| Alternative 1 | |
|---|---|
| Error | 7.8 |
| Cost | 15944 |
(FPCore (x y z t a b) :precision binary64 (/ (+ x (/ (* y z) t)) (+ (+ a 1.0) (/ (* y b) t))))
(FPCore (x y z t a b)
:precision binary64
(let* ((t_1 (/ (+ x (/ (* y z) t)) (+ (/ (* y b) t) (+ a 1.0)))))
(if (<= t_1 (- INFINITY))
(* (/ y t) (/ z (+ a (+ 1.0 (* b (/ y t))))))
(if (<= t_1 0.0)
(/ (+ x (/ y (/ t z))) (+ a (+ 1.0 (/ b (/ t y)))))
(if (<= t_1 5e+298)
t_1
(if (<= t_1 INFINITY)
(/ y (/ (+ (* y b) (* t (+ a 1.0))) z))
(/ (+ z (/ t (/ y x))) b)))))))double code(double x, double y, double z, double t, double a, double b) {
return (x + ((y * z) / t)) / ((a + 1.0) + ((y * b) / t));
}
double code(double x, double y, double z, double t, double a, double b) {
double t_1 = (x + ((y * z) / t)) / (((y * b) / t) + (a + 1.0));
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = (y / t) * (z / (a + (1.0 + (b * (y / t)))));
} else if (t_1 <= 0.0) {
tmp = (x + (y / (t / z))) / (a + (1.0 + (b / (t / y))));
} else if (t_1 <= 5e+298) {
tmp = t_1;
} else if (t_1 <= ((double) INFINITY)) {
tmp = y / (((y * b) + (t * (a + 1.0))) / z);
} else {
tmp = (z + (t / (y / x))) / b;
}
return tmp;
}
public static double code(double x, double y, double z, double t, double a, double b) {
return (x + ((y * z) / t)) / ((a + 1.0) + ((y * b) / t));
}
public static double code(double x, double y, double z, double t, double a, double b) {
double t_1 = (x + ((y * z) / t)) / (((y * b) / t) + (a + 1.0));
double tmp;
if (t_1 <= -Double.POSITIVE_INFINITY) {
tmp = (y / t) * (z / (a + (1.0 + (b * (y / t)))));
} else if (t_1 <= 0.0) {
tmp = (x + (y / (t / z))) / (a + (1.0 + (b / (t / y))));
} else if (t_1 <= 5e+298) {
tmp = t_1;
} else if (t_1 <= Double.POSITIVE_INFINITY) {
tmp = y / (((y * b) + (t * (a + 1.0))) / z);
} else {
tmp = (z + (t / (y / x))) / b;
}
return tmp;
}
def code(x, y, z, t, a, b): return (x + ((y * z) / t)) / ((a + 1.0) + ((y * b) / t))
def code(x, y, z, t, a, b): t_1 = (x + ((y * z) / t)) / (((y * b) / t) + (a + 1.0)) tmp = 0 if t_1 <= -math.inf: tmp = (y / t) * (z / (a + (1.0 + (b * (y / t))))) elif t_1 <= 0.0: tmp = (x + (y / (t / z))) / (a + (1.0 + (b / (t / y)))) elif t_1 <= 5e+298: tmp = t_1 elif t_1 <= math.inf: tmp = y / (((y * b) + (t * (a + 1.0))) / z) else: tmp = (z + (t / (y / x))) / b return tmp
function code(x, y, z, t, a, b) return Float64(Float64(x + Float64(Float64(y * z) / t)) / Float64(Float64(a + 1.0) + Float64(Float64(y * b) / t))) end
function code(x, y, z, t, a, b) t_1 = Float64(Float64(x + Float64(Float64(y * z) / t)) / Float64(Float64(Float64(y * b) / t) + Float64(a + 1.0))) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = Float64(Float64(y / t) * Float64(z / Float64(a + Float64(1.0 + Float64(b * Float64(y / t)))))); elseif (t_1 <= 0.0) tmp = Float64(Float64(x + Float64(y / Float64(t / z))) / Float64(a + Float64(1.0 + Float64(b / Float64(t / y))))); elseif (t_1 <= 5e+298) tmp = t_1; elseif (t_1 <= Inf) tmp = Float64(y / Float64(Float64(Float64(y * b) + Float64(t * Float64(a + 1.0))) / z)); else tmp = Float64(Float64(z + Float64(t / Float64(y / x))) / b); end return tmp end
