├── .gitattributes ├── .gitignore ├── .idea ├── .name ├── compiler.xml ├── copyright │ └── profiles_settings.xml ├── encodings.xml ├── libraries │ └── jblas_1_2_4.xml ├── misc.xml ├── modules.xml ├── scopes │ └── scope_settings.xml ├── uiDesigner.xml ├── vcs.xml └── workspace.xml ├── LSTM.iml ├── README.md ├── out └── production │ └── LSTM │ ├── AbstractLayer.class │ ├── ActivationFunction.class │ ├── DenseLayer.class │ ├── LSTMLayer.class │ ├── Main.class │ ├── SimpleLSTMPropagator.class │ ├── Utils.class │ ├── situation0 │ ├── 0_param_0.txt │ ├── 0_param_1.txt │ ├── 0_param_10.txt │ ├── 0_param_11.txt │ ├── 0_param_2.txt │ ├── 0_param_3.txt │ ├── 0_param_4.txt │ ├── 0_param_5.txt │ ├── 0_param_6.txt │ ├── 0_param_7.txt │ ├── 0_param_8.txt │ ├── 0_param_9.txt │ ├── 1_param_0.txt │ ├── 1_param_1.txt │ ├── 1_param_10.txt │ ├── 1_param_11.txt │ ├── 1_param_2.txt │ ├── 1_param_3.txt │ ├── 1_param_4.txt │ ├── 1_param_5.txt │ ├── 1_param_6.txt │ ├── 1_param_7.txt │ ├── 1_param_8.txt │ ├── 1_param_9.txt │ ├── 2_param_0.txt │ └── 2_param_1.txt │ ├── situation1 │ ├── 0_param_0.txt │ ├── 0_param_1.txt │ ├── 0_param_10.txt │ ├── 0_param_11.txt │ ├── 0_param_2.txt │ ├── 0_param_3.txt │ ├── 0_param_4.txt │ ├── 0_param_5.txt │ ├── 0_param_6.txt │ ├── 0_param_7.txt │ ├── 0_param_8.txt │ ├── 0_param_9.txt │ ├── 1_param_0.txt │ ├── 1_param_1.txt │ ├── 1_param_10.txt │ ├── 1_param_11.txt │ ├── 1_param_2.txt │ ├── 1_param_3.txt │ ├── 1_param_4.txt │ ├── 1_param_5.txt │ ├── 1_param_6.txt │ ├── 1_param_7.txt │ ├── 1_param_8.txt │ ├── 1_param_9.txt │ ├── 2_param_0.txt │ └── 2_param_1.txt │ ├── situation2 │ ├── 0_param_0.txt │ ├── 0_param_1.txt │ ├── 0_param_10.txt │ ├── 0_param_11.txt │ ├── 0_param_2.txt │ ├── 0_param_3.txt │ ├── 0_param_4.txt │ ├── 0_param_5.txt │ ├── 0_param_6.txt │ ├── 0_param_7.txt │ ├── 0_param_8.txt │ ├── 0_param_9.txt │ ├── 1_param_0.txt │ ├── 1_param_1.txt │ ├── 1_param_10.txt │ ├── 1_param_11.txt │ ├── 1_param_2.txt │ ├── 1_param_3.txt │ ├── 1_param_4.txt │ ├── 1_param_5.txt │ ├── 1_param_6.txt │ ├── 1_param_7.txt │ ├── 1_param_8.txt │ ├── 1_param_9.txt │ ├── 2_param_0.txt │ └── 2_param_1.txt │ ├── situation3 │ ├── 0_param_0.txt │ ├── 0_param_1.txt │ ├── 0_param_10.txt │ ├── 0_param_11.txt │ ├── 0_param_2.txt │ ├── 0_param_3.txt │ ├── 0_param_4.txt │ ├── 0_param_5.txt │ ├── 0_param_6.txt │ ├── 0_param_7.txt │ ├── 0_param_8.txt │ ├── 0_param_9.txt │ ├── 1_param_0.txt │ ├── 1_param_1.txt │ ├── 1_param_10.txt │ ├── 1_param_11.txt │ ├── 1_param_2.txt │ ├── 1_param_3.txt │ ├── 1_param_4.txt │ ├── 1_param_5.txt │ ├── 1_param_6.txt │ ├── 1_param_7.txt │ ├── 1_param_8.txt │ ├── 1_param_9.txt │ ├── 2_param_0.txt │ └── 2_param_1.txt │ ├── situation4 │ ├── 0_param_0.txt │ ├── 0_param_1.txt │ ├── 0_param_10.txt │ ├── 0_param_11.txt │ ├── 0_param_2.txt │ ├── 0_param_3.txt │ ├── 0_param_4.txt │ ├── 0_param_5.txt │ ├── 0_param_6.txt │ ├── 0_param_7.txt │ ├── 0_param_8.txt │ ├── 0_param_9.txt │ ├── 1_param_0.txt │ ├── 1_param_1.txt │ ├── 1_param_10.txt │ ├── 1_param_11.txt │ ├── 1_param_2.txt │ ├── 1_param_3.txt │ ├── 1_param_4.txt │ ├── 1_param_5.txt │ ├── 1_param_6.txt │ ├── 1_param_7.txt │ ├── 1_param_8.txt │ ├── 1_param_9.txt │ ├── 2_param_0.txt │ └── 2_param_1.txt │ └── situation5 │ ├── 0_param_0.txt │ ├── 0_param_1.txt │ ├── 0_param_10.txt │ ├── 0_param_11.txt │ ├── 0_param_2.txt │ ├── 0_param_3.txt │ ├── 0_param_4.txt │ ├── 0_param_5.txt │ ├── 0_param_6.txt │ ├── 0_param_7.txt │ ├── 0_param_8.txt │ ├── 0_param_9.txt │ ├── 