| Alternative 1 | |
|---|---|
| Error | 6.13% |
| 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 (/ (- x (* y z)) (- t (* z a)))))
(if (<= t_1 (- INFINITY))
(* z (/ y (- (* z a) t)))
(if (<= t_1 -1e-293)
t_1
(if (<= t_1 0.0)
(+ (/ y a) (/ (- (* t (/ y (* a a))) (/ x a)) z))
(if (<= t_1 2e+304) 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 = (x - (y * z)) / (t - (z * a));
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = z * (y / ((z * a) - t));
} else if (t_1 <= -1e-293) {
tmp = t_1;
} else if (t_1 <= 0.0) {
tmp = (y / a) + (((t * (y / (a * a))) - (x / a)) / z);
} else if (t_1 <= 2e+304) {
tmp = 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 = (x - (y * z)) / (t - (z * a));
double tmp;
if (t_1 <= -Double.POSITIVE_INFINITY) {
tmp = z * (y / ((z * a) - t));
} else if (t_1 <= -1e-293) {
tmp = t_1;
} else if (t_1 <= 0.0) {
tmp = (y / a) + (((t * (y / (a * a))) - (x / a)) / z);
} else if (t_1 <= 2e+304) {
tmp = 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 = (x - (y * z)) / (t - (z * a)) tmp = 0 if t_1 <= -math.inf: tmp = z * (y / ((z * a) - t)) elif t_1 <= -1e-293: tmp = t_1 elif t_1 <= 0.0: tmp = (y / a) + (((t * (y / (a * a))) - (x / a)) / z) elif t_1 <= 2e+304: tmp = 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(x - Float64(y * z)) / Float64(t - Float64(z * a))) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(z * Float64(y / Float64(Float64(z * a) - t))); elseif (t_1 <= -1e-293) tmp = t_1; elseif (t_1 <= 0.0) tmp = Float64(Float64(y / a) + Float64(Float64(Float64(t * Float64(y / Float64(a * a))) - Float64(x / a)) / z)); elseif (t_1 <= 2e+304) tmp = 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 = (x - (y * z)) / (t - (z * a)); tmp = 0.0; if (t_1 <= -Inf) tmp = z * (y / ((z * a) - t)); elseif (t_1 <= -1e-293) tmp = t_1; elseif (t_1 <= 0.0) tmp = (y / a) + (((t * (y / (a * a))) - (x / a)) / z); elseif (t_1 <= 2e+304) tmp = 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[(x - N[(y * z), $MachinePrecision]), $MachinePrecision] / N[(t - N[(z * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], N[(z * N[(y / N[(N[(z * a), $MachinePrecision] - t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, -1e-293], t$95$1, If[LessEqual[t$95$1, 0.0], N[(N[(y / a), $MachinePrecision] + N[(N[(N[(t * N[(y / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(x / a), $MachinePrecision]), $MachinePrecision] / z), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 2e+304], t$95$1, N[(y / a), $MachinePrecision]]]]]]
\frac{x - y \cdot z}{t - a \cdot z}
\begin{array}{l}
t_1 := \frac{x - y \cdot z}{t - z \cdot a}\\
\mathbf{if}\;t_1 \leq -\infty:\\
\;\;\;\;z \cdot \frac{y}{z \cdot a - t}\\
\mathbf{elif}\;t_1 \leq -1 \cdot 10^{-293}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq 0:\\
\;\;\;\;\frac{y}{a} + \frac{t \cdot \frac{y}{a \cdot a} - \frac{x}{a}}{z}\\
\mathbf{elif}\;t_1 \leq 2 \cdot 10^{+304}:\\
\;\;\;\;t_1\\
\mathbf{else}:\\
\;\;\;\;\frac{y}{a}\\
\end{array}
Results
| Original | 16.36% |
|---|---|
| Target | 2.79% |
| Herbie | 5.13% |
if (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < -inf.0Initial program 100
Simplified100
[Start]100 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]100 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{t - a \cdot z}
\] |
remove-double-neg [<=]100 | \[ \frac{\color{blue}{\left(-\left(-x\right)\right)} + \left(-y \cdot z\right)}{t - a \cdot z}
\] |
distribute-neg-in [<=]100 | \[ \frac{\color{blue}{-\left(\left(-x\right) + y \cdot z\right)}}{t - a \cdot z}
\] |
+-commutative [<=]100 | \[ \frac{-\color{blue}{\left(y \cdot z + \left(-x\right)\right)}}{t - a \cdot z}
