| Alternative 1 | |
|---|---|
| Error | 19.3 |
| Cost | 1760 |
(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 INFINITY)
(/ (+ x (/ z (/ t y))) (+ a (+ 1.0 (/ b (/ t y)))))
(/ (+ 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 <= ((double) INFINITY)) {
tmp = (x + (z / (t / y))) / (a + (1.0 + (b / (t / y))));
} 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 <= Double.POSITIVE_INFINITY) {
tmp = (x + (z / (t / y))) / (a + (1.0 + (b / (t / y))));
} 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 <= math.inf: tmp = (x + (z / (t / y))) / (a + (1.0 + (b / (t / y)))) 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 <= Inf) tmp = Float64(Float64(x + Float64(z / Float64(t / y))) / Float64(a + Float64(1.0 + Float64(b / Float64(t / y))))); 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 <= Inf) tmp = (x + (z / (t / y))) / (a + (1.0 + (b / (t / y)))); 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, Infinity], N[(N[(x + N[(z / N[(t / y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a + N[(1.0 + N[(b / N[(t / y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $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 \infty:\\
\;\;\;\;\frac{x + \frac{z}{\frac{t}{y}}}{a + \left(1 + \frac{b}{\frac{t}{y}}\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{z + \frac{t}{\frac{y}{x}}}{b}\\
\end{array}
Results
| Original | 16.6 |
|---|---|
| Target | 13.4 |
| Herbie | 7.7 |
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 36.2
Simplified13.4
[Start]36.2 | \[ \frac{y \cdot z}{t \cdot \left(1 + \left(\frac{y \cdot b}{t} + a\right)\right)}
\] |
|---|---|
times-frac [=>]13.4 | \[ \color{blue}{\frac{y}{t} \cdot \frac{z}{1 + \left(\frac{y \cdot b}{t} + a\right)}}
\] |
associate-+r+ [=>]13.4 | \[ \frac{y}{t} \cdot \frac{z}{\color{blue}{\left(1 + \frac{y \cdot b}{t}\right) + a}}
\] |
+-commutative [<=]13.4 | \[ \frac{y}{t} \cdot \frac{z}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
associate-*l/ [<=]13.4 | \[ \frac{y}{t} \cdot \frac{z}{a + \left(1 + \color{blue}{\frac{y}{t} \cdot b}\right)}
\] |
*-commutative [=>]13.4 | \[ \frac{y}{t} \cdot \frac{z}{a + \left(1 + \color{blue}{b \cdot \frac{y}{t}}\right)}
\] |
if -inf.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < +inf.0Initial program 9.0
Simplified9.6
[Start]9.0 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
associate-/l* [=>]10.5 | \[ \frac{x + \color{blue}{\frac{y}{\frac{t}{z}}}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-+l+ [=>]10.5 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
*-commutative [=>]10.5 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \frac{\color{blue}{b \cdot y}}{t}\right)}
\] |
associate-/l* [=>]9.6 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \color{blue}{\frac{b}{\frac{t}{y}}}\right)}
\] |
Applied egg-rr9.8
Applied egg-rr8.0
if +inf.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) Initial program 64.0
Simplified56.6
[Start]64.0 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
+-commutative [=>]64.0 | \[ \frac{\color{blue}{\frac{y \cdot z}{t} + x}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-*r/ [<=]63.7 | \[ \frac{\color{blue}{y \cdot \frac{z}{t}} + x}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
*-commutative [<=]63.7 | \[ \frac{\color{blue}{\frac{z}{t} \cdot y} + x}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
fma-def [=>]63.7 | \[ \frac{\color{blue}{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-+l+ [=>]63.7 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
+-commutative [=>]63.7 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \color{blue}{\left(\frac{y \cdot b}{t} + 1\right)}}
\] |
associate-*r/ [<=]56.6 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \left(\color{blue}{y \cdot \frac{b}{t}} + 1\right)}
\] |
*-commutative [<=]56.6 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \left(\color{blue}{\frac{b}{t} \cdot y} + 1\right)}
\] |
fma-def [=>]56.6 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \color{blue}{\mathsf{fma}\left(\frac{b}{t}, y, 1\right)}}
\] |
Taylor expanded in b around inf 64.0
Simplified56.2
[Start]64.0 | \[ \frac{t \cdot \left(\frac{y \cdot z}{t} + x\right)}{y \cdot b}
\] |
|---|---|
times-frac [=>]64.0 | \[ \color{blue}{\frac{t}{y} \cdot \frac{\frac{y \cdot z}{t} + x}{b}}
\] |
+-commutative [=>]64.0 | \[ \frac{t}{y} \cdot \frac{\color{blue}{x + \frac{y \cdot z}{t}}}{b}
\] |
associate-/l* [=>]56.2 | \[ \frac{t}{y} \cdot \frac{x + \color{blue}{\frac{y}{\frac{t}{z}}}}{b}
\] |
Taylor expanded in t around 0 5.0
Taylor expanded in b around 0 5.0
Simplified2.6
[Start]5.0 | \[ \frac{\frac{t \cdot x}{y} + z}{b}
\] |
|---|---|
+-commutative [=>]5.0 | \[ \frac{\color{blue}{z + \frac{t \cdot x}{y}}}{b}
\] |
associate-/l* [=>]2.6 | \[ \frac{z + \color{blue}{\frac{t}{\frac{y}{x}}}}{b}
\] |
Final simplification7.7
| Alternative 1 | |
|---|---|
| Error | 19.3 |
| Cost | 1760 |
| Alternative 2 | |
|---|---|
| Error | 19.5 |
| Cost | 1760 |
| Alternative 3 | |
|---|---|
| Error | 28.8 |
| Cost | 1364 |
| Alternative 4 | |
|---|---|
| Error | 22.5 |
| Cost | 1364 |
| Alternative 5 | |
|---|---|
| Error | 22.4 |
| Cost | 1364 |
| Alternative 6 | |
|---|---|
| Error | 20.1 |
| Cost | 1364 |
| Alternative 7 | |
|---|---|
| Error | 19.8 |
| Cost | 1364 |
| Alternative 8 | |
|---|---|
| Error | 12.2 |
| Cost | 1353 |
| Alternative 9 | |
|---|---|
| Error | 12.1 |
| Cost | 1352 |
| Alternative 10 | |
|---|---|
| Error | 28.1 |
| Cost | 1236 |
| Alternative 11 | |
|---|---|
| Error | 28.8 |
| Cost | 1236 |
| Alternative 12 | |
|---|---|
| Error | 37.2 |
| Cost | 588 |
| Alternative 13 | |
|---|---|
| Error | 28.4 |
| Cost | 584 |
| Alternative 14 | |
|---|---|
| Error | 36.6 |
| Cost | 456 |
| Alternative 15 | |
|---|---|
| Error | 50.3 |
| Cost | 64 |
herbie shell --seed 2023067
(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))))