59.6 | \[ \frac{\color{blue}{\left(-\frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}}{c}
\] |
*-commutative [=>]59.6 | \[ \frac{\left(-\frac{\color{blue}{a \cdot \left(\left(z \cdot 4\right) \cdot t\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*l* [=>]59.5 | \[ \frac{\left(-\frac{a \cdot \color{blue}{\left(z \cdot \left(4 \cdot t\right)\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*r* [=>]46.3 | \[ \frac{\left(-\frac{\color{blue}{\left(a \cdot z\right) \cdot \left(4 \cdot t\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*l/ [<=]36.7 | \[ \frac{\left(-\color{blue}{\frac{a \cdot z}{z} \cdot \left(4 \cdot t\right)}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
distribute-rgt-neg-in [=>]36.7 | \[ \frac{\color{blue}{\frac{a \cdot z}{z} \cdot \left(-4 \cdot t\right)} + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-/l* [=>]26.2 | \[ \frac{\color{blue}{\frac{a}{\frac{z}{z}}} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
*-inverses [=>]26.2 | \[ \frac{\frac{a}{\color{blue}{1}} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
/-rgt-identity [=>]26.2 | \[ \frac{\color{blue}{a} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
*-commutative [=>]26.2 | \[ \frac{a \cdot \left(-\color{blue}{t \cdot 4}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
distribute-rgt-neg-in [=>]26.2 | \[ \frac{a \cdot \color{blue}{\left(t \cdot \left(-4\right)\right)} + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
metadata-eval [=>]26.2 | \[ \frac{a \cdot \left(t \cdot \color{blue}{-4}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
+-commutative [=>]26.2 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{\left(x \cdot 9\right) \cdot y + b}}{z}}{c}
\] |
associate-*l* [=>]26.1 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{x \cdot \left(9 \cdot y\right)} + b}{z}}{c}
\] |
fma-def [=>]26.1 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{\mathsf{fma}\left(x, 9 \cdot y, b\right)}}{z}}{c}
\] |
Taylor expanded in a around 0 31.4
Simplified14.1
[Start]31.4 | \[ \frac{b}{c \cdot z} + \left(-4 \cdot \frac{a \cdot t}{c} + 9 \cdot \frac{y \cdot x}{c \cdot z}\right)
\] |
|---|---|
*-commutative [=>]31.4 | \[ \frac{b}{\color{blue}{z \cdot c}} + \left(-4 \cdot \frac{a \cdot t}{c} + 9 \cdot \frac{y \cdot x}{c \cdot z}\right)
\] |
+-commutative [=>]31.4 | \[ \frac{b}{z \cdot c} + \color{blue}{\left(9 \cdot \frac{y \cdot x}{c \cdot z} + -4 \cdot \frac{a \cdot t}{c}\right)}
\] |
fma-def [=>]31.4 | \[ \frac{b}{z \cdot c} + \color{blue}{\mathsf{fma}\left(9, \frac{y \cdot x}{c \cdot z}, -4 \cdot \frac{a \cdot t}{c}\right)}
\] |
associate-/l* [=>]21.2 | \[ \frac{b}{z \cdot c} + \mathsf{fma}\left(9, \color{blue}{\frac{y}{\frac{c \cdot z}{x}}}, -4 \cdot \frac{a \cdot t}{c}\right)
\] |
*-commutative [=>]21.2 | \[ \frac{b}{z \cdot c} + \mathsf{fma}\left(9, \frac{y}{\frac{\color{blue}{z \cdot c}}{x}}, -4 \cdot \frac{a \cdot t}{c}\right)
\] |
*-commutative [=>]21.2 | \[ \frac{b}{z \cdot c} + \mathsf{fma}\left(9, \frac{y}{\frac{z \cdot c}{x}}, -4 \cdot \frac{\color{blue}{t \cdot a}}{c}\right)
\] |
associate-/l* [=>]14.1 | \[ \frac{b}{z \cdot c} + \mathsf{fma}\left(9, \frac{y}{\frac{z \cdot c}{x}}, -4 \cdot \color{blue}{\frac{t}{\frac{c}{a}}}\right)
\] |
if -inf.0 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < -4.99999999999999969e-99 or 9.99999999999999979e-121 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < 4.99999999999999993e306Initial program 0.8
if -4.99999999999999969e-99 < (/.f64 (+.f64 (-.f64 (*.f64 (*.f64 x 9) y) (*.f64 (*.f64 (*.f64 z 4) t) a)) b) (*.f64 z c)) < 9.99999999999999979e-121Initial program 20.8
Simplified0.9
[Start]20.8 | \[ \frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z \cdot c}
\] |
|---|---|
associate-/r* [=>]0.9 | \[ \color{blue}{\frac{\frac{\left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right) + b}{z}}{c}}
\] |
+-commutative [=>]0.9 | \[ \frac{\frac{\color{blue}{b + \left(\left(x \cdot 9\right) \cdot y - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a\right)}}{z}}{c}
\] |
