CSES - Datatähti 2024 alku - Results
Submission details
Task:Säähavainnot
Sender:DualRed
Submission time:2023-10-31 18:18:27 +0200
Language:C++ (C++20)
Status:READY
Result:53
Feedback
groupverdictscore
#1ACCEPTED52.5
Test results
testverdicttimescore
#1ACCEPTED0.02 s6.5details
#2ACCEPTED0.02 s7.5details
#3ACCEPTED0.02 s7.38details
#4ACCEPTED0.02 s6.75details
#5ACCEPTED0.02 s6.25details
#6ACCEPTED0.02 s6.25details
#7ACCEPTED0.02 s5.38details
#8ACCEPTED0.02 s6.5details

Code

#include <bits/stdc++.h>
using namespace std;
typedef long long ll;
typedef vector<double> vd;

vector<int> layerSizes = {24, 80, 30, 12};
vector<vector<vector<double>>> layerWeights =
{
{
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{-0.16995023599361714, 0.15110476514092572, 0.066218274635239605, 0.11595705846653047, 0.083011001521573966, 0.032129008452709544, -0.1745103587015279, 0.17778453057015867, 0.066334963939510827, 0.15892776225937894, -0.086986185872424598, 0.031408524135849568},
{0.010844977163744831, -0.012982549126152284, -0.040996910367718166, -0.01378618428617453, -0.030043051186998595, 0.074121253215311031, 0.075567437598970902, -0.18196898311756127, -0.16929460902494373, -0.050359939344078092, -0.04441438570829305, -0.17295629200071247},
{-0.17976320572984889, -0.16428610073706845, -0.1287027499689575, 0.048469320249336839, 0.06593191443516358, -0.12353418229258176, -0.023136366958959209, -0.17185508017540266, -0.10163272595955523, -0.016405242908755398, -0.097637896011137357, 0.095794442939806754},
{-0.15816685173984163, 0.098664750355619946, 0.12618638941565846, 0.11856272214143083, 0.12284317133116052, 0.13153582623569382, 0.091911530648296866, -0.0037786638077802795, 0.055729645627229929, -0.094777737479666196, -0.011137575291985608, -0.15433933713387524},
{0.068199751808572753, -0.13679722307903636, 0.16629179151502871, 0.073835428597547451, 0.1200271735092244, 0.020753493498258769, 0.071451923928056341, 0.087255390277155773, -0.046934073376384326, -0.028635428136741109, 0.17426279721778298, 0.1553717445544831},
{0.15717318524557314, 0.068814146312535934, -0.12847688420496631, 0.16592886194340659, -0.15272783091881523, -0.067184620865975611, 0.092697568485331561, 0.013242751707056058, -0.097242115856909159, -0.076766433192386185, -0.17007037393413219, -0.025397528747505501},
{0.0098329993500960045, 0.047302568188561808, -0.033313693197896337, -0.076930845346200358, 0.047312945094948974, 0.010424353486413797, -0.18102087276184481, -0.13784099337245942, -0.12198601613516886, -0.10356113572159378, -0.17102133260349917, 0.1209575813316746},
{0.056203258409371223, 0.082308824265893338, 0.023697647528703441, 0.0052707948478970318, -0.10459791978484642, 0.032176553896993053, -0.15339266559217837, -0.11382558513931305, -0.12423892238425124, 0.010019339843981036, 0.033443282448991835, 0.037112819290710586},
{0.073464417976715893, 0.14188651124291068, -0.0041938936554658532, -0.031392359462496744, -0.040596013732360409, -0.025250816100494195, 0.14726477047900569, 0.041672747719201444, 0.059151666833681942, 0.13278355923214161, -0.062228997874405258, 0.007060740663557297},
{0.095741187360595809, -0.070721268081261238, 0.16836813990694646, 0.13750235918424544, 0.16342035071636263, -0.047386664135202435, 0.090074488986564477, -0.13659002266473574, 0.16400900109902686, 0.077252413365502634, 0.013338237934716789, -0.12363214918449804},
{-0.16524259605992939, 0.0048468707366513515, -0.10963316987334969, 0.083891991405730323, -0.084270861218111115, -0.019401814589972345, -0.18025852807944115, 0.1657877659339449, 0.044199617351537608, -0.042787537334508748, -0.035207209205431612, 0.027152535798969892},