\] |
sub-neg [<=]100 | \[ \frac{-\color{blue}{\left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
neg-mul-1 [=>]100 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
sub-neg [=>]100 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
remove-double-neg [<=]100 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{\left(-\left(-t\right)\right)} + \left(-a \cdot z\right)}
\] |
distribute-neg-in [<=]100 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-\left(\left(-t\right) + a \cdot z\right)}}
\] |
+-commutative [<=]100 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z + \left(-t\right)\right)}}
\] |
sub-neg [<=]100 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]100 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
times-frac [=>]100 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]100 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]100 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]100 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Taylor expanded in y around inf 100
Simplified0.52
[Start]100 | \[ \frac{y \cdot z}{a \cdot z - t}
\] |
|---|---|
associate-/l* [=>]0.35 | \[ \color{blue}{\frac{y}{\frac{a \cdot z - t}{z}}}
\] |
*-commutative [=>]0.35 | \[ \frac{y}{\frac{\color{blue}{z \cdot a} - t}{z}}
\] |
associate-/r/ [=>]0.52 | \[ \color{blue}{\frac{y}{z \cdot a - t} \cdot z}
\] |
*-commutative [<=]0.52 | \[ \frac{y}{\color{blue}{a \cdot z} - t} \cdot z
\] |
if -inf.0 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < -1.0000000000000001e-293 or 0.0 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < 1.9999999999999999e304Initial program 0.29
if -1.0000000000000001e-293 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < 0.0Initial program 37.7
Simplified37.7
[Start]37.7 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]37.7 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{t - a \cdot z}
\] |
remove-double-neg [<=]37.7 | \[ \frac{\color{blue}{\left(-\left(-x\right)\right)} + \left(-y \cdot z\right)}{t - a \cdot z}
\] |
distribute-neg-in [<=]37.7 | \[ \frac{\color{blue}{-\left(\left(-x\right) + y \cdot z\right)}}{t - a \cdot z}
\] |
+-commutative [<=]37.7 | \[ \frac{-\color{blue}{\left(y \cdot z + \left(-x\right)\right)}}{t - a \cdot z}
\] |
sub-neg [<=]37.7 | \[ \frac{-\color{blue}{\left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
neg-mul-1 [=>]37.7 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
sub-neg [=>]37.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
remove-double-neg [<=]37.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{\left(-\left(-t\right)\right)} + \left(-a \cdot z\right)}
\] |
distribute-neg-in [<=]37.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-\left(\left(-t\right) + a \cdot z\right)}}
\] |
+-commutative [<=]37.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z + \left(-t\right)\right)}}
\] |
sub-neg [<=]37.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]37.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
times-frac [=>]37.7 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]37.7 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]37.7 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]37.7 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Taylor expanded in z around inf 43.07
Simplified24.67
[Start]43.07 | \[ \left(-1 \cdot \frac{x}{a \cdot z} + \frac{y}{a}\right) - -1 \cdot \frac{y \cdot t}{{a}^{2} \cdot z}
\] |
|---|---|
+-commutative [=>]43.07 | \[ \color{blue}{\left(\frac{y}{a} + -1 \cdot \frac{x}{a \cdot z}\right)} - -1 \cdot \frac{y \cdot t}{{a}^{2} \cdot z}
\] |
