| Alternative 1 | |
|---|---|
| Error | 5.9 |
| Cost | 6740 |
(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 (+ a (fma y (/ b t) 1.0))) z))
(if (<= t_1 -2e-139)
t_1
(if (<= t_1 1e-284)
(/ (+ x (* y (/ z t))) (+ a (+ 1.0 (/ b (/ t y)))))
(if (<= t_1 2e+284)
t_1
(if (<= t_1 INFINITY)
(* (/ y t) (/ z (+ (+ a 1.0) (/ y (/ t b)))))
(+ (/ z b) (* (/ 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 * (a + fma(y, (b / t), 1.0))) / z);
} else if (t_1 <= -2e-139) {
tmp = t_1;
} else if (t_1 <= 1e-284) {
tmp = (x + (y * (z / t))) / (a + (1.0 + (b / (t / y))));
} else if (t_1 <= 2e+284) {
tmp = t_1;
} else if (t_1 <= ((double) INFINITY)) {
tmp = (y / t) * (z / ((a + 1.0) + (y / (t / b))));
} else {
tmp = (z / b) + ((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(y / Float64(Float64(t * Float64(a + fma(y, Float64(b / t), 1.0))) / z)); elseif (t_1 <= -2e-139) tmp = t_1; elseif (t_1 <= 1e-284) tmp = Float64(Float64(x + Float64(y * Float64(z / t))) / Float64(a + Float64(1.0 + Float64(b / Float64(t / y))))); elseif (t_1 <= 2e+284) tmp = t_1; elseif (t_1 <= Inf) tmp = Float64(Float64(y / t) * Float64(z / Float64(Float64(a + 1.0) + Float64(y / Float64(t / b))))); else tmp = Float64(Float64(z / b) + Float64(Float64(t / y) * Float64(x / b))); end return 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[(y / N[(N[(t * N[(a + N[(y * N[(b / t), $MachinePrecision] + 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / z), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, -2e-139], t$95$1, If[LessEqual[t$95$1, 1e-284], N[(N[(x + N[(y * N[(z / t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(a + N[(1.0 + N[(b / N[(t / y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 2e+284], t$95$1, If[LessEqual[t$95$1, Infinity], N[(N[(y / t), $MachinePrecision] * N[(z / N[(N[(a + 1.0), $MachinePrecision] + N[(y / N[(t / b), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(z / b), $MachinePrecision] + N[(N[(t / y), $MachinePrecision] * N[(x / b), $MachinePrecision]), $MachinePrecision]), $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}{\frac{t \cdot \left(a + \mathsf{fma}\left(y, \frac{b}{t}, 1\right)\right)}{z}}\\
\mathbf{elif}\;t_1 \leq -2 \cdot 10^{-139}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq 10^{-284}:\\
\;\;\;\;\frac{x + y \cdot \frac{z}{t}}{a + \left(1 + \frac{b}{\frac{t}{y}}\right)}\\
\mathbf{elif}\;t_1 \leq 2 \cdot 10^{+284}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq \infty:\\
\;\;\;\;\frac{y}{t} \cdot \frac{z}{\left(a + 1\right) + \frac{y}{\frac{t}{b}}}\\
\mathbf{else}:\\
\;\;\;\;\frac{z}{b} + \frac{t}{y} \cdot \frac{x}{b}\\
\end{array}
| Original | 16.6 |
|---|---|
| Target | 13.0 |
| Herbie | 5.8 |
if (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < -inf.0Initial program 64.0
Simplified42.0
[Start]64.0 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
associate-/l* [=>]42.0 | \[ \frac{x + \color{blue}{\frac{y}{\frac{t}{z}}}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-+l+ [=>]42.0 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
associate-/l* [=>]42.0 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \color{blue}{\frac{y}{\frac{t}{b}}}\right)}
