| Alternative 1 | |
|---|---|
| Accuracy | 93.7% |
| Cost | 27208 |

(FPCore (x y z t a b c i j k) :precision binary64 (- (- (+ (- (* (* (* (* x 18.0) y) z) t) (* (* a 4.0) t)) (* b c)) (* (* x 4.0) i)) (* (* j 27.0) k)))
(FPCore (x y z t a b c i j k)
:precision binary64
(let* ((t_1 (fma x (* 18.0 (* y z)) (* -4.0 a))))
(if (<= t -4e-39)
(fma j (* k -27.0) (fma x (* i -4.0) (fma t t_1 (* b c))))
(if (<= t 1e-84)
(-
(-
(+ (* b c) (* x (- (* 18.0 (* y (* t z))) (* i 4.0))))
(* 4.0 (* t a)))
(* k (* j 27.0)))
(fma t t_1 (fma b c (fma x (* i -4.0) (* k (* j -27.0)))))))))double code(double x, double y, double z, double t, double a, double b, double c, double i, double j, double k) {
return (((((((x * 18.0) * y) * z) * t) - ((a * 4.0) * t)) + (b * c)) - ((x * 4.0) * i)) - ((j * 27.0) * k);
}
double code(double x, double y, double z, double t, double a, double b, double c, double i, double j, double k) {
double t_1 = fma(x, (18.0 * (y * z)), (-4.0 * a));
double tmp;
if (t <= -4e-39) {
tmp = fma(j, (k * -27.0), fma(x, (i * -4.0), fma(t, t_1, (b * c))));
} else if (t <= 1e-84) {
tmp = (((b * c) + (x * ((18.0 * (y * (t * z))) - (i * 4.0)))) - (4.0 * (t * a))) - (k * (j * 27.0));
} else {
tmp = fma(t, t_1, fma(b, c, fma(x, (i * -4.0), (k * (j * -27.0)))));
}
return tmp;
}
function code(x, y, z, t, a, b, c, i, j, k) return Float64(Float64(Float64(Float64(Float64(Float64(Float64(Float64(x * 18.0) * y) * z) * t) - Float64(Float64(a * 4.0) * t)) + Float64(b * c)) - Float64(Float64(x * 4.0) * i)) - Float64(Float64(j * 27.0) * k)) end
function code(x, y, z, t, a, b, c, i, j, k) t_1 = fma(x, Float64(18.0 * Float64(y * z)), Float64(-4.0 * a)) tmp = 0.0 if (t <= -4e-39) tmp = fma(j, Float64(k * -27.0), fma(x, Float64(i * -4.0), fma(t, t_1, Float64(b * c)))); elseif (t <= 1e-84) tmp = Float64(Float64(Float64(Float64(b * c) + Float64(x * Float64(Float64(18.0 * Float64(y * Float64(t * z))) - Float64(i * 4.0)))) - Float64(4.0 * Float64(t * a))) - Float64(k * Float64(j * 27.0))); else tmp = fma(t, t_1, fma(b, c, fma(x, Float64(i * -4.0), Float64(k * Float64(j * -27.0))))); end return tmp end
code[x_, y_, z_, t_, a_, b_, c_, i_, j_, k_] := N[(N[(N[(N[(N[(N[(N[(N[(x * 18.0), $MachinePrecision] * y), $MachinePrecision] * z), $MachinePrecision] * t), $MachinePrecision] - N[(N[(a * 4.0), $MachinePrecision] * t), $MachinePrecision]), $MachinePrecision] + N[(b * c), $MachinePrecision]), $MachinePrecision] - N[(N[(x * 4.0), $MachinePrecision] * i), $MachinePrecision]), $MachinePrecision] - N[(N[(j * 27.0), $MachinePrecision] * k), $MachinePrecision]), $MachinePrecision]
code[x_, y_, z_, t_, a_, b_, c_, i_, j_, k_] := Block[{t$95$1 = N[(x * N[(18.0 * N[(y * z), $MachinePrecision]), $MachinePrecision] + N[(-4.0 * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t, -4e-39], N[(j * N[(k * -27.0), $MachinePrecision] + N[(x * N[(i * -4.0), $MachinePrecision] + N[(t * t$95$1 + N[(b * c), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t, 1e-84], N[(N[(N[(N[(b * c), $MachinePrecision] + N[(x * N[(N[(18.0 * N[(y * N[(t * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(i * 4.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(4.0 * N[(t * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(k * N[(j * 27.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(t * t$95$1 + N[(b * c + N[(x * N[(i * -4.0), $MachinePrecision] + N[(k * N[(j * -27.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]]]
