| Alternative 1 | |
|---|---|
| Error | 26.3 |
| Cost | 7376 |
(FPCore (re im) :precision binary64 (* 0.5 (sqrt (* 2.0 (+ (sqrt (+ (* re re) (* im im))) re)))))
(FPCore (re im)
:precision binary64
(let* ((t_0 (* 0.5 (sqrt (* 2.0 (+ (- im) re)))))
(t_1 (* 0.5 (sqrt (* 2.0 (+ (sqrt (+ (* re re) (* im im))) re)))))
(t_2 (* im (sqrt (/ -1.0 re)))))
(if (<= im -5e+26)
t_0
(if (<= im -2.25e-159)
t_1
(if (<= im -5.9e-202)
t_0
(if (<= im -4e-312)
(* 0.5 (- t_2))
(if (<= im 4.6e-234)
(* 0.5 t_2)
(if (<= im 2.6e-127)
(* 0.5 (* 2.0 (sqrt re)))
(if (<= im 3.5e+18)
t_1
(* 0.5 (sqrt (* 2.0 (+ re im)))))))))))))double code(double re, double im) {
return 0.5 * sqrt((2.0 * (sqrt(((re * re) + (im * im))) + re)));
}
double code(double re, double im) {
double t_0 = 0.5 * sqrt((2.0 * (-im + re)));
double t_1 = 0.5 * sqrt((2.0 * (sqrt(((re * re) + (im * im))) + re)));
double t_2 = im * sqrt((-1.0 / re));
double tmp;
if (im <= -5e+26) {
tmp = t_0;
} else if (im <= -2.25e-159) {
tmp = t_1;
} else if (im <= -5.9e-202) {
tmp = t_0;
} else if (im <= -4e-312) {
tmp = 0.5 * -t_2;
} else if (im <= 4.6e-234) {
tmp = 0.5 * t_2;
} else if (im <= 2.6e-127) {
tmp = 0.5 * (2.0 * sqrt(re));
} else if (im <= 3.5e+18) {
tmp = t_1;
} else {
tmp = 0.5 * sqrt((2.0 * (re + im)));
}
return tmp;
}
real(8) function code(re, im)
real(8), intent (in) :: re
real(8), intent (in) :: im
code = 0.5d0 * sqrt((2.0d0 * (sqrt(((re * re) + (im * im))) + re)))
end function
real(8) function code(re, im)
real(8), intent (in) :: re
real(8), intent (in) :: im
real(8) :: t_0
real(8) :: t_1
real(8) :: t_2
real(8) :: tmp
t_0 = 0.5d0 * sqrt((2.0d0 * (-im + re)))
t_1 = 0.5d0 * sqrt((2.0d0 * (sqrt(((re * re) + (im * im))) + re)))
t_2 = im * sqrt(((-1.0d0) / re))
if (im <= (-5d+26)) then
tmp = t_0
else if (im <= (-2.25d-159)) then
tmp = t_1
else if (im <= (-5.9d-202)) then
tmp = t_0
else if (im <= (-4d-312)) then
tmp = 0.5d0 * -t_2
else if (im <= 4.6d-234) then
tmp = 0.5d0 * t_2
else if (im <= 2.6d-127) then
tmp = 0.5d0 * (2.0d0 * sqrt(re))
else if (im <= 3.5d+18) then
tmp = t_1
else
tmp = 0.5d0 * sqrt((2.0d0 * (re + im)))
end if
code = tmp
end function
public static double code(double re, double im) {
return 0.5 * Math.sqrt((2.0 * (Math.sqrt(((re * re) + (im * im))) + re)));
}
public static double code(double re, double im) {
double t_0 = 0.5 * Math.sqrt((2.0 * (-im + re)));
double t_1 = 0.5 * Math.sqrt((2.0 * (Math.sqrt(((re * re) + (im * im))) + re)));
double t_2 = im * Math.sqrt((-1.0 / re));
double tmp;
if (im <= -5e+26) {
tmp = t_0;
} else if (im <= -2.25e-159) {
tmp = t_1;
} else if (im <= -5.9e-202) {
tmp = t_0;
} else if (im <= -4e-312) {
tmp = 0.5 * -t_2;
} else if (im <= 4.6e-234) {
tmp = 0.5 * t_2;
} else if (im <= 2.6e-127) {
tmp = 0.5 * (2.0 * Math.sqrt(re));
} else if (im <= 3.5e+18) {
tmp = t_1;
} else {
