| Alternative 1 | |
|---|---|
| Accuracy | 94.2% |
| Cost | 3792 |
(FPCore (x y z t a) :precision binary64 (/ (- x (* y z)) (- t (* a z))))
(FPCore (x y z t a)
:precision binary64
(let* ((t_1 (- (* z a) t)) (t_2 (/ (- x (* y z)) (- t (* z a)))))
(if (<= t_2 (- INFINITY))
(/ y (/ t_1 z))
(if (<= t_2 -5e-320)
t_2
(if (<= t_2 0.0)
(/ (- y (/ x z)) a)
(if (<= t_2 4e+292) (- (/ (* y z) t_1) (/ x t_1)) (/ y a)))))))double code(double x, double y, double z, double t, double a) {
return (x - (y * z)) / (t - (a * z));
}
double code(double x, double y, double z, double t, double a) {
double t_1 = (z * a) - t;
double t_2 = (x - (y * z)) / (t - (z * a));
double tmp;
if (t_2 <= -((double) INFINITY)) {
tmp = y / (t_1 / z);
} else if (t_2 <= -5e-320) {
tmp = t_2;
} else if (t_2 <= 0.0) {
tmp = (y - (x / z)) / a;
} else if (t_2 <= 4e+292) {
tmp = ((y * z) / t_1) - (x / t_1);
} else {
tmp = y / a;
}
return tmp;
}
public static double code(double x, double y, double z, double t, double a) {
return (x - (y * z)) / (t - (a * z));
}
public static double code(double x, double y, double z, double t, double a) {
double t_1 = (z * a) - t;
double t_2 = (x - (y * z)) / (t - (z * a));
double tmp;
if (t_2 <= -Double.POSITIVE_INFINITY) {
tmp = y / (t_1 / z);
} else if (t_2 <= -5e-320) {
tmp = t_2;
} else if (t_2 <= 0.0) {
tmp = (y - (x / z)) / a;
} else if (t_2 <= 4e+292) {
tmp = ((y * z) / t_1) - (x / t_1);
} else {
tmp = y / a;
}
return tmp;
}
def code(x, y, z, t, a): return (x - (y * z)) / (t - (a * z))
def code(x, y, z, t, a): t_1 = (z * a) - t t_2 = (x - (y * z)) / (t - (z * a)) tmp = 0 if t_2 <= -math.inf: tmp = y / (t_1 / z) elif t_2 <= -5e-320: tmp = t_2 elif t_2 <= 0.0: tmp = (y - (x / z)) / a elif t_2 <= 4e+292: tmp = ((y * z) / t_1) - (x / t_1) else: tmp = y / a return tmp
function code(x, y, z, t, a) return Float64(Float64(x - Float64(y * z)) / Float64(t - Float64(a * z))) end
function code(x, y, z, t, a) t_1 = Float64(Float64(z * a) - t) t_2 = Float64(Float64(x - Float64(y * z)) / Float64(t - Float64(z * a))) tmp = 0.0 if (t_2 <= Float64(-Inf)) tmp = Float64(y / Float64(t_1 / z)); elseif (t_2 <= -5e-320) tmp = t_2; elseif (t_2 <= 0.0) tmp = Float64(Float64(y - Float64(x / z)) / a); elseif (t_2 <= 4e+292) tmp = Float64(Float64(Float64(y * z) / t_1) - Float64(x / t_1)); else tmp = Float64(y / a); end return tmp end
function tmp = code(x, y, z, t, a) tmp = (x - (y * z)) / (t - (a * z)); end
function tmp_2 = code(x, y, z, t, a) t_1 = (z * a) - t; t_2 = (x - (y * z)) / (t - (z * a)); tmp = 0.0; if (t_2 <= -Inf) tmp = y / (t_1 / z); elseif (t_2 <= -5e-320) tmp = t_2; elseif (t_2 <= 0.0) tmp = (y - (x / z)) / a; elseif (t_2 <= 4e+292) tmp = ((y * z) / t_1) - (x / t_1); else tmp = y / a; end tmp_2 = tmp; end
code[x_, y_, z_, t_, a_] := N[(N[(x - N[(y * z), $MachinePrecision]), $MachinePrecision] / N[(t - N[(a * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
code[x_, y_, z_, t_, a_] := Block[{t$95$1 = N[(N[(z * a), $MachinePrecision] - t), $MachinePrecision]}, Block[{t$95$2 = N[(N[(x - N[(y * z), $MachinePrecision]), $MachinePrecision] / N[(t - N[(z * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$2, (-Infinity)], N[(y / N[(t$95$1 / z), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$2, -5e-320], t$95$2, If[LessEqual[t$95$2, 0.0], N[(N[(y - N[(x / z), $MachinePrecision]), $MachinePrecision] / a), $MachinePrecision], If[LessEqual[t$95$2, 4e+292], N[(N[(N[(y * z), $MachinePrecision] / t$95$1), $MachinePrecision] - N[(x / t$95$1), $MachinePrecision]), $MachinePrecision], N[(y / a), $MachinePrecision]]]]]]]
\frac{x - y \cdot z}{t - a \cdot z}
\begin{array}{l}
t_1 := z \cdot a - t\\
t_2 := \frac{x - y \cdot z}{t - z \cdot a}\\
\mathbf{if}\;t_2 \leq -\infty:\\
\;\;\;\;\frac{y}{\frac{t_1}{z}}\\
\mathbf{elif}\;t_2 \leq -5 \cdot 10^{-320}:\\
\;\;\;\;t_2\\
\mathbf{elif}\;t_2 \leq 0:\\
\;\;\;\;\frac{y - \frac{x}{z}}{a}\\
\mathbf{elif}\;t_2 \leq 4 \cdot 10^{+292}:\\