{-0.062719992626329699, 0.12633460337641136, 0.047202421969695221, 0.078741447500549802, -0.078859254603828366, -0.04095824785932152, 0.0067473659654906934, 0.12345726309604514, -0.17602177363128518, -0.014692559275791254, 0.17049129951175607, 0.011475625803154295},
{0.093627871490455331, 0.12470205394708951, 0.055230057393787481, 0.075416092204618868, 0.10365291659244584, -0.15399650286949018, 0.016074821772365432, -0.087995575289486441, 0.08101606656646318, 0.10784752519739646, 0.1341972215029075, 0.06099777663133131},
{-0.049171365050873619, -0.030893518410780512, 0.1106666110150477, -0.17560262570709767, -0.07954542374054778, -0.08985487830069662, -0.10376571281782568, -0.027628632160371695, -0.16296776640342325, -0.18139520186391231, -0.12838966982794239, 0.017795974954801636},
{0.17620245129907142, -0.011714920650403325, -0.0086058887796767909, 0.0091241104677913243, -0.17844208418050195, 0.064352624901830857, 0.046323222853649419, 0.14529773593359879, 0.0070016704664676004, 0.06013585864444948, 0.050946705296914384, 0.061332306422733823},
{0.092512470678439512, -0.11745811521166784, -0.10835765714986394, -0.15876874937226779, 0.17645276474266125, 0.083475971777220298, 0.076432801195633268, 0.09516398045067144, -0.15870945115313301, -0.11435543477287022, 0.15771295837493837, 0.026138272662187732},
{-0.15603305407984353, 0.026164637452537165, 0.1466704240849093, -0.0040373873275835002, 0.11674746246504693, 0.16240076925287286, -0.080227141963422399, -0.017581444989795983, 0.17424157570089896, -0.13363001146262835, 0.11517026750630135, -0.021429383707086646},
{0.14047518165698805, -0.17050466127410319, -0.1307154372882158, 0.066474939680793765, -0.037192665553215501, 0.16072484665428149, -0.046771969355636316, 0.060433317149123818, -0.062419885524482285, 0.16287245001486381, 0.026585182993419304, 0.00083061339048706609},
{-0.023219271732755221, -0.00055498205088918065, -0.032749048967188041, 0.15213318856589414, -0.11798660730557593, -0.014447397346271058, -0.069316503039912922, -0.10605285117795257, 0.08883108812747946, 0.038706201063991599, 0.16258241208910079, -0.17101484860596802},
{-0.0081312097069808267, 0.090663657297171948, 0.14081887475925661, 0.14241468591125736, -0.12497890241308224, 0.058918696907519691, -0.14467277657824895, 0.017152785050031451, -0.11999530003657342, -0.055688169110795577, -0.12582506076096353, 0.0080564379423760796},
{-0.082192400820153777, 0.14267715514640852, -0.12334764880959175, -0.13174735867589879, -0.088669469858162459, 0.038574165847205459, 0.10073725286601652, -0.11831747209870919, 0.1605650150063323, 0.0035266861616368409, -0.057104321013748516, -0.16977226387420991},
{-0.12177435281262874, 0.12489520763554503, -0.049171234450032311, 0.17868991998629946, -0.14546146290099832, -0.12765810200442529, -0.16238922555538282, -0.024863579708361058, -0.089476877807362451, 0.12208314319246266, -0.14732339236819886, -0.14343739426865132},
{0.14520354558465076, -0.10488831672644798, -0.1332392201036933, -0.0197094579092916, 0.049191853679562129, -0.057029764097937592, -0.12405042526758621, 0.068434095304063122, -0.13735100795988361, -0.06228179186101003, -0.17439302255173914, 0.01892543062180831},
{-0.16045922025489762, -0.1349488835662635, -0.016319472389856524, 0.0053528770484874569, 0.10763471722493602, 0.0083281994116633749, -0.074117046018815302, 0.12276527760529858, -0.1241200798766154, 0.048113144903437037, 0.13031273329208082, 0.040571841606552146}
}
};