\] |
Taylor expanded in x around 0 38.4
Simplified14.0
[Start]38.4 | \[ \frac{y \cdot z}{t \cdot \left(\frac{y \cdot b}{t} + \left(1 + a\right)\right)}
\] |
|---|---|
associate-/l* [=>]11.9 | \[ \color{blue}{\frac{y}{\frac{t \cdot \left(\frac{y \cdot b}{t} + \left(1 + a\right)\right)}{z}}}
\] |
associate-+r+ [=>]11.9 | \[ \frac{y}{\frac{t \cdot \color{blue}{\left(\left(\frac{y \cdot b}{t} + 1\right) + a\right)}}{z}}
\] |
associate-*r/ [<=]14.0 | \[ \frac{y}{\frac{t \cdot \left(\left(\color{blue}{y \cdot \frac{b}{t}} + 1\right) + a\right)}{z}}
\] |
fma-udef [<=]14.0 | \[ \frac{y}{\frac{t \cdot \left(\color{blue}{\mathsf{fma}\left(y, \frac{b}{t}, 1\right)} + a\right)}{z}}
\] |
+-commutative [<=]14.0 | \[ \frac{y}{\frac{t \cdot \color{blue}{\left(a + \mathsf{fma}\left(y, \frac{b}{t}, 1\right)\right)}}{z}}
\] |
if -inf.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < -2.00000000000000006e-139 or 1.00000000000000004e-284 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < 2.00000000000000016e284Initial program 0.3
if -2.00000000000000006e-139 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < 1.00000000000000004e-284Initial program 20.7
Simplified14.6
[Start]20.7 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
associate-/l* [=>]20.5 | \[ \frac{x + \color{blue}{\frac{y}{\frac{t}{z}}}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-+l+ [=>]20.5 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
*-commutative [=>]20.5 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \frac{\color{blue}{b \cdot y}}{t}\right)}
\] |
associate-/l* [=>]14.6 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \color{blue}{\frac{b}{\frac{t}{y}}}\right)}
\] |
Applied egg-rr14.6
if 2.00000000000000016e284 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < +inf.0Initial program 55.8
Simplified34.6
[Start]55.8 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
+-commutative [=>]55.8 | \[ \frac{\color{blue}{\frac{y \cdot z}{t} + x}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-*l/ [<=]34.6 | \[ \frac{\color{blue}{\frac{y}{t} \cdot z} + x}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
fma-def [=>]34.6 | \[ \frac{\color{blue}{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
+-commutative [=>]34.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{\frac{y \cdot b}{t} + \left(a + 1\right)}}
\] |
associate-+r+ [=>]34.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{\left(\frac{y \cdot b}{t} + a\right) + 1}}
\] |
+-commutative [=>]34.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{1 + \left(\frac{y \cdot b}{t} + a\right)}}
\] |
associate-*l/ [<=]34.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{1 + \left(\color{blue}{\frac{y}{t} \cdot b} + a\right)}
\] |
fma-def [=>]34.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{1 + \color{blue}{\mathsf{fma}\left(\frac{y}{t}, b, a\right)}}
\] |
Taylor expanded in z around inf 43.8
Simplified22.9
[Start]43.8 | \[ \frac{y \cdot z}{t \cdot \left(\frac{y \cdot b}{t} + \left(1 + a\right)\right)}
\] |
|---|---|
