| Alternative 1 | |
|---|---|
| Error | 23.4 |
| Cost | 1756 |
(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))))
(t_2 (/ y (/ (* t (+ (+ a 1.0) (* y (/ b t)))) z))))
(if (<= t_1 (- INFINITY))
t_2
(if (<= t_1 -2e-317)
t_1
(if (<= t_1 0.0)
(+ (/ z b) (* (/ t y) (/ x b)))
(if (<= t_1 4e+304) t_1 (if (<= t_1 INFINITY) t_2 (/ z 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 t_2 = y / ((t * ((a + 1.0) + (y * (b / t)))) / z);
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = t_2;
} else if (t_1 <= -2e-317) {
tmp = t_1;
} else if (t_1 <= 0.0) {
tmp = (z / b) + ((t / y) * (x / b));
} else if (t_1 <= 4e+304) {
tmp = t_1;
} else if (t_1 <= ((double) INFINITY)) {
tmp = t_2;
} else {
tmp = z / 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 t_2 = y / ((t * ((a + 1.0) + (y * (b / t)))) / z);
double tmp;
if (t_1 <= -Double.POSITIVE_INFINITY) {
tmp = t_2;
} else if (t_1 <= -2e-317) {
tmp = t_1;
} else if (t_1 <= 0.0) {
tmp = (z / b) + ((t / y) * (x / b));
} else if (t_1 <= 4e+304) {
tmp = t_1;
} else if (t_1 <= Double.POSITIVE_INFINITY) {
tmp = t_2;
} else {
tmp = z / 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)) t_2 = y / ((t * ((a + 1.0) + (y * (b / t)))) / z) tmp = 0 if t_1 <= -math.inf: tmp = t_2 elif t_1 <= -2e-317: tmp = t_1 elif t_1 <= 0.0: tmp = (z / b) + ((t / y) * (x / b)) elif t_1 <= 4e+304: tmp = t_1 elif t_1 <= math.inf: tmp = t_2 else: tmp = z / 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))) t_2 = Float64(y / Float64(Float64(t * Float64(Float64(a + 1.0) + Float64(y * Float64(b / t)))) / z)) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = t_2; elseif (t_1 <= -2e-317) tmp = t_1; elseif (t_1 <= 0.0) tmp = Float64(Float64(z / b) + Float64(Float64(t / y) * Float64(x / b))); elseif (t_1 <= 4e+304) tmp = t_1; elseif (t_1 <= Inf) tmp = t_2; else tmp = Float64(z / 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)); t_2 = y / ((t * ((a + 1.0) + (y * (b / t)))) / z); tmp = 0.0; if (t_1 <= -Inf) tmp = t_2; elseif (t_1 <= -2e-317) tmp = t_1; elseif (t_1 <= 0.0) tmp = (z / b) + ((t / y) * (x / b)); elseif (t_1 <= 4e+304) tmp = t_1; elseif (t_1 <= Inf) tmp = t_2; else tmp = z / 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]}, Block[{t$95$2 = N[(y / N[(N[(t * N[(N[(a + 1.0), $MachinePrecision] + N[(y * N[(b / t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / z), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], t$95$2, If[LessEqual[t$95$1, -2e-317], t$95$1, If[LessEqual[t$95$1, 0.0], N[(N[(z / b), $MachinePrecision] + N[(N[(t / y), $MachinePrecision] * N[(x / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 4e+304], t$95$1, If[LessEqual[t$95$1, Infinity], t$95$2, N[(z / 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)}\\
t_2 := \frac{y}{\frac{t \cdot \left(\left(a + 1\right) + y \cdot \frac{b}{t}\right)}{z}}\\
\mathbf{if}\;t_1 \leq -\infty:\\
\;\;\;\;t_2\\
\mathbf{elif}\;t_1 \leq -2 \cdot 10^{-317}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq 0:\\
\;\;\;\;\frac{z}{b} + \frac{t}{y} \cdot \frac{x}{b}\\
\mathbf{elif}\;t_1 \leq 4 \cdot 10^{+304}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq \infty:\\
\;\;\;\;t_2\\
\mathbf{else}:\\
\;\;\;\;\frac{z}{b}\\
\end{array}
Results
| Original | 16.5 |
|---|---|
| Target | 12.7 |
| Herbie | 4.6 |
if (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < -inf.0 or 3.9999999999999998e304 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < +inf.0Initial program 63.6
Simplified41.4
[Start]63.6 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
+-commutative [=>]63.6 | \[ \frac{\color{blue}{\frac{y \cdot z}{t} + x}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-*l/ [<=]41.4 | \[ \frac{\color{blue}{\frac{y}{t} \cdot z} + x}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
fma-def [=>]41.4 | \[ \frac{\color{blue}{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
+-commutative [=>]41.4 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{\frac{y \cdot b}{t} + \left(a + 1\right)}}
\] |
associate-+r+ [=>]41.4 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{\left(\frac{y \cdot b}{t} + a\right) + 1}}
\] |
+-commutative [=>]41.4 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{1 + \left(\frac{y \cdot b}{t} + a\right)}}
\] |