tmp = 0.5 * Math.sqrt((2.0 * (re + im)));
}
return tmp;
}
def code(re, im): return 0.5 * math.sqrt((2.0 * (math.sqrt(((re * re) + (im * im))) + re)))
def code(re, im): t_0 = 0.5 * math.sqrt((2.0 * (-im + re))) t_1 = 0.5 * math.sqrt((2.0 * (math.sqrt(((re * re) + (im * im))) + re))) t_2 = im * math.sqrt((-1.0 / re)) tmp = 0 if im <= -5e+26: tmp = t_0 elif im <= -2.25e-159: tmp = t_1 elif im <= -5.9e-202: tmp = t_0 elif im <= -4e-312: tmp = 0.5 * -t_2 elif im <= 4.6e-234: tmp = 0.5 * t_2 elif im <= 2.6e-127: tmp = 0.5 * (2.0 * math.sqrt(re)) elif im <= 3.5e+18: tmp = t_1 else: tmp = 0.5 * math.sqrt((2.0 * (re + im))) return tmp
function code(re, im) return Float64(0.5 * sqrt(Float64(2.0 * Float64(sqrt(Float64(Float64(re * re) + Float64(im * im))) + re)))) end
function code(re, im) t_0 = Float64(0.5 * sqrt(Float64(2.0 * Float64(Float64(-im) + re)))) t_1 = Float64(0.5 * sqrt(Float64(2.0 * Float64(sqrt(Float64(Float64(re * re) + Float64(im * im))) + re)))) t_2 = Float64(im * sqrt(Float64(-1.0 / re))) tmp = 0.0 if (im <= -5e+26) tmp = t_0; elseif (im <= -2.25e-159) tmp = t_1; elseif (im <= -5.9e-202) tmp = t_0; elseif (im <= -4e-312) tmp = Float64(0.5 * Float64(-t_2)); elseif (im <= 4.6e-234) tmp = Float64(0.5 * t_2); elseif (im <= 2.6e-127) tmp = Float64(0.5 * Float64(2.0 * sqrt(re))); elseif (im <= 3.5e+18) tmp = t_1; else tmp = Float64(0.5 * sqrt(Float64(2.0 * Float64(re + im)))); end return tmp end
function tmp = code(re, im) tmp = 0.5 * sqrt((2.0 * (sqrt(((re * re) + (im * im))) + re))); end
function tmp_2 = code(re, im) t_0 = 0.5 * sqrt((2.0 * (-im + re))); t_1 = 0.5 * sqrt((2.0 * (sqrt(((re * re) + (im * im))) + re))); t_2 = im * sqrt((-1.0 / re)); tmp = 0.0; if (im <= -5e+26) tmp = t_0; elseif (im <= -2.25e-159) tmp = t_1; elseif (im <= -5.9e-202) tmp = t_0; elseif (im <= -4e-312) tmp = 0.5 * -t_2; elseif (im <= 4.6e-234) tmp = 0.5 * t_2; elseif (im <= 2.6e-127) tmp = 0.5 * (2.0 * sqrt(re)); elseif (im <= 3.5e+18) tmp = t_1; else tmp = 0.5 * sqrt((2.0 * (re + im))); end tmp_2 = tmp; end
code[re_, im_] := N[(0.5 * N[Sqrt[N[(2.0 * N[(N[Sqrt[N[(N[(re * re), $MachinePrecision] + N[(im * im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] + re), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
code[re_, im_] := Block[{t$95$0 = N[(0.5 * N[Sqrt[N[(2.0 * N[((-im) + re), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[(0.5 * N[Sqrt[N[(2.0 * N[(N[Sqrt[N[(N[(re * re), $MachinePrecision] + N[(im * im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] + re), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(im * N[Sqrt[N[(-1.0 / re), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]}, If[LessEqual[im, -5e+26], t$95$0, If[LessEqual[im, -2.25e-159], t$95$1, If[LessEqual[im, -5.9e-202], t$95$0, If[LessEqual[im, -4e-312], N[(0.5 * (-t$95$2)), $MachinePrecision], If[LessEqual[im, 4.6e-234], N[(0.5 * t$95$2), $MachinePrecision], If[LessEqual[im, 2.6e-127], N[(0.5 * N[(2.0 * N[Sqrt[re], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[im, 3.5e+18], t$95$1, N[(0.5 * N[Sqrt[N[(2.0 * N[(re + im), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]]]]]]]]]]]