associate--l+ [=>]43.07 | \[ \color{blue}{\frac{y}{a} + \left(-1 \cdot \frac{x}{a \cdot z} - -1 \cdot \frac{y \cdot t}{{a}^{2} \cdot z}\right)}
\] |
associate-/r* [=>]27.13 | \[ \frac{y}{a} + \left(-1 \cdot \color{blue}{\frac{\frac{x}{a}}{z}} - -1 \cdot \frac{y \cdot t}{{a}^{2} \cdot z}\right)
\] |
associate-*r/ [=>]27.13 | \[ \frac{y}{a} + \left(\color{blue}{\frac{-1 \cdot \frac{x}{a}}{z}} - -1 \cdot \frac{y \cdot t}{{a}^{2} \cdot z}\right)
\] |
associate-/r* [=>]26.91 | \[ \frac{y}{a} + \left(\frac{-1 \cdot \frac{x}{a}}{z} - -1 \cdot \color{blue}{\frac{\frac{y \cdot t}{{a}^{2}}}{z}}\right)
\] |
associate-*r/ [=>]26.91 | \[ \frac{y}{a} + \left(\frac{-1 \cdot \frac{x}{a}}{z} - \color{blue}{\frac{-1 \cdot \frac{y \cdot t}{{a}^{2}}}{z}}\right)
\] |
div-sub [<=]26.91 | \[ \frac{y}{a} + \color{blue}{\frac{-1 \cdot \frac{x}{a} - -1 \cdot \frac{y \cdot t}{{a}^{2}}}{z}}
\] |
distribute-lft-out-- [=>]26.91 | \[ \frac{y}{a} + \frac{\color{blue}{-1 \cdot \left(\frac{x}{a} - \frac{y \cdot t}{{a}^{2}}\right)}}{z}
\] |
associate-*r/ [<=]26.91 | \[ \frac{y}{a} + \color{blue}{-1 \cdot \frac{\frac{x}{a} - \frac{y \cdot t}{{a}^{2}}}{z}}
\] |
mul-1-neg [=>]26.91 | \[ \frac{y}{a} + \color{blue}{\left(-\frac{\frac{x}{a} - \frac{y \cdot t}{{a}^{2}}}{z}\right)}
\] |
unsub-neg [=>]26.91 | \[ \color{blue}{\frac{y}{a} - \frac{\frac{x}{a} - \frac{y \cdot t}{{a}^{2}}}{z}}
\] |
if 1.9999999999999999e304 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) Initial program 97.79
Simplified97.79
[Start]97.79 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]97.79 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{t - a \cdot z}
\] |
remove-double-neg [<=]97.79 | \[ \frac{\color{blue}{\left(-\left(-x\right)\right)} + \left(-y \cdot z\right)}{t - a \cdot z}
\] |
distribute-neg-in [<=]97.79 | \[ \frac{\color{blue}{-\left(\left(-x\right) + y \cdot z\right)}}{t - a \cdot z}
\] |
+-commutative [<=]97.79 | \[ \frac{-\color{blue}{\left(y \cdot z + \left(-x\right)\right)}}{t - a \cdot z}
\] |
sub-neg [<=]97.79 | \[ \frac{-\color{blue}{\left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
neg-mul-1 [=>]97.79 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
sub-neg [=>]97.79 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
remove-double-neg [<=]97.79 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{\left(-\left(-t\right)\right)} + \left(-a \cdot z\right)}
\] |
distribute-neg-in [<=]97.79 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-\left(\left(-t\right) + a \cdot z\right)}}
\] |
+-commutative [<=]97.79 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z + \left(-t\right)\right)}}
\] |
sub-neg [<=]97.79 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]97.79 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
times-frac [=>]97.79 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]97.79 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]97.79 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]97.79 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Taylor expanded in z around inf 15.17
Final simplification5.13
| Alternative 1 | |
|---|---|
| Error | 6.13% |
| Cost | 3792 |
| Alternative 2 | |
|---|---|
| Error | 34.79% |
| Cost | 1764 |
| Alternative 3 | |
|---|---|
| Error | 36.42% |
| Cost | 1104 |
| Alternative 4 | |
|---|---|
| Error | 36.7% |
| Cost | 1040 |
| Alternative 5 | |
|---|---|
| Error | 37.46% |
| Cost | 712 |
| Alternative 6 | |
|---|---|
| Error | 45.98% |
| Cost | 456 |
| Alternative 7 | |
|---|---|
| Error | 65.52% |
| Cost | 192 |
herbie shell --seed 2023121
(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))))