\;\;\;\;\frac{y \cdot z}{t_1} - \frac{x}{t_1}\\
\mathbf{else}:\\
\;\;\;\;\frac{y}{a}\\
\end{array}
Results
| Original | 84.0% |
|---|---|
| Target | 97.5% |
| Herbie | 94.2% |
if (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < -inf.0Initial program 0.0%
Simplified0.0%
[Start]0.0 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]0.0 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{t - a \cdot z}
\] |
remove-double-neg [<=]0.0 | \[ \frac{\color{blue}{\left(-\left(-x\right)\right)} + \left(-y \cdot z\right)}{t - a \cdot z}
\] |
distribute-neg-in [<=]0.0 | \[ \frac{\color{blue}{-\left(\left(-x\right) + y \cdot z\right)}}{t - a \cdot z}
\] |
+-commutative [<=]0.0 | \[ \frac{-\color{blue}{\left(y \cdot z + \left(-x\right)\right)}}{t - a \cdot z}
\] |
sub-neg [<=]0.0 | \[ \frac{-\color{blue}{\left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
neg-mul-1 [=>]0.0 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
sub-neg [=>]0.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
remove-double-neg [<=]0.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{\left(-\left(-t\right)\right)} + \left(-a \cdot z\right)}
\] |
distribute-neg-in [<=]0.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-\left(\left(-t\right) + a \cdot z\right)}}
\] |
+-commutative [<=]0.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z + \left(-t\right)\right)}}
\] |
sub-neg [<=]0.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]0.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
times-frac [=>]0.0 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]0.0 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]0.0 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]0.0 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Taylor expanded in y around inf 0.0%
Simplified99.8%
[Start]0.0 | \[ \frac{y \cdot z}{a \cdot z - t}
\] |
|---|---|
associate-/l* [=>]99.8 | \[ \color{blue}{\frac{y}{\frac{a \cdot z - t}{z}}}
\] |
if -inf.0 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < -4.99994e-320Initial program 99.7%
if -4.99994e-320 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < 0.0Initial program 61.6%
Simplified61.6%
[Start]61.6 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]61.6 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{t - a \cdot z}
\] |
remove-double-neg [<=]61.6 | \[ \frac{\color{blue}{\left(-\left(-x\right)\right)} + \left(-y \cdot z\right)}{t - a \cdot z}
\] |
distribute-neg-in [<=]61.6 | \[ \frac{\color{blue}{-\left(\left(-x\right) + y \cdot z\right)}}{t - a \cdot z}
\] |
+-commutative [<=]61.6 | \[ \frac{-\color{blue}{\left(y \cdot z + \left(-x\right)\right)}}{t - a \cdot z}
\] |
sub-neg [<=]61.6 | \[ \frac{-\color{blue}{\left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
neg-mul-1 [=>]61.6 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
sub-neg [=>]61.6 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
remove-double-neg [<=]61.6 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{\left(-\left(-t\right)\right)} + \left(-a \cdot z\right)}
\] |
distribute-neg-in [<=]61.6 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-\left(\left(-t\right) + a \cdot z\right)}}
\] |
+-commutative [<=]61.6 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z + \left(-t\right)\right)}}
\] |
sub-neg [<=]61.6 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]61.6 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
times-frac [=>]61.6 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]61.6 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]61.6 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]61.6 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Applied egg-rr61.6%
Taylor expanded in a around inf 72.0%
if 0.0 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < 4.0000000000000001e292Initial program 99.7%
Simplified99.7%
[Start]99.7 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]99.7 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{t - a \cdot z}
