| Alternative 1 | |
|---|---|
| Error | 31.4 |
| Cost | 1440 |
(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 -5e-318)
t_1
(if (<= t_1 0.0)
(* (/ (- (* y z) x) a) (/ 1.0 z))
(if (<= t_1 2e+293) 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 <= -5e-318) {
tmp = t_1;
} else if (t_1 <= 0.0) {
tmp = (((y * z) - x) / a) * (1.0 / z);
} else if (t_1 <= 2e+293) {
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 <= -5e-318) {
tmp = t_1;
} else if (t_1 <= 0.0) {
tmp = (((y * z) - x) / a) * (1.0 / z);
} else if (t_1 <= 2e+293) {
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 <= -5e-318: tmp = t_1 elif t_1 <= 0.0: tmp = (((y * z) - x) / a) * (1.0 / z) elif t_1 <= 2e+293: 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 <= -5e-318) tmp = t_1; elseif (t_1 <= 0.0) tmp = Float64(Float64(Float64(Float64(y * z) - x) / a) * Float64(1.0 / z)); elseif (t_1 <= 2e+293) 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 <= -5e-318) tmp = t_1; elseif (t_1 <= 0.0) tmp = (((y * z) - x) / a) * (1.0 / z); elseif (t_1 <= 2e+293) 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, -5e-318], t$95$1, If[LessEqual[t$95$1, 0.0], N[(N[(N[(N[(y * z), $MachinePrecision] - x), $MachinePrecision] / a), $MachinePrecision] * N[(1.0 / z), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 2e+293], 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 -5 \cdot 10^{-318}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq 0:\\
\;\;\;\;\frac{y \cdot z - x}{a} \cdot \frac{1}{z}\\
\mathbf{elif}\;t_1 \leq 2 \cdot 10^{+293}:\\
\;\;\;\;t_1\\
\mathbf{else}:\\
\;\;\;\;\frac{y}{a}\\
\end{array}
Results
| Original | 10.0 |
|---|---|
| Target | 1.7 |
| Herbie | 3.2 |
if (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < -inf.0Initial program 64.0
Simplified64.0
[Start]64.0 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]64.0 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{t - a \cdot z}
\] |
remove-double-neg [<=]64.0 | \[ \frac{\color{blue}{\left(-\left(-x\right)\right)} + \left(-y \cdot z\right)}{t - a \cdot z}
\] |
distribute-neg-in [<=]64.0 | \[ \frac{\color{blue}{-\left(\left(-x\right) + y \cdot z\right)}}{t - a \cdot z}
\] |
+-commutative [<=]64.0 | \[ \frac{-\color{blue}{\left(y \cdot z + \left(-x\right)\right)}}{t - a \cdot z}
\] |
sub-neg [<=]64.0 | \[ \frac{-\color{blue}{\left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
neg-mul-1 [=>]64.0 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
sub-neg [=>]64.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
remove-double-neg [<=]64.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{\left(-\left(-t\right)\right)} + \left(-a \cdot z\right)}
\] |
distribute-neg-in [<=]64.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-\left(\left(-t\right) + a \cdot z\right)}}
\] |
+-commutative [<=]64.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z + \left(-t\right)\right)}}
\] |
sub-neg [<=]64.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]64.0 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
times-frac [=>]64.0 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]64.0 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]64.0 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]64.0 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Taylor expanded in y around inf 64.0
Simplified0.5
[Start]64.0 | \[ \frac{y \cdot z}{a \cdot z - t}
\] |
|---|---|
associate-/l* [=>]0.3 | \[ \color{blue}{\frac{y}{\frac{a \cdot z - t}{z}}}
\] |
*-commutative [=>]0.3 | \[ \frac{y}{\frac{\color{blue}{z \cdot a} - t}{z}}
\] |
associate-/r/ [=>]0.5 | \[ \color{blue}{\frac{y}{z \cdot a - t} \cdot z}
\] |
*-commutative [<=]0.5 | \[ \frac{y}{\color{blue}{a \cdot z} - t} \cdot z
\] |
if -inf.0 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < -4.9999987e-318 or 0.0 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < 1.9999999999999998e293Initial program 0.2
if -4.9999987e-318 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < 0.0Initial program 25.4
Simplified25.4
[Start]25.4 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]25.4 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{t - a \cdot z}
\] |
remove-double-neg [<=]25.4 | \[ \frac{\color{blue}{\left(-\left(-x\right)\right)} + \left(-y \cdot z\right)}{t - a \cdot z}
