| Alternative 1 | |
|---|---|
| Accuracy | 94.2% |
| Cost | 9868 |

(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 (- (/ y (/ t_1 z)) (/ x t_1)))
(t_3 (/ (- x (* y z)) (- t (* z a)))))
(if (<= t_3 -2e-295)
t_2
(if (<= t_3 0.0)
(/ y (- a (/ t z)))
(if (<= t_3 2e+131) t_3 (if (<= t_3 INFINITY) t_2 (/ 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 = (y / (t_1 / z)) - (x / t_1);
double t_3 = (x - (y * z)) / (t - (z * a));
double tmp;
if (t_3 <= -2e-295) {
tmp = t_2;
} else if (t_3 <= 0.0) {
tmp = y / (a - (t / z));
} else if (t_3 <= 2e+131) {
tmp = t_3;
} else if (t_3 <= ((double) INFINITY)) {
tmp = t_2;
} 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 = (y / (t_1 / z)) - (x / t_1);
double t_3 = (x - (y * z)) / (t - (z * a));
double tmp;
if (t_3 <= -2e-295) {
tmp = t_2;
} else if (t_3 <= 0.0) {
tmp = y / (a - (t / z));
} else if (t_3 <= 2e+131) {
tmp = t_3;
} else if (t_3 <= Double.POSITIVE_INFINITY) {
tmp = t_2;
} 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 = (y / (t_1 / z)) - (x / t_1) t_3 = (x - (y * z)) / (t - (z * a)) tmp = 0 if t_3 <= -2e-295: tmp = t_2 elif t_3 <= 0.0: tmp = y / (a - (t / z)) elif t_3 <= 2e+131: tmp = t_3 elif t_3 <= math.inf: tmp = t_2 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(y / Float64(t_1 / z)) - Float64(x / t_1)) t_3 = Float64(Float64(x - Float64(y * z)) / Float64(t - Float64(z * a))) tmp = 0.0 if (t_3 <= -2e-295) tmp = t_2; elseif (t_3 <= 0.0) tmp = Float64(y / Float64(a - Float64(t / z))); elseif (t_3 <= 2e+131) tmp = t_3; elseif (t_3 <= Inf) tmp = t_2; 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 = (y / (t_1 / z)) - (x / t_1); t_3 = (x - (y * z)) / (t - (z * a)); tmp = 0.0; if (t_3 <= -2e-295) tmp = t_2; elseif (t_3 <= 0.0) tmp = y / (a - (t / z)); elseif (t_3 <= 2e+131) tmp = t_3; elseif (t_3 <= Inf) tmp = t_2; 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[(y / N[(t$95$1 / z), $MachinePrecision]), $MachinePrecision] - N[(x / t$95$1), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(N[(x - N[(y * z), $MachinePrecision]), $MachinePrecision] / N[(t - N[(z * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$3, -2e-295], t$95$2, If[LessEqual[t$95$3, 0.0], N[(y / N[(a - N[(t / z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$3, 2e+131], t$95$3, If[LessEqual[t$95$3, Infinity], t$95$2, 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{y}{\frac{t_1}{z}} - \frac{x}{t_1}\\
t_3 := \frac{x - y \cdot z}{t - z \cdot a}\\
\mathbf{if}\;t_3 \leq -2 \cdot 10^{-295}:\\
\;\;\;\;t_2\\
\mathbf{elif}\;t_3 \leq 0:\\
\;\;\;\;\frac{y}{a - \frac{t}{z}}\\
\mathbf{elif}\;t_3 \leq 2 \cdot 10^{+131}:\\
\;\;\;\;t_3\\
\mathbf{elif}\;t_3 \leq \infty:\\
\;\;\;\;t_2\\
\mathbf{else}:\\
\;\;\;\;\frac{y}{a}\\
\end{array}
Herbie found 13 alternatives:
| Alternative | Accuracy | Speedup |
|---|
Results
| Original | 84.6% |
|---|---|
| Target | 97.0% |
| Herbie | 96.0% |
if (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < -2.00000000000000012e-295 or 1.9999999999999998e131 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < +inf.0Initial program 91.0%
Simplified91.0%
[Start]91.0 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]91.0 | \[ \frac{x - y \cdot z}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