function tmp = code(x, y, z, t, a, b) tmp = (x + ((y * z) / t)) / ((a + 1.0) + ((y * b) / t)); end
function tmp_2 = code(x, y, z, t, a, b) t_1 = (x + ((y * z) / t)) / (((y * b) / t) + (a + 1.0)); tmp = 0.0; if (t_1 <= -Inf) tmp = (y / t) * (z / (a + (1.0 + (b * (y / t))))); elseif (t_1 <= 0.0) tmp = (x + (y / (t / z))) / (a + (1.0 + (b / (t / y)))); elseif (t_1 <= 5e+298) tmp = t_1; elseif (t_1 <= Inf) tmp = y / (((y * b) + (t * (a + 1.0))) / z); else tmp = (z + (t / (y / x))) / b; end tmp_2 = tmp; end
code[x_, y_, z_, t_, a_, b_] := N[(N[(x + N[(N[(y * z), $MachinePrecision] / t), $MachinePrecision]), $MachinePrecision] / N[(N[(a + 1.0), $MachinePrecision] + N[(N[(y * b), $MachinePrecision] / t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
code[x_, y_, z_, t_, a_, b_] := Block[{t$95$1 = N[(N[(x + N[(N[(y * z), $MachinePrecision] / t), $MachinePrecision]), $MachinePrecision] / N[(N[(N[(y * b), $MachinePrecision] / t), $MachinePrecision] + N[(a + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], N[(N[(y / t), $MachinePrecision] * N[(z / N[(a + N[(1.0 + N[(b * N[(y / t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 0.0], N[(N[(x + N[(y / N[(t / z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a + N[(1.0 + N[(b / N[(t / y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 5e+298], t$95$1, If[LessEqual[t$95$1, Infinity], N[(y / N[(N[(N[(y * b), $MachinePrecision] + N[(t * N[(a + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / z), $MachinePrecision]), $MachinePrecision], N[(N[(z + N[(t / N[(y / x), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]]]]]]
\frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\begin{array}{l}
t_1 := \frac{x + \frac{y \cdot z}{t}}{\frac{y \cdot b}{t} + \left(a + 1\right)}\\
\mathbf{if}\;t_1 \leq -\infty:\\
\;\;\;\;\frac{y}{t} \cdot \frac{z}{a + \left(1 + b \cdot \frac{y}{t}\right)}\\
\mathbf{elif}\;t_1 \leq 0:\\
\;\;\;\;\frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \frac{b}{\frac{t}{y}}\right)}\\
\mathbf{elif}\;t_1 \leq 5 \cdot 10^{+298}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq \infty:\\
\;\;\;\;\frac{y}{\frac{y \cdot b + t \cdot \left(a + 1\right)}{z}}\\
\mathbf{else}:\\
\;\;\;\;\frac{z + \frac{t}{\frac{y}{x}}}{b}\\
\end{array}
Results
| Original | 15.9 |
|---|---|
| Target | 13.4 |
| Herbie | 6.5 |
if (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < -inf.0Initial program 64.0
Taylor expanded in x around 0 41.6
Simplified15.5
[Start]41.6 | \[ \frac{y \cdot z}{t \cdot \left(1 + \left(\frac{y \cdot b}{t} + a\right)\right)}
\] |
|---|---|
times-frac [=>]15.5 | \[ \color{blue}{\frac{y}{t} \cdot \frac{z}{1 + \left(\frac{y \cdot b}{t} + a\right)}}
\] |
associate-+r+ [=>]15.5 | \[ \frac{y}{t} \cdot \frac{z}{\color{blue}{\left(1 + \frac{y \cdot b}{t}\right) + a}}
\] |
+-commutative [<=]15.5 | \[ \frac{y}{t} \cdot \frac{z}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
