use itertools::izip;
pub const INPUT_SIZE: usize = 90;
pub fn predict(input: &[usize; INPUT_SIZE / 2]) -> f64 {
let input = [input.map(|x| x as f64), input.map(|x| 2f64.powi(x.try_into().unwrap()))].concat();
assert_eq!(input.len(), INPUT_SIZE);
izip!(input, &PARAMS.mean, &PARAMS.std, &PARAMS.coefs)
.filter_map(|(x, &mu, &sigma, &b)| {
let term = ((x - mu) / sigma) * b;
(term.is_finite()).then_some(term)
})
.sum::<f64>() +
PARAMS.intercept
}
pub(crate) struct Params<const N: usize> {
pub mean: [f64; N],
pub std: [f64; N],
pub coefs: [f64; N],
pub intercept: f64,
}
pub(crate) const APPROX_CYCLES_PER_RAW_GAS: f64 = 1492.48790519;
pub(crate) const OVERHEAD: f64 = 377.91;
pub(crate) const PARAMS: Params<INPUT_SIZE> = Params {
mean: [
18.089651214691067,
19.678314098067972,
0.11241471657208442,
0.16610342408977874,
0.062232991136899826,
0.011222342664031116,
0.0,
0.031562838742587515,
0.0569406363578397,
0.0,
0.006121277816744246,
0.011222342664031116,
0.6116814385002869,
0.001721609385959319,
0.001721609385959319,
0.003443218771918638,
0.010903526111075687,
0.15162915258560225,
0.0013390295224128036,
0.19243767136389722,
0.01428298157240324,
0.007970413823885737,
0.1613211757954473,
0.03806669642287828,
0.04941656570809157,
0.0,
9.641012561372186,
1.4723586048587642,
1.0083529936874323,
18.061276541478033,
15.332780717974877,
15.034878530893325,
14.99993623668941,
14.744691704393292,
16.50385768029076,
16.791111394503602,
15.498055219026972,
15.669706051138174,
15.498055219026972,
9.641012561372186,
0.4207740865905758,
0.4554613275521265,
17.33469361729261,
18.035579927309826,
16.0,
1760253.5841356884,
879919.9418478607,
2362.2419180003826,
3814.029458649493,
57.131926289612956,
0.24740164509341325,
0.0,
32.10814257476248,
63.138940253777974,
0.0,
6.529363004527195,
11.36109162787732,
4650.620417012051,
0.04182873174775234,
0.04182873174775234,
1.1222342664031117,
8.977874131224894,
174.20595549320922,
0.2938213352037238,
223.04304023464897,
14.626793343110375,
8.879933686156985,
183.1731173882548,
43.22438308997003,
56.56060702671683,
0.0,
100716.7302174329,
1308.8087738315373,
139.72836829688197,
1736541.027099407,
218485.02250844863,
197054.86960402984,
195811.41771344768,
125595.17031180259,
528768.7100682268,
719863.315947204,
220031.69801696105,
264880.5866224574,
220031.69801696105,
100716.7302174329,
19282.057769559397,
20781.134221768792,
232823.74341643817,
420282.39699037175,
65536.0,
],
std: [
7.185413671836201,
0.46712319834301286,
1.4009591465489877,
1.7234389168013917,
0.9078311550888719,
0.28028197283188055,
0.0,
0.6528048750279013,
0.8848138901535522,
0.0,
0.2900518918023526,
0.39054247474530956,
3.1605546029505063,
0.1109204895643801,
0.1109204895643801,
0.17491293070613714,
0.3717307275305748,
1.4448439987248158,
0.11977041322017902,
1.628611880329645,
0.4403311411615897,
0.332706091017571,
1.487602220465997,
0.7265329778062745,
0.827178998034296,
0.0,
7.7031288622862295,
4.171258628965202,
3.016944070486259,
7.1776454513877095,
6.128937332017502,
6.091545457668784,
6.11845596595018,
5.867991073305711,
6.575759417105061,
6.718066392276557,
6.157338372334372,
6.237795978054523,
6.157338372334372,
7.7031288622862295,
2.8233763331197115,
2.9482090283749764,
2.824955436744104,
1.3705752314257833,
0.0,
735923.7117484236,
244907.08741286155,
34387.232579135845,
44001.17975936472,
931.0176877827087,
7.299847191884916,
0.0,
707.0905282561331,
1007.8719922209924,
0.0,
322.0638731384559,
420.2981751386446,
24212.64466805616,
3.06868970266315,
3.0686897026631508,
130.95479074750463,
364.16036192502884,
1677.3902701498555,
32.960577558293856,
1894.6271880562967,
471.48531986642644,
375.6739237065551,
1717.8999743698937,
837.3998649318718,
959.8721375170222,
0.0,
126262.11739428798,
4071.8389662509753,
2597.7131723637035,
747210.0471075532,
152005.96006062094,
180299.8406433669,
178147.76116959084,
77231.11374370914,
311690.07023261784,
469676.19828735146,
91990.46396855295,
148255.62145062396,
91990.46396855295,
126262.11739428798,
139452.50223671072,
143959.0439953704,
66446.14564968774,
441190.2675070037,
0.0,
],
coefs: [
3.4394572520867,
22.525353362109566,
-10.090338675914923,
-10.10478008699825,
-1.4724570107647257,
3.268324430205281,
0.0,
-4.630982448196246,
-2.3839809326136208,
0.0,
0.10502160606864373,
0.0856185165715647,
32.134427548430736,
2.0896409658630755,
2.236213326613024,
1.479742466919948,
2.2987161438333197,
-16.942603394377294,
0.8940640171716817,
-17.905414393423165,
-8.58390581695243,
1.0236036364907473,
-11.854508171720484,
-8.937984281732463,
-5.3365117073997865,
0.0,
2.4752168865407764,
-4.114874576581509,
4.472360532623255,
22.100415865174114,
-22.851107896214632,
-48.73613010064169,
7.6038168534918436,
-27.53739648101547,
15.088373131176843,
16.799183486787612,
4.430796431293198,
3.1608769958082332,
4.430796431293227,
2.4752168865401623,
2.0637965495240937,
-16.758389148094604,
11.766633261229908,
14.76686666257791,
0.0,
9.047673994631104,
22.52535336203551,
13.880959450302843,
36.75178380770243,
5.066167744942424,
-1.827788082137982,
0.0,
8.636144115638078,
4.913217602034882,
0.0,
1.5656015454530208,
3.8725979844371627,
101.35956896607317,
-1.141731729918445,
-1.0464056339756196,
0.1912834042267063,
1.2297738648015317,
-13.732828954545042,
-0.4566061857605234,
-12.41481732206419,
3.2404864241329854,
-2.7037077040734583,
-14.412650057316052,
-2.3942039301877327,
-2.9683124256459905,
0.0,
19.360142370373566,
33.49009014354251,
-0.4213681660329782,
72.15776588470177,
5.876110877345936,
36.23803488104994,
45.47410837729692,
40.959535771363434,
40.457739810022204,
106.6265086543955,
9.047673994635485,
19.543107324297306,
9.047673994635506,
19.3601423703737,
53.995150201829865,
60.515898660880275,
88.22315498928933,
296.047004079781,
0.0,
],
intercept: 1549.6995043609004,
};