0.5 \cdot \sqrt{2 \cdot \left(\sqrt{re \cdot re + im \cdot im} + re\right)}
\begin{array}{l}
t_0 := 0.5 \cdot \sqrt{2 \cdot \left(\left(-im\right) + re\right)}\\
t_1 := 0.5 \cdot \sqrt{2 \cdot \left(\sqrt{re \cdot re + im \cdot im} + re\right)}\\
t_2 := im \cdot \sqrt{\frac{-1}{re}}\\
\mathbf{if}\;im \leq -5 \cdot 10^{+26}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;im \leq -2.25 \cdot 10^{-159}:\\
\;\;\;\;t_1\\
\mathbf{elif}\;im \leq -5.9 \cdot 10^{-202}:\\
\;\;\;\;t_0\\
\mathbf{elif}\;im \leq -4 \cdot 10^{-312}:\\
\;\;\;\;0.5 \cdot \left(-t_2\right)\\
\mathbf{elif}\;im \leq 4.6 \cdot 10^{-234}:\\
\;\;\;\;0.5 \cdot t_2\\
\mathbf{elif}\;im \leq 2.6 \cdot 10^{-127}:\\
\;\;\;\;0.5 \cdot \left(2 \cdot \sqrt{re}\right)\\
\mathbf{elif}\;im \leq 3.5 \cdot 10^{+18}:\\
\;\;\;\;t_1\\
\mathbf{else}:\\
\;\;\;\;0.5 \cdot \sqrt{2 \cdot \left(re + im\right)}\\
\end{array}
Results
| Original | 39.1 |
|---|---|
| Target | 33.7 |
| Herbie | 23.4 |
if im < -5.0000000000000001e26 or -2.24999999999999994e-159 < im < -5.89999999999999999e-202Initial program 44.0
Taylor expanded in im around -inf 17.7
Simplified17.7
[Start]17.7 | \[ 0.5 \cdot \sqrt{2 \cdot \left(-1 \cdot im + re\right)}
\] |
|---|---|
rational.json-simplify-2 [=>]17.7 | \[ 0.5 \cdot \sqrt{2 \cdot \left(\color{blue}{im \cdot -1} + re\right)}
\] |
rational.json-simplify-9 [=>]17.7 | \[ 0.5 \cdot \sqrt{2 \cdot \left(\color{blue}{\left(-im\right)} + re\right)}
\] |
if -5.0000000000000001e26 < im < -2.24999999999999994e-159 or 2.59999999999999991e-127 < im < 3.5e18Initial program 27.5
if -5.89999999999999999e-202 < im < -3.9999999999988e-312Initial program 43.5
Taylor expanded in re around -inf 50.2
Simplified50.2
[Start]50.2 | \[ 0.5 \cdot \sqrt{2 \cdot \left(-0.5 \cdot \frac{{im}^{2}}{re}\right)}
\] |
|---|---|
rational.json-simplify-2 [=>]50.2 | \[ 0.5 \cdot \sqrt{2 \cdot \color{blue}{\left(\frac{{im}^{2}}{re} \cdot -0.5\right)}}
\] |
Taylor expanded in im around -inf 64.0
Simplified32.9
[Start]64.0 | \[ 0.5 \cdot \left(-1 \cdot \left(\left(\sqrt{-1} \cdot im\right) \cdot \sqrt{\frac{1}{re}}\right)\right)
\] |
|---|---|
rational.json-simplify-2 [=>]64.0 | \[ 0.5 \cdot \color{blue}{\left(\left(\left(\sqrt{-1} \cdot im\right) \cdot \sqrt{\frac{1}{re}}\right) \cdot -1\right)}
\] |
rational.json-simplify-9 [=>]64.0 | \[ 0.5 \cdot \color{blue}{\left(-\left(\sqrt{-1} \cdot im\right) \cdot \sqrt{\frac{1}{re}}\right)}
\] |
rational.json-simplify-2 [=>]64.0 | \[ 0.5 \cdot \left(-\color{blue}{\sqrt{\frac{1}{re}} \cdot \left(\sqrt{-1} \cdot im\right)}\right)