associate-*l/ [<=]15.5 | \[ \frac{y}{t} \cdot \frac{z}{a + \left(1 + \color{blue}{\frac{y}{t} \cdot b}\right)}
\] |
*-commutative [=>]15.5 | \[ \frac{y}{t} \cdot \frac{z}{a + \left(1 + \color{blue}{b \cdot \frac{y}{t}}\right)}
\] |
if -inf.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < 0.0Initial program 10.0
Simplified10.1
[Start]10.0 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
associate-/l* [=>]12.3 | \[ \frac{x + \color{blue}{\frac{y}{\frac{t}{z}}}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-+l+ [=>]12.3 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
*-commutative [=>]12.3 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \frac{\color{blue}{b \cdot y}}{t}\right)}
\] |
associate-/l* [=>]10.1 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \color{blue}{\frac{b}{\frac{t}{y}}}\right)}
\] |
if 0.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < 5.0000000000000003e298Initial program 0.4
if 5.0000000000000003e298 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < +inf.0Initial program 60.2
Simplified39.6
[Start]60.2 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
+-commutative [=>]60.2 | \[ \frac{\color{blue}{\frac{y \cdot z}{t} + x}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-*l/ [<=]39.6 | \[ \frac{\color{blue}{\frac{y}{t} \cdot z} + x}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
fma-def [=>]39.6 | \[ \frac{\color{blue}{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
+-commutative [=>]39.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{\frac{y \cdot b}{t} + \left(a + 1\right)}}
\] |
associate-+r+ [=>]39.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{\left(\frac{y \cdot b}{t} + a\right) + 1}}
\] |
+-commutative [=>]39.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{1 + \left(\frac{y \cdot b}{t} + a\right)}}
\] |
associate-*l/ [<=]39.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{1 + \left(\color{blue}{\frac{y}{t} \cdot b} + a\right)}
\] |
fma-def [=>]39.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{1 + \color{blue}{\mathsf{fma}\left(\frac{y}{t}, b, a\right)}}
\] |
Taylor expanded in z around inf 37.2
Simplified17.5
[Start]37.2 | \[ \frac{y \cdot z}{t \cdot \left(\frac{y \cdot b}{t} + \left(1 + a\right)\right)}
\] |
|---|---|
associate-/l* [=>]16.6 | \[ \color{blue}{\frac{y}{\frac{t \cdot \left(\frac{y \cdot b}{t} + \left(1 + a\right)\right)}{z}}}
\] |
+-commutative [=>]16.6 | \[ \frac{y}{\frac{t \cdot \color{blue}{\left(\left(1 + a\right) + \frac{y \cdot b}{t}\right)}}{z}}
\] |
associate-*r/ [<=]17.5 | \[ \frac{y}{\frac{t \cdot \left(\left(1 + a\right) + \color{blue}{y \cdot \frac{b}{t}}\right)}{z}}
\] |
Taylor expanded in t around 0 16.6
if +inf.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) Initial program 64.0
Simplified58.6
[Start]64.0 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
associate-/l* [=>]63.7 | \[ \frac{x + \color{blue}{\frac{y}{\frac{t}{z}}}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-+l+ [=>]63.7 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