\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k
\begin{array}{l}
t_1 := \mathsf{fma}\left(x, 18 \cdot \left(y \cdot z\right), -4 \cdot a\right)\\
\mathbf{if}\;t \leq -4 \cdot 10^{-39}:\\
\;\;\;\;\mathsf{fma}\left(j, k \cdot -27, \mathsf{fma}\left(x, i \cdot -4, \mathsf{fma}\left(t, t_1, b \cdot c\right)\right)\right)\\
\mathbf{elif}\;t \leq 10^{-84}:\\
\;\;\;\;\left(\left(b \cdot c + x \cdot \left(18 \cdot \left(y \cdot \left(t \cdot z\right)\right) - i \cdot 4\right)\right) - 4 \cdot \left(t \cdot a\right)\right) - k \cdot \left(j \cdot 27\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t, t_1, \mathsf{fma}\left(b, c, \mathsf{fma}\left(x, i \cdot -4, k \cdot \left(j \cdot -27\right)\right)\right)\right)\\
\end{array}
Herbie found 27 alternatives:
| Alternative | Accuracy | Speedup |
|---|
| Original | 85.2% |
|---|---|
| Target | 89.3% |
| Herbie | 93.7% |
if t < -3.99999999999999972e-39Initial program 91.0%
Simplified94.9%
[Start]91.0% | \[ \left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k
\] |
|---|---|
sub-neg [=>]91.0% | \[ \color{blue}{\left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) + \left(-\left(j \cdot 27\right) \cdot k\right)}
\] |
+-commutative [=>]91.0% | \[ \color{blue}{\left(-\left(j \cdot 27\right) \cdot k\right) + \left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right)}
\] |
associate-*l* [=>]90.9% | \[ \left(-\color{blue}{j \cdot \left(27 \cdot k\right)}\right) + \left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right)
\] |
distribute-rgt-neg-in [=>]90.9% | \[ \color{blue}{j \cdot \left(-27 \cdot k\right)} + \left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right)
\] |
fma-def [=>]90.9% | \[ \color{blue}{\mathsf{fma}\left(j, -27 \cdot k, \left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right)}
\] |
*-commutative [=>]90.9% | \[ \mathsf{fma}\left(j, -\color{blue}{k \cdot 27}, \left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right)
\] |
distribute-rgt-neg-in [=>]90.9% | \[ \mathsf{fma}\left(j, \color{blue}{k \cdot \left(-27\right)}, \left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right)
\] |
metadata-eval [=>]90.9% | \[ \mathsf{fma}\left(j, k \cdot \color{blue}{-27}, \left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right)
\] |
sub-neg [=>]90.9% | \[ \mathsf{fma}\left(j, k \cdot -27, \color{blue}{\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) + \left(-\left(x \cdot 4\right) \cdot i\right)}\right)
\] |
+-commutative [=>]90.9% | \[ \mathsf{fma}\left(j, k \cdot -27, \color{blue}{\left(-\left(x \cdot 4\right) \cdot i\right) + \left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right)}\right)
\] |
associate-*l* [=>]90.9% | \[ \mathsf{fma}\left(j, k \cdot -27, \left(-\color{blue}{x \cdot \left(4 \cdot i\right)}\right) + \left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right)\right)
\] |