\] |
rational.json-simplify-2 [=>]64.0 | \[ 0.5 \cdot \left(-\sqrt{\frac{1}{re}} \cdot \color{blue}{\left(im \cdot \sqrt{-1}\right)}\right)
\] |
rational.json-simplify-43 [=>]64.0 | \[ 0.5 \cdot \left(-\color{blue}{im \cdot \left(\sqrt{-1} \cdot \sqrt{\frac{1}{re}}\right)}\right)
\] |
exponential.json-simplify-20 [=>]32.9 | \[ 0.5 \cdot \left(-im \cdot \color{blue}{\sqrt{\frac{1}{re} \cdot -1}}\right)
\] |
rational.json-simplify-8 [<=]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\color{blue}{-\frac{1}{re}}}\right)
\] |
rational.json-simplify-10 [=>]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\color{blue}{\frac{\frac{1}{re}}{-1}}}\right)
\] |
rational.json-simplify-35 [=>]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\frac{\color{blue}{\frac{1 + 1}{re + re}}}{-1}}\right)
\] |
metadata-eval [=>]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\frac{\frac{\color{blue}{2}}{re + re}}{-1}}\right)
\] |
rational.json-simplify-46 [<=]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\color{blue}{\frac{2}{\left(re + re\right) \cdot -1}}}\right)
\] |
rational.json-simplify-8 [<=]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\frac{2}{\color{blue}{-\left(re + re\right)}}}\right)
\] |
rational.json-simplify-10 [=>]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\frac{2}{\color{blue}{\frac{re + re}{-1}}}}\right)
\] |
rational.json-simplify-61 [=>]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\color{blue}{\frac{-1}{\frac{re + re}{2}}}}\right)
\] |
metadata-eval [<=]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\frac{-1}{\frac{re + re}{\color{blue}{1 + 1}}}}\right)
\] |
rational.json-simplify-35 [<=]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\frac{-1}{\color{blue}{\frac{re}{1}}}}\right)
\] |
rational.json-simplify-7 [=>]32.9 | \[ 0.5 \cdot \left(-im \cdot \sqrt{\frac{-1}{\color{blue}{re}}}\right)
\] |
if -3.9999999999988e-312 < im < 4.59999999999999981e-234Initial program 42.0
Taylor expanded in re around -inf 49.4
Simplified49.4
[Start]49.4 | \[ 0.5 \cdot \sqrt{2 \cdot \left(-0.5 \cdot \frac{{im}^{2}}{re}\right)}
\] |
|---|---|
rational.json-simplify-2 [=>]49.4 | \[ 0.5 \cdot \sqrt{2 \cdot \color{blue}{\left(\frac{{im}^{2}}{re} \cdot -0.5\right)}}
\] |
Taylor expanded in im around 0 64.0
Simplified32.7
[Start]64.0 | \[ 0.5 \cdot \left(\left(\sqrt{-1} \cdot im\right) \cdot \sqrt{\frac{1}{re}}\right)
\] |
|---|---|
rational.json-simplify-2 [=>]64.0 | \[ 0.5 \cdot \color{blue}{\left(\sqrt{\frac{1}{re}} \cdot \left(\sqrt{-1} \cdot im\right)\right)}
\] |
rational.json-simplify-2 [=>]64.0 | \[ 0.5 \cdot \left(\sqrt{\frac{1}{re}} \cdot \color{blue}{\left(im \cdot \sqrt{-1}\right)}\right)
\] |
rational.json-simplify-43 [=>]64.0 | \[ 0.5 \cdot \color{blue}{\left(im \cdot \left(\sqrt{-1} \cdot \sqrt{\frac{1}{re}}\right)\right)}