+-commutative [=>]91.0 | \[ \frac{x - y \cdot z}{\color{blue}{\left(-a \cdot z\right) + t}}
\] |
neg-sub0 [=>]91.0 | \[ \frac{x - y \cdot z}{\color{blue}{\left(0 - a \cdot z\right)} + t}
\] |
associate-+l- [=>]91.0 | \[ \frac{x - y \cdot z}{\color{blue}{0 - \left(a \cdot z - t\right)}}
\] |
sub0-neg [=>]91.0 | \[ \frac{x - y \cdot z}{\color{blue}{-\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]91.0 | \[ \frac{x - y \cdot z}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
sub-neg [=>]91.0 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
+-commutative [=>]91.0 | \[ \frac{\color{blue}{\left(-y \cdot z\right) + x}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
neg-sub0 [=>]91.0 | \[ \frac{\color{blue}{\left(0 - y \cdot z\right)} + x}{-1 \cdot \left(a \cdot z - t\right)}
\] |
associate-+l- [=>]91.0 | \[ \frac{\color{blue}{0 - \left(y \cdot z - x\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
sub0-neg [=>]91.0 | \[ \frac{\color{blue}{-\left(y \cdot z - x\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
neg-mul-1 [=>]91.0 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
times-frac [=>]91.0 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]91.0 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]91.0 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]91.0 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Applied egg-rr99.1%
[Start]91.0 | \[ \frac{y \cdot z - x}{z \cdot a - t}
\] |
|---|---|
div-sub [=>]91.0 | \[ \color{blue}{\frac{y \cdot z}{z \cdot a - t} - \frac{x}{z \cdot a - t}}
\] |
associate-/l* [=>]99.1 | \[ \color{blue}{\frac{y}{\frac{z \cdot a - t}{z}}} - \frac{x}{z \cdot a - t}
\] |
if -2.00000000000000012e-295 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < -0.0Initial program 50.5%
Simplified50.5%
[Start]50.5 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]50.5 | \[ \frac{x - y \cdot z}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
+-commutative [=>]50.5 | \[ \frac{x - y \cdot z}{\color{blue}{\left(-a \cdot z\right) + t}}
\] |
neg-sub0 [=>]50.5 | \[ \frac{x - y \cdot z}{\color{blue}{\left(0 - a \cdot z\right)} + t}
\] |
associate-+l- [=>]50.5 | \[ \frac{x - y \cdot z}{\color{blue}{0 - \left(a \cdot z - t\right)}}
\] |
sub0-neg [=>]50.5 | \[ \frac{x - y \cdot z}{\color{blue}{-\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]50.5 | \[ \frac{x - y \cdot z}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
sub-neg [=>]50.5 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
+-commutative [=>]50.5 | \[ \frac{\color{blue}{\left(-y \cdot z\right) + x}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
neg-sub0 [=>]50.5 | \[ \frac{\color{blue}{\left(0 - y \cdot z\right)} + x}{-1 \cdot \left(a \cdot z - t\right)}
\] |
associate-+l- [=>]50.5 | \[ \frac{\color{blue}{0 - \left(y \cdot z - x\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
sub0-neg [=>]50.5 | \[ \frac{\color{blue}{-\left(y \cdot z - x\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
neg-mul-1 [=>]50.5 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
times-frac [=>]50.5 | \[ \color{blue}{\frac{-1}{-1} \cdot \frac{y \cdot z - x}{a \cdot z - t}}
\] |
metadata-eval [=>]50.5 | \[ \color{blue}{1} \cdot \frac{y \cdot z - x}{a \cdot z - t}