1_param_0.txt │ ├── 1_param_1.txt │ ├── 1_param_10.txt │ ├── 1_param_11.txt │ ├── 1_param_2.txt │ ├── 1_param_3.txt │ ├── 1_param_4.txt │ ├── 1_param_5.txt │ ├── 1_param_6.txt │ ├── 1_param_7.txt │ ├── 1_param_8.txt │ ├── 1_param_9.txt │ ├── 2_param_0.txt │ └── 2_param_1.txt └── src ├── AbstractLayer.java ├── ActivationFunction.java ├── DenseLayer.java ├── LSTMLayer.java ├── Main.java ├── SimpleLSTMPropagator.java ├── Utils.java └── weights ├── 0_param_0.txt ├── 0_param_1.txt ├── 0_param_10.txt ├── 0_param_11.txt ├── 0_param_2.txt ├── 0_param_3.txt ├── 0_param_4.txt ├── 0_param_5.txt ├── 0_param_6.txt ├── 0_param_7.txt ├── 0_param_8.txt ├── 0_param_9.txt ├── 1_param_0.txt ├── 1_param_1.txt ├── 1_param_10.txt ├── 1_param_11.txt ├── 1_param_2.txt ├── 1_param_3.txt ├── 1_param_4.txt ├── 1_param_5.txt ├── 1_param_6.txt ├── 1_param_7.txt ├── 1_param_8.txt ├── 1_param_9.txt ├── 2_param_0.txt └── 2_param_1.txt /.gitattributes: -------------------------------------------------------------------------------- 1 | # Auto detect text files and perform LF normalization 2 | * text=auto 3 | 4 | # Custom for Visual Studio 5 | *.cs diff=csharp 6 | 7 | # Standard to msysgit 8 | *.doc diff=astextplain 9 | *.DOC diff=astextplain 10 | *.docx diff=astextplain 11 | *.DOCX diff=astextplain 12 | *.dot diff=astextplain 13 | *.DOT diff=astextplain 14 | *.pdf diff=astextplain 15 | *.PDF diff=astextplain 16 | *.rtf diff=astextplain 17 | *.RTF diff=astextplain 18 | 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Folder 46 | Temporary Items 47 | .apdisk 48 | -------------------------------------------------------------------------------- /.idea/.name: -------------------------------------------------------------------------------- 1 | LSTM -------------------------------------------------------------------------------- /.idea/compiler.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 22 | -------------------------------------------------------------------------------- /.idea/copyright/profiles_settings.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | -------------------------------------------------------------------------------- /.idea/encodings.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | -------------------------------------------------------------------------------- /.idea/libraries/jblas_1_2_4.xml: 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4 | -2.131360769271850586e-02 5 | 3.736519515514373779e-01 6 | 2.058913707733154297e-01 7 | 4.113920778036117554e-02 8 | 3.154604434967041016e-01 9 | 4.641195833683013916e-01 10 | 6.329976320266723633e-01 11 | -9.587162137031555176e-01 12 | -1.822225600481033325e-01 13 | -2.368024140596389771e-01 14 | 8.046501874923706055e-01 15 | -5.052634477615356445e-01 16 | -------------------------------------------------------------------------------- /out/production/LSTM/situation0/0_param_2.txt: -------------------------------------------------------------------------------- 1 | 8.441784381866455078e-01 2 | 3.820270001888275146e-01 3 | -3.112218081951141357e-01 4 | -1.464474350214004517e-01 5 | 7.906489372253417969e-01 6 | 1.098341271281242371e-01 7 | -2.217133045196533203e-01 8 | 1.470448821783065796e-01 9 | 5.748839974403381348e-01 10 | 1.183228015899658203e+00 11 | -4.463471174240112305e-01 12 | -2.644663453102111816e-01 13 | 1.629977226257324219e-01 14 | 8.549571037292480469e-01 15 | 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-------------------------------------------------------------------------------- /out/production/LSTM/situation1/0_param_11.txt: -------------------------------------------------------------------------------- 1 | 1.314419865608215332e+00 2 | -3.670675456523895264e-01 3 | 9.263896346092224121e-01 4 | 6.474144458770751953e-01 5 | 7.257204651832580566e-01 6 | 3.561742603778839111e-01 7 | -1.073136702179908752e-01 8 | 5.511059761047363281e-01 9 | 4.387611746788024902e-01 10 | 6.243298202753067017e-02 11 | 1.438294649124145508e-01 12 | 1.333168894052505493e-01 13 | 3.650583624839782715e-01 14 | 1.256104230880737305e+00 15 | -------------------------------------------------------------------------------- /out/production/LSTM/situation1/0_param_2.txt: -------------------------------------------------------------------------------- 1 | 9.596859216690063477e-01 2 | 4.026146233081817627e-01 3 | 6.030229926109313965e-01 4 | 1.008308172225952148e+00 5 | 8.784003257751464844e-01 6 | 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1.659742295742034912e-01 -5.486440062522888184e-01 8.951361291110515594e-03 2.065887600183486938e-01 3.260004520416259766e-01 9 | -1.348416358232498169e-01 6.827492117881774902e-01 2.238158732652664185e-01 5.194662809371948242e-01 3.559094294905662537e-02 5.410666465759277344e-01 1.293443560600280762e+00 5.631677508354187012e-01 4.517427384853363037e-01 1.612563431262969971e-01 2.120219469070434570e-01 4.263584613800048828e-01 2.347491830587387085e-01 1.806757301092147827e-01 10 | 4.339594542980194092e-01 4.422503709793090820e-02 3.226101994514465332e-01 -2.293638288974761963e-01 1.300361901521682739e-01 3.316316604614257812e-01 5.898187160491943359e-01 -3.363395035266876221e-01 2.092041820287704468e-01 7.169555425643920898e-01 1.269051432609558105e-01 5.688239634037017822e-02 -1.903385967016220093e-01 1.723254173994064331e-01 11 | 1.878371834754943848e-01 1.687852293252944946e-01 -4.827145338058471680e-01 1.461896747350692749e-01 2.816315889358520508e-01 3.047081828117370605e-01 -1.904502324759960175e-02 -2.998751103878021240e-01 -4.647723734378814697e-01 -3.973089754581451416e-01 7.855794429779052734e-01 -1.739846169948577881e-01 -3.087927103042602539e-01 4.950767755508422852e-01 12 | -7.271213829517364502e-02 -6.949675679206848145e-01 -1.800008118152618408e-02 -1.594157218933105469e-01 -2.990549802780151367e-01 3.268830776214599609e-01 -3.990603685379028320e-01 -3.028842806816101074e-01 -2.522765696048736572e-01 -3.572792708873748779e-01 -1.171905994415283203e-01 -5.579344630241394043e-01 1.579851210117340088e-01 -8.789710402488708496e-01 13 | -2.321179024875164032e-02 2.127334475517272949e-01 -3.075412213802337646e-01 9.261471033096313477e-02 -4.260785579681396484e-01 -1.612900793552398682e-01 -1.012157797813415527e+00 -4.211764931678771973e-01 9.135458618402481079e-02 -9.633436053991317749e-02 3.573497235774993896e-01 -1.872866749763488770e-01 6.027463674545288086e-01 -4.476764705032110214e-03 14 | -5.704572796821594238e-01 4.035357534885406494e-01 5.082749724388122559e-01 -1.345742493867874146e-02 6.441643834114074707e-01 -2.138363271951675415e-01 9.246985316276550293e-01 -2.284306138753890991e-01 -7.468043267726898193e-02 7.473976165056228638e-02 4.685599505901336670e-01 3.089420795440673828e-01 1.003636792302131653e-01 9.370617568492889404e-02 15 | -------------------------------------------------------------------------------- /out/production/LSTM/situation5/1_param_8.txt: -------------------------------------------------------------------------------- 