| Alternative 1 | |
|---|---|
| Error | 6.8 |
| Cost | 5712 |
(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 -5e-324)
t_1
(if (<= t_1 0.0)
(* (/ t y) (/ (+ x (/ y (/ t z))) b))
(if (<= t_1 4e+282) t_1 (/ 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 tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = y / ((t * (a + fma(y, (b / t), 1.0))) / z);
} else if (t_1 <= -5e-324) {
tmp = t_1;
} else if (t_1 <= 0.0) {
tmp = (t / y) * ((x + (y / (t / z))) / b);
} else if (t_1 <= 4e+282) {
tmp = t_1;
} 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))) 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 <= -5e-324) tmp = t_1; elseif (t_1 <= 0.0) tmp = Float64(Float64(t / y) * Float64(Float64(x + Float64(y / Float64(t / z))) / b)); elseif (t_1 <= 4e+282) tmp = t_1; else tmp = Float64(z / 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, -5e-324], t$95$1, If[LessEqual[t$95$1, 0.0], N[(N[(t / y), $MachinePrecision] * N[(N[(x + N[(y / N[(t / z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / b), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$1, 4e+282], t$95$1, 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)}\\
\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 -5 \cdot 10^{-324}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;t_1 \leq 0:\\
\;\;\;\;\frac{t}{y} \cdot \frac{x + \frac{y}{\frac{t}{z}}}{b}\\
\mathbf{elif}\;t_1 \leq 4 \cdot 10^{+282}:\\
\;\;\;\;t_1\\
\mathbf{else}:\\
\;\;\;\;\frac{z}{b}\\
\end{array}
| Original | 16.5 |
|---|---|
| Target | 13.4 |
| Herbie | 6.7 |
if (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < -inf.0Initial program 64.0
Simplified39.7
[Start]64.0 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
associate-/l* [=>]39.7 | \[ \frac{x + \color{blue}{\frac{y}{\frac{t}{z}}}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-+l+ [=>]39.7 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
associate-/l* [=>]39.7 | \[ \frac{x + \frac{y}{\frac{t}{z}}}{a + \left(1 + \color{blue}{\frac{y}{\frac{t}{b}}}\right)}
\] |
Taylor expanded in x around 0 36.8
Simplified16.3
[Start]36.8 | \[ \frac{y \cdot z}{t \cdot \left(\frac{y \cdot b}{t} + \left(1 + a\right)\right)}
\] |
|---|---|
associate-/l* [=>]14.5 | \[ \color{blue}{\frac{y}{\frac{t \cdot \left(\frac{y \cdot b}{t} + \left(1 + a\right)\right)}{z}}}
\] |
associate-+r+ [=>]14.5 | \[ \frac{y}{\frac{t \cdot \color{blue}{\left(\left(\frac{y \cdot b}{t} + 1\right) + a\right)}}{z}}
\] |
associate-*r/ [<=]16.3 | \[ \frac{y}{\frac{t \cdot \left(\left(\color{blue}{y \cdot \frac{b}{t}} + 1\right) + a\right)}{z}}
\] |
fma-udef [<=]16.3 | \[ \frac{y}{\frac{t \cdot \left(\color{blue}{\mathsf{fma}\left(y, \frac{b}{t}, 1\right)} + a\right)}{z}}
\] |
+-commutative [<=]16.3 | \[ \frac{y}{\frac{t \cdot \color{blue}{\left(a + \mathsf{fma}\left(y, \frac{b}{t}, 1\right)\right)}}{z}}
\] |
if -inf.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < -4.94066e-324 or -0.0 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < 4.00000000000000013e282Initial program 0.5
if -4.94066e-324 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) < -0.0Initial program 29.5
Simplified20.1
[Start]29.5 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
+-commutative [=>]29.5 | \[ \frac{\color{blue}{\frac{y \cdot z}{t} + x}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-*r/ [<=]29.3 | \[ \frac{\color{blue}{y \cdot \frac{z}{t}} + x}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
*-commutative [<=]29.3 | \[ \frac{\color{blue}{\frac{z}{t} \cdot y} + x}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