associate-+r- [=>]0.9 | \[ \frac{\frac{\color{blue}{\left(b + \left(x \cdot 9\right) \cdot y\right) - \left(\left(z \cdot 4\right) \cdot t\right) \cdot a}}{z}}{c}
\] |
div-sub [=>]0.9 | \[ \frac{\color{blue}{\frac{b + \left(x \cdot 9\right) \cdot y}{z} - \frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}}}{c}
\] |
sub-neg [=>]0.9 | \[ \frac{\color{blue}{\frac{b + \left(x \cdot 9\right) \cdot y}{z} + \left(-\frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}\right)}}{c}
\] |
+-commutative [=>]0.9 | \[ \frac{\color{blue}{\left(-\frac{\left(\left(z \cdot 4\right) \cdot t\right) \cdot a}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}}{c}
\] |
*-commutative [=>]0.9 | \[ \frac{\left(-\frac{\color{blue}{a \cdot \left(\left(z \cdot 4\right) \cdot t\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*l* [=>]0.9 | \[ \frac{\left(-\frac{a \cdot \color{blue}{\left(z \cdot \left(4 \cdot t\right)\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*r* [=>]7.8 | \[ \frac{\left(-\frac{\color{blue}{\left(a \cdot z\right) \cdot \left(4 \cdot t\right)}}{z}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-*l/ [<=]7.8 | \[ \frac{\left(-\color{blue}{\frac{a \cdot z}{z} \cdot \left(4 \cdot t\right)}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
distribute-rgt-neg-in [=>]7.8 | \[ \frac{\color{blue}{\frac{a \cdot z}{z} \cdot \left(-4 \cdot t\right)} + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
associate-/l* [=>]0.8 | \[ \frac{\color{blue}{\frac{a}{\frac{z}{z}}} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
*-inverses [=>]0.8 | \[ \frac{\frac{a}{\color{blue}{1}} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
/-rgt-identity [=>]0.8 | \[ \frac{\color{blue}{a} \cdot \left(-4 \cdot t\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
*-commutative [=>]0.8 | \[ \frac{a \cdot \left(-\color{blue}{t \cdot 4}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
distribute-rgt-neg-in [=>]0.8 | \[ \frac{a \cdot \color{blue}{\left(t \cdot \left(-4\right)\right)} + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
metadata-eval [=>]0.8 | \[ \frac{a \cdot \left(t \cdot \color{blue}{-4}\right) + \frac{b + \left(x \cdot 9\right) \cdot y}{z}}{c}
\] |
+-commutative [=>]0.8 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{\left(x \cdot 9\right) \cdot y + b}}{z}}{c}
\] |
associate-*l* [=>]0.9 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{x \cdot \left(9 \cdot y\right)} + b}{z}}{c}
\] |
fma-def [=>]0.9 | \[ \frac{a \cdot \left(t \cdot -4\right) + \frac{\color{blue}{\mathsf{fma}\left(x, 9 \cdot y, b\right)}}{z}}{c}
\] |
Final simplification4.3
| Alternative 1 | |
|---|---|
| Error | 7.2 |
| Cost | 11212 |
| Alternative 2 | |
|---|---|
| Error | 8.3 |
| Cost | 6352 |
| Alternative 3 | |
|---|---|
| Error | 7.1 |
| Cost | 6352 |
| Alternative 4 | |
|---|---|
| Error | 7.1 |
| Cost | 6352 |
| Alternative 5 | |
|---|---|
| Error | 25.1 |
| Cost | 2416 |
| Alternative 6 | |
|---|---|
| Error | 23.9 |
| Cost | 2020 |
| Alternative 7 | |
|---|---|
| Error | 20.5 |
| Cost | 1876 |
| Alternative 8 | |
|---|---|
| Error | 36.0 |
| Cost | 1772 |
| Alternative 9 | |
|---|---|
| Error | 35.9 |
| Cost | 1772 |
| Alternative 10 | |
|---|---|
| Error | 37.2 |
| Cost | 1764 |
| Alternative 11 | |
|---|---|
| Error | 37.4 |
| Cost | 1764 |
| Alternative 12 | |
|---|---|
| Error | 37.2 |
| Cost | 1764 |
| Alternative 13 | |
|---|---|
| Error | 32.0 |
| Cost | 1496 |
| Alternative 14 | |
|---|---|
| Error | 19.4 |
| Cost | 969 |
| Alternative 15 | |
|---|---|
| Error | 34.5 |
| Cost | 712 |
| Alternative 16 | |
|---|---|
| Error | 34.5 |
| Cost | 712 |
| Alternative 17 | |
|---|---|
| Error | 34.7 |
| Cost | 712 |
| Alternative 18 | |
|---|---|
| Error | 34.5 |
| Cost | 712 |
| Alternative 19 | |
|---|---|
| Error | 34.5 |
| Cost | 712 |
| Alternative 20 | |
|---|---|
| Error | 43.9 |
| Cost | 452 |
| Alternative 21 | |
|---|---|
| Error | 43.2 |
| Cost | 452 |
| Alternative 22 | |
|---|---|
| Error | 44.1 |
| Cost | 320 |
herbie shell --seed 2022356
(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)))