\] |
distribute-neg-in [<=]25.4 | \[ \frac{\color{blue}{-\left(\left(-x\right) + y \cdot z\right)}}{t - a \cdot z}
\] |
+-commutative [<=]25.4 | \[ \frac{-\color{blue}{\left(y \cdot z + \left(-x\right)\right)}}{t - a \cdot z}
\] |
sub-neg [<=]25.4 | \[ \frac{-\color{blue}{\left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
neg-mul-1 [=>]25.4 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
sub-neg [=>]25.4 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
remove-double-neg [<=]25.4 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{\left(-\left(-t\right)\right)} + \left(-a \cdot z\right)}
\] |
distribute-neg-in [<=]25.4 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-\left(\left(-t\right) + a \cdot z\right)}}
\] |
+-commutative [<=]25.4 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z + \left(-t\right)\right)}}
\] |
sub-neg [<=]25.4 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]25.4 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
times-frac [=>]25.4 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]25.4 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]25.4 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]25.4 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Taylor expanded in a around inf 41.6
Simplified41.6
[Start]41.6 | \[ \frac{y \cdot z - x}{a \cdot z}
\] |
|---|---|
*-commutative [=>]41.6 | \[ \frac{\color{blue}{z \cdot y} - x}{a \cdot z}
\] |
Applied egg-rr13.6
if 1.9999999999999998e293 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) Initial program 60.7
Simplified60.7
[Start]60.7 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]60.7 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{t - a \cdot z}
\] |
remove-double-neg [<=]60.7 | \[ \frac{\color{blue}{\left(-\left(-x\right)\right)} + \left(-y \cdot z\right)}{t - a \cdot z}
\] |
distribute-neg-in [<=]60.7 | \[ \frac{\color{blue}{-\left(\left(-x\right) + y \cdot z\right)}}{t - a \cdot z}
\] |
+-commutative [<=]60.7 | \[ \frac{-\color{blue}{\left(y \cdot z + \left(-x\right)\right)}}{t - a \cdot z}
\] |
sub-neg [<=]60.7 | \[ \frac{-\color{blue}{\left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
neg-mul-1 [=>]60.7 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{t - a \cdot z}
\] |
sub-neg [=>]60.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
remove-double-neg [<=]60.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{\left(-\left(-t\right)\right)} + \left(-a \cdot z\right)}
\] |
distribute-neg-in [<=]60.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-\left(\left(-t\right) + a \cdot z\right)}}
\] |
+-commutative [<=]60.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z + \left(-t\right)\right)}}
\] |
sub-neg [<=]60.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{-\color{blue}{\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]60.7 | \[ \frac{-1 \cdot \left(y \cdot z - x\right)}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
times-frac [=>]60.7 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]60.7 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]60.7 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]60.7 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Taylor expanded in z around inf 14.2
Final simplification3.2
| Alternative 1 | |
|---|---|
| Error | 31.4 |
| Cost | 1440 |
| Alternative 2 | |
|---|---|
| Error | 31.4 |
| Cost | 1440 |
| Alternative 3 | |
|---|---|
| Error | 31.2 |
| Cost | 1308 |
| Alternative 4 | |
|---|---|
| Error | 23.3 |
| Cost | 1241 |
| Alternative 5 | |
|---|---|
| Error | 18.8 |
| Cost | 1108 |
| Alternative 6 | |
|---|---|
| Error | 19.3 |
| Cost | 1108 |
| Alternative 7 | |
|---|---|
| Error | 19.3 |
| Cost | 1108 |
| Alternative 8 | |
|---|---|
| Error | 19.3 |
| Cost | 1108 |
| Alternative 9 | |
|---|---|
| Error | 19.2 |
| Cost | 977 |
| Alternative 10 | |
|---|---|
| Error | 30.5 |
| Cost | 720 |
| Alternative 11 | |
|---|---|
| Error | 30.4 |
| Cost | 720 |
| Alternative 12 | |
|---|---|
| Error | 30.2 |
| Cost | 456 |
| Alternative 13 | |
|---|---|
| Error | 41.8 |
| Cost | 192 |
herbie shell --seed 2023046
(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))))