fma-def [=>]29.3 | \[ \frac{\color{blue}{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-+l+ [=>]29.3 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{\color{blue}{a + \left(1 + \frac{y \cdot b}{t}\right)}}
\] |
+-commutative [=>]29.3 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \color{blue}{\left(\frac{y \cdot b}{t} + 1\right)}}
\] |
associate-*r/ [<=]20.1 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \left(\color{blue}{y \cdot \frac{b}{t}} + 1\right)}
\] |
*-commutative [<=]20.1 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \left(\color{blue}{\frac{b}{t} \cdot y} + 1\right)}
\] |
fma-def [=>]20.1 | \[ \frac{\mathsf{fma}\left(\frac{z}{t}, y, x\right)}{a + \color{blue}{\mathsf{fma}\left(\frac{b}{t}, y, 1\right)}}
\] |
Taylor expanded in b around inf 31.5
Simplified21.5
[Start]31.5 | \[ \frac{t \cdot \left(\frac{y \cdot z}{t} + x\right)}{y \cdot b}
\] |
|---|---|
times-frac [=>]20.6 | \[ \color{blue}{\frac{t}{y} \cdot \frac{\frac{y \cdot z}{t} + x}{b}}
\] |
+-commutative [=>]20.6 | \[ \frac{t}{y} \cdot \frac{\color{blue}{x + \frac{y \cdot z}{t}}}{b}
\] |
associate-/l* [=>]21.5 | \[ \frac{t}{y} \cdot \frac{x + \color{blue}{\frac{y}{\frac{t}{z}}}}{b}
\] |
if 4.00000000000000013e282 < (/.f64 (+.f64 x (/.f64 (*.f64 y z) t)) (+.f64 (+.f64 a 1) (/.f64 (*.f64 y b) t))) Initial program 61.0
Simplified49.6
[Start]61.0 | \[ \frac{x + \frac{y \cdot z}{t}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
|---|---|
+-commutative [=>]61.0 | \[ \frac{\color{blue}{\frac{y \cdot z}{t} + x}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
associate-*l/ [<=]54.3 | \[ \frac{\color{blue}{\frac{y}{t} \cdot z} + x}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
fma-def [=>]54.3 | \[ \frac{\color{blue}{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}}{\left(a + 1\right) + \frac{y \cdot b}{t}}
\] |
+-commutative [=>]54.3 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{\frac{y \cdot b}{t} + \left(a + 1\right)}}
\] |
associate-+r+ [=>]54.3 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{\left(\frac{y \cdot b}{t} + a\right) + 1}}
\] |
+-commutative [=>]54.3 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{\color{blue}{1 + \left(\frac{y \cdot b}{t} + a\right)}}
\] |
associate-*l/ [<=]49.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{1 + \left(\color{blue}{\frac{y}{t} \cdot b} + a\right)}
\] |
fma-def [=>]49.6 | \[ \frac{\mathsf{fma}\left(\frac{y}{t}, z, x\right)}{1 + \color{blue}{\mathsf{fma}\left(\frac{y}{t}, b, a\right)}}
\] |
Taylor expanded in y around inf 14.9
Final simplification6.7
| Alternative 1 | |
|---|---|
| Error | 6.8 |
| Cost | 5712 |
| Alternative 2 | |
|---|---|
| Error | 28.8 |
| Cost | 2160 |
| Alternative 3 | |
|---|---|
| Error | 26.4 |
| Cost | 1628 |
| Alternative 4 | |
|---|---|
| Error | 21.5 |
| Cost | 1364 |
| Alternative 5 | |
|---|---|
| Error | 21.3 |
| Cost | 1364 |
| Alternative 6 | |
|---|---|
| Error | 14.2 |
| Cost | 1353 |
| Alternative 7 | |
|---|---|
| Error | 12.2 |
| Cost | 1353 |
| Alternative 8 | |
|---|---|
| Error | 12.1 |
| Cost | 1352 |
| Alternative 9 | |
|---|---|
| Error | 37.4 |
| Cost | 1249 |
| Alternative 10 | |
|---|---|
| Error | 37.4 |
| Cost | 1249 |
| Alternative 11 | |
|---|---|
| Error | 29.4 |
| Cost | 1236 |
| Alternative 12 | |
|---|---|
| Error | 22.9 |
| Cost | 1233 |
| Alternative 13 | |
|---|---|
| Error | 22.9 |
| Cost | 1232 |
| Alternative 14 | |
|---|---|
| Error | 22.9 |
| Cost | 1232 |
| Alternative 15 | |
|---|---|
| Error | 29.3 |
| Cost | 850 |
| Alternative 16 | |
|---|---|
| Error | 36.4 |
| Cost | 456 |
| Alternative 17 | |
|---|---|
| Error | 50.6 |
| Cost | 64 |
herbie shell --seed 2022364
(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))))