\] |
remove-double-neg [<=]99.7 | \[ \frac{\color{blue}{\left(-\left(-x\right)\right)} + \left(-y \cdot z\right)}{t - a \cdot z}
\] |
distribute-neg-in [<=]99.7 | \[ \frac{\color{blue}{-\left(\left(-x\right) + y \cdot z\right)}}{t - a \cdot z}
\] |
+-commutative [<=]99.7 | \[ \frac{-\color{blue}{\left(y \cdot z + \left(-x\right)\right)}}{t - a \cdot z}
\] |
sub-neg [<=]99.7 | \[ \frac{-\color{blue}{\left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
neg-mul-1 [=>]99.7 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
sub-neg [=>]99.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
remove-double-neg [<=]99.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{\left(-\left(-t\right)\right)} + \left(-a \cdot z\right)}
\] |
distribute-neg-in [<=]99.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-\left(\left(-t\right) + a \cdot z\right)}}
\] |
+-commutative [<=]99.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z + \left(-t\right)\right)}}
\] |
sub-neg [<=]99.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]99.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
times-frac [=>]99.7 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]99.7 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]99.7 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]99.7 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Applied egg-rr99.7%
if 4.0000000000000001e292 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) Initial program 5.5%
Simplified5.5%
[Start]5.5 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]5.5 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{t - a \cdot z}
\] |
remove-double-neg [<=]5.5 | \[ \frac{\color{blue}{\left(-\left(-x\right)\right)} + \left(-y \cdot z\right)}{t - a \cdot z}
\] |
distribute-neg-in [<=]5.5 | \[ \frac{\color{blue}{-\left(\left(-x\right) + y \cdot z\right)}}{t - a \cdot z}
\] |
+-commutative [<=]5.5 | \[ \frac{-\color{blue}{\left(y \cdot z + \left(-x\right)\right)}}{t - a \cdot z}
\] |
sub-neg [<=]5.5 | \[ \frac{-\color{blue}{\left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
neg-mul-1 [=>]5.5 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
sub-neg [=>]5.5 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
remove-double-neg [<=]5.5 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{\left(-\left(-t\right)\right)} + \left(-a \cdot z\right)}
\] |
distribute-neg-in [<=]5.5 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-\left(\left(-t\right) + a \cdot z\right)}}
\] |
+-commutative [<=]5.5 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z + \left(-t\right)\right)}}
\] |
sub-neg [<=]5.5 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]5.5 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
times-frac [=>]5.5 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]5.5 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]5.5 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]5.5 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Taylor expanded in z around inf 81.0%
Final simplification94.2%
| Alternative 1 | |
|---|---|
| Accuracy | 94.2% |
| Cost | 3792 |
| Alternative 2 | |
|---|---|
| Accuracy | 68.9% |
| Cost | 1104 |
| Alternative 3 | |
|---|---|
| Accuracy | 53.3% |
| Cost | 912 |
| Alternative 4 | |
|---|---|
| Accuracy | 63.1% |
| Cost | 713 |
| Alternative 5 | |
|---|---|
| Accuracy | 71.6% |
| Cost | 713 |
| Alternative 6 | |
|---|---|
| Accuracy | 54.1% |
| Cost | 456 |
| Alternative 7 | |
|---|---|
| Accuracy | 34.7% |
| Cost | 192 |
herbie shell --seed 2023129
(FPCore (x y z t a)
:name "Diagrams.Solve.Tridiagonal:solveTriDiagonal from diagrams-solve-0.1, A"
:precision binary64
:herbie-target
(if (< z -32113435955957344.0) (- (/ x (- t (* a z))) (/ y (- (/ t z) a))) (if (< z 3.5139522372978296e-86) (* (- x (* y z)) (/ 1.0 (- t (* a z)))) (- (/ x (- t (* a z))) (/ y (- (/ t z) a)))))
(/ (- x (* y z)) (- t (* a z))))