vector<vector<double>> layerBiases =
{
{0.014616096724876895, -0.0087293593045055656, -0.009516814214247226, -0.039312711286985935, -0.013692795610435616, 0.030417656316322855, 0.032987566278088479, 0.033546949578472325, 0.029031203554566728, 0.044078423816550714, -0.049659661612719473, 0.011358198342246365, -0.012434168651328521, -0.021389244562513607, -0.0092218505769236982, 0.015214122449197291, -0.024031363291631035, -0.00036750963907277064, 0.015877270107332704, 0.028649983950639606, 0.037624540018871895, 0.011531954121738516, -0.031004409805687739, 0.020207935941706924, -0.040736593919287863, 0.010996209231944767, -0.040828466045137901, 0.023520553454554925, 0.0057209906479599908, -0.019374728883983641, 0.019051468407500362, -0.0046461866458849125, 0.0084373712517575705, -0.014871385900611152, -0.04633746682546204, 0.0045405467319761415, -0.009452724316175767, -0.0039333598903141531, -0.019100788359788241, 0.020724145102863425, -0.015277822227011933, 0.0045265678109620818, 0.003350356925965641, 0.0078560849324390124, 0.011545584911391852, 0.0041409861063409908, -0.0080974798923735842, 0.0038231164061371236, 0.0044619853795925457, 0.03460256172153698, 0.037537492058856092, 0.0095616494661883988, 0.0064704981224403563, -0.028934804836752349, -0.041410535763657053, 0.016852633978039502, -0.01412497964135776, -0.0083956391250061824, 0.02048055365386061, 0.0077163447752248817, -0.020726732290623114, -0.01905451419586902, -0.019627906149381917, -0.0055228830013892465, 0.0027051736095264731, -0.018256944885361569, -0.023585401767447611, 0.0052811548727650232, 0.004356800936851749, 0.0042055219213704663, -0.57052191802135332, -0.0095340932977498651, 0.018681990624804194, 0.011033667551717842, -0.016377422187064082, -0.0093228088486807612, 0.017413997508067113, 0.035147973695139147, -0.011356678007209263, 0.02741177951120256},
{0.0017718196288582138, 0.01297642274942452, -0.1292549605578274, -0.0093400590562515897, 0.0038263931323394961, -0.022670478424022797, 0.003664158446084375, -0.047465098133750321, -0.009225049604357962, 0.0037917684491181451, 0.0055741929424342421, -0.015042269628582799, -0.031300345771785067, -0.04691350153967247, 0.043815592587528672, 0.028194930131597865, -0.01789975637235449, -0.0034538019350800115, 0.0027962400860192752, -0.048508072499694917, 0.057022118910635002, 0.011388504146837265, 0.046728627971423679, 0.063650304578182479, -0.062134771082994998, 0.011477169470168752, -0.014893270162309777, -0.023481531604050008, -0.19152299250917626, -0.02465220233164641},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};

double activation_function(double weightedInput){
    if(weightedInput > 1) return 0.1*weightedInput + 0.9;
    else if(weightedInput < -1) return 0.1*weightedInput - 0.9;
    else return weightedInput;
    //return ((double)2 / (1+exp(-2*weightedInput))) - 1;
}

double to_celcius(double val){
    return val * 40.0;
}

double from_celcius(double val){
    return val / 40.0;
}

class Layer{
public:
    int nodesIn;
    int nodesOut;
    vector<vector<double>> weights;
    vector<double> biases;