distribute-rgt-neg-in [=>]90.9% | \[ \mathsf{fma}\left(j, k \cdot -27, \color{blue}{x \cdot \left(-4 \cdot i\right)} + \left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right)\right)
\] |
if -3.99999999999999972e-39 < t < 1e-84Initial program 85.1%
Taylor expanded in x around 0 93.7%
if 1e-84 < t Initial program 82.8%
Simplified91.4%
[Start]82.8% | \[ \left(\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(x \cdot 4\right) \cdot i\right) - \left(j \cdot 27\right) \cdot k
\] |
|---|---|
associate--l- [=>]82.8% | \[ \color{blue}{\left(\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + b \cdot c\right) - \left(\left(x \cdot 4\right) \cdot i + \left(j \cdot 27\right) \cdot k\right)}
\] |
associate--l+ [=>]82.8% | \[ \color{blue}{\left(\left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z\right) \cdot t - \left(a \cdot 4\right) \cdot t\right) + \left(b \cdot c - \left(\left(x \cdot 4\right) \cdot i + \left(j \cdot 27\right) \cdot k\right)\right)}
\] |
distribute-rgt-out-- [=>]85.3% | \[ \color{blue}{t \cdot \left(\left(\left(x \cdot 18\right) \cdot y\right) \cdot z - a \cdot 4\right)} + \left(b \cdot c - \left(\left(x \cdot 4\right) \cdot i + \left(j \cdot 27\right) \cdot k\right)\right)
\] |
fma-def [=>]87.8% | \[ \color{blue}{\mathsf{fma}\left(t, \left(\left(x \cdot 18\right) \cdot y\right) \cdot z - a \cdot 4, b \cdot c - \left(\left(x \cdot 4\right) \cdot i + \left(j \cdot 27\right) \cdot k\right)\right)}
\] |
associate-*l* [=>]87.7% | \[ \mathsf{fma}\left(t, \color{blue}{\left(x \cdot 18\right) \cdot \left(y \cdot z\right)} - a \cdot 4, b \cdot c - \left(\left(x \cdot 4\right) \cdot i + \left(j \cdot 27\right) \cdot k\right)\right)
\] |
associate-*l* [=>]89.0% | \[ \mathsf{fma}\left(t, \color{blue}{x \cdot \left(18 \cdot \left(y \cdot z\right)\right)} - a \cdot 4, b \cdot c - \left(\left(x \cdot 4\right) \cdot i + \left(j \cdot 27\right) \cdot k\right)\right)
\] |
fma-neg [=>]89.0% | \[ \mathsf{fma}\left(t, \color{blue}{\mathsf{fma}\left(x, 18 \cdot \left(y \cdot z\right), -a \cdot 4\right)}, b \cdot c - \left(\left(x \cdot 4\right) \cdot i + \left(j \cdot 27\right) \cdot k\right)\right)
\] |
distribute-rgt-neg-in [=>]89.0% | \[ \mathsf{fma}\left(t, \mathsf{fma}\left(x, 18 \cdot \left(y \cdot z\right), \color{blue}{a \cdot \left(-4\right)}\right), b \cdot c - \left(\left(x \cdot 4\right) \cdot i + \left(j \cdot 27\right) \cdot k\right)\right)
\] |
metadata-eval [=>]89.0% | \[ \mathsf{fma}\left(t, \mathsf{fma}\left(x, 18 \cdot \left(y \cdot z\right), a \cdot \color{blue}{-4}\right), b \cdot c - \left(\left(x \cdot 4\right) \cdot i + \left(j \cdot 27\right) \cdot k\right)\right)
\] |
fma-neg [=>]90.2% | \[ \mathsf{fma}\left(t, \mathsf{fma}\left(x, 18 \cdot \left(y \cdot z\right), a \cdot -4\right), \color{blue}{\mathsf{fma}\left(b, c, -\left(\left(x \cdot 4\right) \cdot i + \left(j \cdot 27\right) \cdot k\right)\right)}\right)
\] |
distribute-neg-in [=>]90.2% | \[ \mathsf{fma}\left(t, \mathsf{fma}\left(x, 18 \cdot \left(y \cdot z\right), a \cdot -4\right), \mathsf{fma}\left(b, c, \color{blue}{\left(-\left(x \cdot 4\right) \cdot i\right) + \left(-\left(j \cdot 27\right) \cdot k\right)}\right)\right)
\] |