associate-*l/ [<=]41.4 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{1 + \left(\color{blue}{\frac{y}{t} \cdot b} + a\right)}
\] |
fma-def [=>]41.4 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{1 + \color{blue}{\mathsf{fma}\left(\frac{y}{t}, b, a\right)}}
\] |
Taylor expanded in z around inf 38.4
Simplified14.8
[Start]38.4 | \[ \frac{y \cdot z}{t \cdot \left(\frac{y \cdot b}{t} + \left(1 + a\right)\right)}
\] |
|---|---|
associate-/l* [=>]13.4 | \[ \color{blue}{\frac{y}{\frac{t \cdot \left(\frac{y \cdot b}{t} + \left(1 + a\right)\right)}{z}}}
\] |
+-commutative [=>]13.4 | \[ \frac{y}{\frac{t \cdot \color{blue}{\left(\left(1 + a\right) + \frac{y \cdot b}{t}\right)}}{z}}
\] |
associate-*r/ [<=]14.8 | \[ \frac{y}{\frac{t \cdot \left(\left(1 + a\right) + \color{blue}{y \cdot \frac{b}{t}}\right)}{z}}
\] |
if -inf.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < -1.99999997e-317 or -0.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < 3.9999999999999998e304Initial program 0.5
if -1.99999997e-317 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < -0.0Initial program 30.6
Simplified20.2
[Start]30.6 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
+-commutative [=>]30.6 | \[ \frac{\color{blue}{\frac{y \cdot z}{t} + x}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-*r/ [<=]30.2 | \[ \frac{\color{blue}{y \cdot \frac{z}{t}} + x}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
*-commutative [<=]30.2 | \[ \frac{\color{blue}{\frac{z}{t} \cdot y} + x}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
fma-def [=>]30.2 | \[ \frac{\color{blue}{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-+l+ [=>]30.2 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
+-commutative [=>]30.2 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \color{blue}{\left(\frac{y \cdot b}{t} + 1\right)}}
\] |
associate-*r/ [<=]20.2 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \left(\color{blue}{y \cdot \frac{b}{t}} + 1\right)}
\] |
*-commutative [<=]20.2 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \left(\color{blue}{\frac{b}{t} \cdot y} + 1\right)}
\] |
fma-def [=>]20.2 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \color{blue}{\mathsf{fma}\left(\frac{b}{t}, y, 1\right)}}
\] |
Taylor expanded in b around inf 32.6
Simplified21.1
[Start]32.6 | \[ \frac{t \cdot \left(\frac{y \cdot z}{t} + x\right)}{y \cdot b}
\] |
|---|---|
times-frac [=>]20.4 | \[ \color{blue}{\frac{t}{y} \cdot \frac{\frac{y \cdot z}{t} + x}{b}}
\] |
+-commutative [=>]20.4 | \[ \frac{t}{y} \cdot \frac{\color{blue}{x + \frac{y \cdot z}{t}}}{b}
\] |
associate-/l* [=>]21.1 | \[ \frac{t}{y} \cdot \frac{x + \color{blue}{\frac{y}{\frac{t}{z}}}}{b}
\] |
Taylor expanded in t around 0 25.7
Simplified17.4
[Start]25.7 | \[ \frac{t \cdot x}{y \cdot b} + \frac{z}{b}
\] |
|---|---|
+-commutative [=>]25.7 | \[ \color{blue}{\frac{z}{b} + \frac{t \cdot x}{y \cdot b}}
\] |
times-frac [=>]17.4 | \[ \frac{z}{b} + \color{blue}{\frac{t}{y} \cdot \frac{x}{b}}
\] |
if +inf.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) Initial program 64.0
Taylor expanded in y around inf 2.7
Final simplification4.6
| Alternative 1 | |
|---|---|
| Error | 23.4 |
| Cost | 1756 |
| Alternative 2 | |
|---|---|
| Error | 23.4 |
| Cost | 1756 |
| Alternative 3 | |
|---|---|
| Error | 23.3 |
| Cost | 1756 |
| Alternative 4 | |
|---|---|
| Error | 13.3 |
| Cost | 1748 |
| Alternative 5 | |
|---|---|
| Error | 13.2 |
| Cost | 1748 |
| Alternative 6 | |
|---|---|
| Error | 32.8 |
| Cost | 1633 |
| Alternative 7 | |
|---|---|
| Error | 31.4 |
| Cost | 1633 |
| Alternative 8 | |
|---|---|
| Error | 31.5 |
| Cost | 1632 |
| Alternative 9 | |
|---|---|
| Error | 27.4 |
| Cost | 1236 |
| Alternative 10 | |
|---|---|
| Error | 23.9 |
| Cost | 1233 |
| Alternative 11 | |
|---|---|
| Error | 24.4 |
| Cost | 1233 |
| Alternative 12 | |
|---|---|
| Error | 22.0 |
| Cost | 1232 |
| Alternative 13 | |
|---|---|
| Error | 21.9 |
| Cost | 1232 |
| Alternative 14 | |
|---|---|
| Error | 29.1 |
| Cost | 849 |
| Alternative 15 | |
|---|---|
| Error | 38.2 |
| Cost | 721 |
| Alternative 16 | |
|---|---|
| Error | 28.8 |
| Cost | 584 |
| Alternative 17 | |
|---|---|
| Error | 47.7 |
| Cost | 192 |
herbie shell --seed 2023016
(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))))