\] |
*-lft-identity [=>]50.5 | \[ \color{blue}{\frac{y \cdot z - x}{a \cdot z - t}}
\] |
*-commutative [=>]50.5 | \[ \frac{y \cdot z - x}{\color{blue}{z \cdot a} - t}
\] |
Taylor expanded in y around inf 50.5%
Simplified50.5%
[Start]50.5 | \[ \frac{y \cdot z}{a \cdot z - t}
\] |
|---|---|
associate-/l* [=>]50.5 | \[ \color{blue}{\frac{y}{\frac{a \cdot z - t}{z}}}
\] |
Taylor expanded in a around 0 86.9%
Simplified86.9%
[Start]86.9 | \[ \frac{y}{a + -1 \cdot \frac{t}{z}}
\] |
|---|---|
neg-mul-1 [<=]86.9 | \[ \frac{y}{a + \color{blue}{\left(-\frac{t}{z}\right)}}
\] |
sub-neg [<=]86.9 | \[ \frac{y}{\color{blue}{a - \frac{t}{z}}}
\] |
if -0.0 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) < 1.9999999999999998e131Initial program 99.8%
if +inf.0 < (/.f64 (-.f64 x (*.f64 y z)) (-.f64 t (*.f64 a z))) Initial program 0.0%
Simplified0.0%
[Start]0.0 | \[ \frac{x - y \cdot z}{t - a \cdot z}
\] |
|---|---|
sub-neg [=>]0.0 | \[ \frac{x - y \cdot z}{\color{blue}{t + \left(-a \cdot z\right)}}
\] |
+-commutative [=>]0.0 | \[ \frac{x - y \cdot z}{\color{blue}{\left(-a \cdot z\right) + t}}
\] |
neg-sub0 [=>]0.0 | \[ \frac{x - y \cdot z}{\color{blue}{\left(0 - a \cdot z\right)} + t}
\] |
associate-+l- [=>]0.0 | \[ \frac{x - y \cdot z}{\color{blue}{0 - \left(a \cdot z - t\right)}}
\] |
sub0-neg [=>]0.0 | \[ \frac{x - y \cdot z}{\color{blue}{-\left(a \cdot z - t\right)}}
\] |
neg-mul-1 [=>]0.0 | \[ \frac{x - y \cdot z}{\color{blue}{-1 \cdot \left(a \cdot z - t\right)}}
\] |
sub-neg [=>]0.0 | \[ \frac{\color{blue}{x + \left(-y \cdot z\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
+-commutative [=>]0.0 | \[ \frac{\color{blue}{\left(-y \cdot z\right) + x}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
neg-sub0 [=>]0.0 | \[ \frac{\color{blue}{\left(0 - y \cdot z\right)} + x}{-1 \cdot \left(a \cdot z - t\right)}
\] |
associate-+l- [=>]0.0 | \[ \frac{\color{blue}{0 - \left(y \cdot z - x\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
sub0-neg [=>]0.0 | \[ \frac{\color{blue}{-\left(y \cdot z - x\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
neg-mul-1 [=>]0.0 | \[ \frac{\color{blue}{-1 \cdot \left(y \cdot z - x\right)}}{-1 \cdot \left(a \cdot z - t\right)}
\] |
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 z around inf 100.0%
Final simplification97.6%
| Alternative 1 | |
|---|---|
| Accuracy | 94.2% |
| Cost | 9868 |
| Alternative 2 | |
|---|---|
| Accuracy | 73.7% |
| Cost | 1372 |
| Alternative 3 | |
|---|---|
| Accuracy | 53.4% |
| Cost | 1044 |
| Alternative 4 | |
|---|---|
| Accuracy | 53.7% |
| Cost | 1044 |
| Alternative 5 | |
|---|---|
| Accuracy | 54.0% |
| Cost | 1044 |
| Alternative 6 | |
|---|---|
| Accuracy | 54.0% |
| Cost | 1044 |
| Alternative 7 | |
|---|---|
| Accuracy | 73.1% |
| Cost | 976 |
| Alternative 8 | |
|---|---|
| Accuracy | 90.6% |
| Cost | 968 |
| Alternative 9 | |
|---|---|
| Accuracy | 65.8% |
| Cost | 713 |
| Alternative 10 | |
|---|---|
| Accuracy | 72.0% |
| Cost | 713 |
| Alternative 11 | |
|---|---|
| Accuracy | 54.8% |
| Cost | 456 |
| Alternative 12 | |
|---|---|
| Accuracy | 36.0% |
| Cost | 192 |
herbie shell --seed 2023160
(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))))