associate-*l* [=>]90.2% | \[ \mathsf{fma}\left(t, \mathsf{fma}\left(x, 18 \cdot \left(y \cdot z\right), a \cdot -4\right), \mathsf{fma}\left(b, c, \left(-\color{blue}{x \cdot \left(4 \cdot i\right)}\right) + \left(-\left(j \cdot 27\right) \cdot k\right)\right)\right)
\] |
distribute-rgt-neg-in [=>]90.2% | \[ \mathsf{fma}\left(t, \mathsf{fma}\left(x, 18 \cdot \left(y \cdot z\right), a \cdot -4\right), \mathsf{fma}\left(b, c, \color{blue}{x \cdot \left(-4 \cdot i\right)} + \left(-\left(j \cdot 27\right) \cdot k\right)\right)\right)
\] |
fma-def [=>]91.4% | \[ \mathsf{fma}\left(t, \mathsf{fma}\left(x, 18 \cdot \left(y \cdot z\right), a \cdot -4\right), \mathsf{fma}\left(b, c, \color{blue}{\mathsf{fma}\left(x, -4 \cdot i, -\left(j \cdot 27\right) \cdot k\right)}\right)\right)
\] |
Final simplification93.4%
| Alternative 1 | |
|---|---|
| Accuracy | 93.7% |
| Cost | 27208 |
| Alternative 2 | |
|---|---|
| Accuracy | 94.7% |
| Cost | 27209 |
| Alternative 3 | |
|---|---|
| Accuracy | 92.1% |
| Cost | 4036 |
| Alternative 4 | |
|---|---|
| Accuracy | 90.8% |
| Cost | 2120 |
| Alternative 5 | |
|---|---|
| Accuracy | 84.6% |
| Cost | 2116 |
| Alternative 6 | |
|---|---|
| Accuracy | 62.3% |
| Cost | 1756 |
| Alternative 7 | |
|---|---|
| Accuracy | 74.6% |
| Cost | 1744 |
| Alternative 8 | |
|---|---|
| Accuracy | 85.6% |
| Cost | 1737 |
| Alternative 9 | |
|---|---|
| Accuracy | 82.4% |
| Cost | 1736 |
| Alternative 10 | |
|---|---|
| Accuracy | 61.4% |
| Cost | 1624 |
| Alternative 11 | |
|---|---|
| Accuracy | 51.2% |
| Cost | 1492 |
| Alternative 12 | |
|---|---|
| Accuracy | 71.6% |
| Cost | 1490 |
| Alternative 13 | |
|---|---|
| Accuracy | 76.3% |
| Cost | 1481 |
| Alternative 14 | |
|---|---|
| Accuracy | 79.7% |
| Cost | 1481 |
| Alternative 15 | |
|---|---|
| Accuracy | 33.1% |
| Cost | 1368 |
| Alternative 16 | |
|---|---|
| Accuracy | 33.0% |
| Cost | 1368 |
| Alternative 17 | |
|---|---|
| Accuracy | 33.0% |
| Cost | 1368 |
| Alternative 18 | |
|---|---|
| Accuracy | 44.3% |
| Cost | 1368 |
| Alternative 19 | |
|---|---|
| Accuracy | 72.9% |
| Cost | 1356 |
| Alternative 20 | |
|---|---|
| Accuracy | 47.9% |
| Cost | 1236 |
| Alternative 21 | |
|---|---|
| Accuracy | 32.4% |
| Cost | 1104 |
| Alternative 22 | |
|---|---|
| Accuracy | 51.0% |
| Cost | 1097 |
| Alternative 23 | |
|---|---|
| Accuracy | 47.8% |
| Cost | 972 |
| Alternative 24 | |
|---|---|
| Accuracy | 32.3% |
| Cost | 850 |
| Alternative 25 | |
|---|---|
| Accuracy | 31.2% |
| Cost | 716 |
| Alternative 26 | |
|---|---|
| Accuracy | 31.7% |
| Cost | 585 |
| Alternative 27 | |
|---|---|
| Accuracy | 23.4% |
| Cost | 192 |
herbie shell --seed 2023165
(FPCore (x y z t a b c i j k)
:name "Diagrams.Solve.Polynomial:cubForm from diagrams-solve-0.1, E"
:precision binary64
:herbie-target
(if (< t -1.6210815397541398e-69) (- (- (* (* 18.0 t) (* (* x y) z)) (* (+ (* a t) (* i x)) 4.0)) (- (* (* k j) 27.0) (* c b))) (if (< t 165.68027943805222) (+ (- (* (* 18.0 y) (* x (* z t))) (* (+ (* a t) (* i x)) 4.0)) (- (* c b) (* 27.0 (* k j)))) (- (- (* (* 18.0 t) (* (* x y) z)) (* (+ (* a t) (* i x)) 4.0)) (- (* (* k j) 27.0) (* c b)))))
(- (- (+ (- (* (* (* (* x 18.0) y) z) t) (* (* a 4.0) t)) (* b c)) (* (* x 4.0) i)) (* (* j 27.0) k)))