\] |
exponential.json-simplify-20 [=>]32.7 | \[ 0.5 \cdot \left(im \cdot \color{blue}{\sqrt{\frac{1}{re} \cdot -1}}\right)
\] |
rational.json-simplify-8 [<=]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\color{blue}{-\frac{1}{re}}}\right)
\] |
rational.json-simplify-10 [=>]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\color{blue}{\frac{\frac{1}{re}}{-1}}}\right)
\] |
rational.json-simplify-35 [=>]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\frac{\color{blue}{\frac{1 + 1}{re + re}}}{-1}}\right)
\] |
metadata-eval [=>]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\frac{\frac{\color{blue}{2}}{re + re}}{-1}}\right)
\] |
rational.json-simplify-46 [<=]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\color{blue}{\frac{2}{\left(re + re\right) \cdot -1}}}\right)
\] |
rational.json-simplify-8 [<=]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\frac{2}{\color{blue}{-\left(re + re\right)}}}\right)
\] |
rational.json-simplify-10 [=>]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\frac{2}{\color{blue}{\frac{re + re}{-1}}}}\right)
\] |
rational.json-simplify-61 [=>]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\color{blue}{\frac{-1}{\frac{re + re}{2}}}}\right)
\] |
metadata-eval [<=]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\frac{-1}{\frac{re + re}{\color{blue}{1 + 1}}}}\right)
\] |
rational.json-simplify-35 [<=]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\frac{-1}{\color{blue}{\frac{re}{1}}}}\right)
\] |
rational.json-simplify-7 [=>]32.7 | \[ 0.5 \cdot \left(im \cdot \sqrt{\frac{-1}{\color{blue}{re}}}\right)
\] |
if 4.59999999999999981e-234 < im < 2.59999999999999991e-127Initial program 42.0
Taylor expanded in im around 0 39.9
Simplified39.5
[Start]39.9 | \[ 0.5 \cdot \left({\left(\sqrt{2}\right)}^{2} \cdot \sqrt{re}\right)
\] |
|---|---|
exponential.json-simplify-24 [=>]39.5 | \[ 0.5 \cdot \left(\color{blue}{\sqrt{{2}^{2}}} \cdot \sqrt{re}\right)
\] |
metadata-eval [=>]39.5 | \[ 0.5 \cdot \left(\sqrt{\color{blue}{4}} \cdot \sqrt{re}\right)
\] |
metadata-eval [=>]39.5 | \[ 0.5 \cdot \left(\color{blue}{2} \cdot \sqrt{re}\right)
\] |
if 3.5e18 < im Initial program 43.5
Taylor expanded in re around 0 13.6
Final simplification23.4
| Alternative 1 | |
|---|---|
| Error | 26.3 |
| Cost | 7376 |
| Alternative 2 | |
|---|---|
| Error | 31.8 |
| Cost | 7112 |
| Alternative 3 | |
|---|---|
| Error | 37.2 |
| Cost | 6852 |
| Alternative 4 | |
|---|---|
| Error | 47.2 |
| Cost | 6720 |
herbie shell --seed 2023074
(FPCore (re im)
:name "math.sqrt on complex, real part"
:precision binary64
:herbie-target
(if (< re 0.0) (* 0.5 (* (sqrt 2.0) (sqrt (/ (* im im) (- (sqrt (+ (* re re) (* im im))) re))))) (* 0.5 (sqrt (* 2.0 (+ (sqrt (+ (* re re) (* im im))) re)))))
(* 0.5 (sqrt (* 2.0 (+ (sqrt (+ (* re re) (* im im))) re)))))