    Layer(){}
    Layer(int _nodesIn, int _nodesOut, vector<vector<double>> we, vector<double> bi){
        nodesIn = _nodesIn;
        nodesOut = _nodesOut;
        weights = we;
        biases = bi;
    }

    vector<double> calculate_outputs(vector<double> inputs){
        vector<double> outputs(nodesOut);
        for(int outI = 0; outI < nodesOut; outI++){
            double weight = biases[outI];
            for(int inI = 0; inI < nodesIn; inI++) weight += inputs[inI] * weights[inI][outI];
            outputs[outI] = activation_function(weight);
        }
        return outputs;
    }
};

int main()
{
    ios_base::sync_with_stdio(false);
    cin.tie(NULL);

    vector<Layer> layers((int)layerSizes.size()-1);
    for(int i = 0; i < (int)layers.size(); i++) layers[i] = Layer(layerSizes[i], layerSizes[i+1], layerWeights[i], layerBiases[i]);

    int n; cin >> n;
    for(int i = 0; i < n; i++){
        vector<double> inputs(24);
        for(int i = 0; i < 24; i++){
            double x; cin >> x;
            inputs[i] = from_celcius(x);
        }
        for(Layer& layer : layers) inputs = layer.calculate_outputs(inputs);
        for(int i = 0; i < 12; i++) cout << to_celcius(inputs[i]) << " ";
        cout << "\n";
    }
}

/*
1
-16.7 -16.3 -16 -15.8 -15.6 -15.9 -15.7 -16.3 -16.4 -16 -15.9 -15.8 -15.9 -15.7 -14.2 -13.7 -14.2 -14.5 -14.3 -14.6 -14.3 -13.8 -12.9 -11.8
-10.9 -10.2 -10.3 -10.3 -10.1 -10.3 -10 -8.5 -8.4 -6.7 -5.4 -3.8
*/
/*
1
2 2 2.2 1.7 1.7 2.1 2.3 2.2 1.9 1.3 0.7 -0.1 -0.7 -0.3 -1 -1 0.1 1.8 1.8 0.9 1.4 0.9 0.8 0.1
-0.2 -0.1 0.1 -0.1 0 0.1 0.2 0.9 1.3 1.1 0.9 1.2
*/

Test details

Test 1

Verdict: ACCEPTED

input
1000
-0.4 -0.1 -0.2 -0.3 -0.4 -0.5 ...

correct output
0.4 0.4 0.5 0.8 0.9 1.1 1.3 1....

user output
0.340222 0.256468 0.166546 -0....
Truncated

Test 2

Verdict: ACCEPTED

input
1000
2.9 2.9 2.9 2.1 2.6 2 2 2.2 2....

correct output
2.3 1.6 1.5 1.1 1 0.7 0.6 0.8 ...

user output
2.68567 2.59373 2.52139 2.3029...
Truncated

Test 3

Verdict: ACCEPTED

input
1000
6.6 6 6.4 6 4.6 4.6 4.2 4.3 4....

correct output
10 10.9 10.3 10.1 9.1 7.3 5.7 ...

user output
10.1326 10.2186 9.95861 9.5249...
Truncated

Test 4

Verdict: ACCEPTED

input
1000
19.4 20.2 19.1 18.9 18.3 17.3 ...

correct output
18 18.2 17 17.5 17.2 16.2 12 8...

user output
17.4713 17.813 17.4882 17.1471...
Truncated

Test 5

Verdict: ACCEPTED

input
1000
-5.7 -5.8 -5.8 -5.9 -7.1 -6.9 ...

correct output
-4.2 -4.1 -4 -3.8 -3.5 -3.2 -3...

user output
-4.33015 -4.54585 -4.64035 -4....
Truncated

Test 6

Verdict: ACCEPTED

input
1000
14.8 14.8 15.4 12.9 11.8 9.7 9...

correct output
11.8 11 11.6 10.8 10.4 10.4 10...

user output
12.9104 13.0652 12.8169 12.298...
Truncated

Test 7

Verdict: ACCEPTED

input
1000
0.7 1 2 1.4 0.6 -0.4 -0.9 -0.7...

correct output
-1.3 -0.5 -0.6 -1 -3.2 -7.2 -6...

user output
-1.56391 -1.66032 -1.69073 -1....
Truncated

Test 8

Verdict: ACCEPTED

input
1000
15.1 15.3 14.9 14.4 14.4 13.7 ...

correct output
15.6 15.9 16 15.2 14.6 14.4 13...

user output
15.0433 15.2927 15.0051 14.660...
Truncated