*-commutative [=>]63.7 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \frac{\color{blue}{b \cdot y}}{t}\right)}
\] |
associate-/l* [=>]58.6 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \color{blue}{\frac{b}{\frac{t}{y}}}\right)}
\] |
Taylor expanded in t around 0 17.2
Simplified4.3
[Start]17.2 | \[ \frac{z}{b} + \left(\frac{x}{y \cdot b} - \frac{\left(1 + a\right) \cdot z}{y \cdot {b}^{2}}\right) \cdot t
\] |
|---|---|
*-commutative [=>]17.2 | \[ \frac{z}{b} + \color{blue}{t \cdot \left(\frac{x}{y \cdot b} - \frac{\left(1 + a\right) \cdot z}{y \cdot {b}^{2}}\right)}
\] |
associate-/r* [=>]16.3 | \[ \frac{z}{b} + t \cdot \left(\color{blue}{\frac{\frac{x}{y}}{b}} - \frac{\left(1 + a\right) \cdot z}{y \cdot {b}^{2}}\right)
\] |
times-frac [=>]4.4 | \[ \frac{z}{b} + t \cdot \left(\frac{\frac{x}{y}}{b} - \color{blue}{\frac{1 + a}{y} \cdot \frac{z}{{b}^{2}}}\right)
\] |
unpow2 [=>]4.4 | \[ \frac{z}{b} + t \cdot \left(\frac{\frac{x}{y}}{b} - \frac{1 + a}{y} \cdot \frac{z}{\color{blue}{b \cdot b}}\right)
\] |
associate-/r* [=>]4.3 | \[ \frac{z}{b} + t \cdot \left(\frac{\frac{x}{y}}{b} - \frac{1 + a}{y} \cdot \color{blue}{\frac{\frac{z}{b}}{b}}\right)
\] |
Taylor expanded in b around inf 3.9
Simplified1.4
[Start]3.9 | \[ \frac{\frac{t \cdot x}{y} + z}{b}
\] |
|---|---|
+-commutative [=>]3.9 | \[ \frac{\color{blue}{z + \frac{t \cdot x}{y}}}{b}
\] |
associate-/l* [=>]1.4 | \[ \frac{z + \color{blue}{\frac{t}{\frac{y}{x}}}}{b}
\] |
Final simplification6.5
| Alternative 1 | |
|---|---|
| Error | 7.8 |
| Cost | 15944 |
| Alternative 2 | |
|---|---|
| Error | 7.8 |
| Cost | 3528 |
| Alternative 3 | |
|---|---|
| Error | 15.1 |
| Cost | 2012 |
| Alternative 4 | |
|---|---|
| Error | 12.9 |
| Cost | 1616 |
| Alternative 5 | |
|---|---|
| Error | 13.0 |
| Cost | 1616 |
| Alternative 6 | |
|---|---|
| Error | 21.6 |
| Cost | 1496 |
| Alternative 7 | |
|---|---|
| Error | 29.3 |
| Cost | 1236 |
| Alternative 8 | |
|---|---|
| Error | 23.1 |
| Cost | 1234 |
| Alternative 9 | |
|---|---|
| Error | 21.2 |
| Cost | 1234 |
| Alternative 10 | |
|---|---|
| Error | 21.1 |
| Cost | 1232 |
| Alternative 11 | |
|---|---|
| Error | 29.0 |
| Cost | 1112 |
| Alternative 12 | |
|---|---|
| Error | 27.3 |
| Cost | 1106 |
| Alternative 13 | |
|---|---|
| Error | 35.9 |
| Cost | 588 |
| Alternative 14 | |
|---|---|
| Error | 28.4 |
| Cost | 585 |
| Alternative 15 | |
|---|---|
| Error | 36.0 |
| Cost | 456 |
| Alternative 16 | |
|---|---|
| Error | 50.5 |
| Cost | 64 |
herbie shell --seed 2023012
(FPCore (x y z t a b)
:name "Diagrams.Solve.Tridiagonal:solveCyclicTriDiagonal from diagrams-solve-0.1, B"
:precision binary64
:herbie-target
(if (< t -1.3659085366310088e-271) (* 1.0 (* (+ x (* (/ y t) z)) (/ 1.0 (+ (+ a 1.0) (* (/ y t) b))))) (if (< t 3.036967103737246e-130) (/ z b) (* 1.0 (* (+ x (* (/ y t) z)) (/ 1.0 (+ (+ a 1.0) (* (/ y t) b)))))))
(/ (+ x (/ (* y z) t)) (+ (+ a 1.0) (/ (* y b) t))))