times-frac [=>]21.8 | \[ \color{blue}{\frac{y}{t} \cdot \frac{z}{\frac{y \cdot b}{t} + \left(1 + a\right)}}
\] |
+-commutative [=>]21.8 | \[ \frac{y}{t} \cdot \frac{z}{\color{blue}{\left(1 + a\right) + \frac{y \cdot b}{t}}}
\] |
associate-/l* [=>]22.9 | \[ \frac{y}{t} \cdot \frac{z}{\left(1 + a\right) + \color{blue}{\frac{y}{\frac{t}{b}}}}
\] |
if +inf.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) Initial program 64.0
Simplified57.4
[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/ [<=]57.4 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \left(\color{blue}{y \cdot \frac{b}{t}} + 1\right)}
\] |
*-commutative [<=]57.4 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \left(\color{blue}{\frac{b}{t} \cdot y} + 1\right)}
\] |
fma-def [=>]57.4 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \color{blue}{\mathsf{fma}\left(\frac{b}{t}, y, 1\right)}}
\] |
Taylor expanded in t around 0 17.1
Simplified17.1
[Start]17.1 | \[ \frac{z}{b} + \left(\frac{x}{y \cdot b} - \frac{\left(1 + a\right) \cdot z}{y \cdot {b}^{2}}\right) \cdot t
\] |
|---|---|
*-commutative [=>]17.1 | \[ \frac{z}{b} + \color{blue}{t \cdot \left(\frac{x}{y \cdot b} - \frac{\left(1 + a\right) \cdot z}{y \cdot {b}^{2}}\right)}
\] |
*-commutative [=>]17.1 | \[ \frac{z}{b} + t \cdot \left(\frac{x}{y \cdot b} - \frac{\color{blue}{z \cdot \left(1 + a\right)}}{y \cdot {b}^{2}}\right)
\] |
unpow2 [=>]17.1 | \[ \frac{z}{b} + t \cdot \left(\frac{x}{y \cdot b} - \frac{z \cdot \left(1 + a\right)}{y \cdot \color{blue}{\left(b \cdot b\right)}}\right)
\] |
Taylor expanded in x around inf 4.6
Simplified2.9
[Start]4.6 | \[ \frac{z}{b} + \frac{t \cdot x}{y \cdot b}
\] |
|---|---|
times-frac [=>]2.9 | \[ \frac{z}{b} + \color{blue}{\frac{t}{y} \cdot \frac{x}{b}}
\] |
*-commutative [=>]2.9 | \[ \frac{z}{b} + \color{blue}{\frac{x}{b} \cdot \frac{t}{y}}
\] |
Final simplification5.8
| Alternative 1 | |
|---|---|
| Error | 5.9 |
| Cost | 6740 |
| Alternative 2 | |
|---|---|
| Error | 36.5 |
| Cost | 2292 |
| Alternative 3 | |
|---|---|
| Error | 35.7 |
| Cost | 1896 |
| Alternative 4 | |
|---|---|
| Error | 34.3 |
| Cost | 1764 |
| Alternative 5 | |
|---|---|
| Error | 15.1 |
| Cost | 1616 |
| Alternative 6 | |
|---|---|
| Error | 28.3 |
| Cost | 1496 |
| Alternative 7 | |
|---|---|
| Error | 28.3 |
| Cost | 1496 |
| Alternative 8 | |
|---|---|
| Error | 28.4 |
| Cost | 1368 |
| Alternative 9 | |
|---|---|
| Error | 28.9 |
| Cost | 1368 |
| Alternative 10 | |
|---|---|
| Error | 12.3 |
| Cost | 1353 |
| Alternative 11 | |
|---|---|
| Error | 12.3 |
| Cost | 1352 |
| Alternative 12 | |
|---|---|
| Error | 34.6 |
| Cost | 1108 |
| Alternative 13 | |
|---|---|
| Error | 20.5 |
| Cost | 1100 |
| Alternative 14 | |
|---|---|
| Error | 20.5 |
| Cost | 1100 |
| Alternative 15 | |
|---|---|
| Error | 37.6 |
| Cost | 980 |
| Alternative 16 | |
|---|---|
| Error | 37.6 |
| Cost | 852 |
| Alternative 17 | |
|---|---|
| Error | 28.3 |
| Cost | 585 |
| Alternative 18 | |
|---|---|
| Error | 37.3 |
| Cost | 456 |
| Alternative 19 | |
|---|---|
| Error | 51.0 |
| Cost | 64 |
herbie shell --seed 2023073
(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))))