1 | 9.192714691162109375e-01 2 | 3.642425835132598877e-01 3 | 6.585710644721984863e-01 4 | 9.999098777770996094e-01 5 | 4.897812604904174805e-01 6 | 8.136647343635559082e-01 7 | 1.638399958610534668e-01 8 | 6.214292049407958984e-01 9 | 6.372917890548706055e-01 10 | 8.120012879371643066e-01 11 | 6.840295791625976562e-01 12 | 6.391571760177612305e-01 13 | 9.043315052986145020e-01 14 | 6.039952635765075684e-01 15 | -------------------------------------------------------------------------------- /out/production/LSTM/situation5/2_param_0.txt: -------------------------------------------------------------------------------- 1 | -7.386417984962463379e-01 8.272291421890258789e-01 -5.985984206199645996e-01 2 | 1.498827636241912842e-01 -1.690741032361984253e-01 1.340614914894104004e+00 3 | -1.219888448715209961e+00 -2.899084985256195068e-01 1.306565850973129272e-01 4 | -6.596754193305969238e-01 5.385960936546325684e-01 4.749222695827484131e-01 5 | -1.019557476043701172e+00 3.886133134365081787e-01 1.053548336029052734e+00 6 | -5.444118380546569824e-01 1.378437727689743042e-01 6.756692528724670410e-01 7 | -3.005898892879486084e-01 -2.385393381118774414e-01 2.110844850540161133e-01 8 | 2.357881784439086914e+00 -5.905785560607910156e-01 -1.329948067665100098e+00 9 | 3.291040062904357910e-01 -9.758346676826477051e-01 2.222725301980972290e-01 10 | 5.416164174675941467e-02 7.332274913787841797e-01 -9.187176227569580078e-01 11 | -4.074829220771789551e-01 -6.238202452659606934e-01 1.342902660369873047e+00 12 | 3.264911845326423645e-02 8.282737731933593750e-01 -7.467101216316223145e-01 13 | -5.522564053535461426e-01 2.603990584611892700e-02 7.916936278343200684e-01 14 | -7.412961125373840332e-02 -3.492886424064636230e-01 1.128099560737609863e+00 15 | -------------------------------------------------------------------------------- /out/production/LSTM/situation5/2_param_1.txt: -------------------------------------------------------------------------------- 1 | 3.809750974178314209e-01 2 | -4.197251200675964355e-01 3 | 4.033780694007873535e-01 4 | -------------------------------------------------------------------------------- /src/AbstractLayer.java: -------------------------------------------------------------------------------- 1 | import org.jblas.DoubleMatrix; 2 | 3 | /** 4 | * Created by Alex on 23.06.2016. 5 | */ 6 | public interface AbstractLayer { 7 | 8 | public DoubleMatrix forwardStep(DoubleMatrix X); 9 | 10 | public void setRealSize(int realSize); 11 | 12 | 13 | 14 | } 15 | -------------------------------------------------------------------------------- /src/ActivationFunction.java: -------------------------------------------------------------------------------- 1 | /** 2 | * Created by Alex on 09.06.2016. 3 | * Class for activation functions used for forward propagation 4 | */ 5 | 6 | import org.jblas.DoubleMatrix; 7 | import org.jblas.MatrixFunctions; 8 | 9 | 10 | public class ActivationFunction { 11 | 12 | public static DoubleMatrix tanh(DoubleMatrix X) { 13 | return MatrixFunctions.tanh(X); 14 | } 15 | 16 | public static DoubleMatrix softmax(DoubleMatrix X) { 17 | X = X.transpose(); 18 | DoubleMatrix expM = MatrixFunctions.exp(X); 19 | for (int i = 0; i < X.rows; i++) { 20 | DoubleMatrix expMi = expM.getRow(i); 21 | expM.putRow(i, expMi.div(expMi.sum())); 22 | } 23 | return expM; 24 | } 25 | 26 | public static DoubleMatrix hardSigmoid(DoubleMatrix X) { 27 | double slope = 0.2; 28 | double shift = 0.5; 29 | X = X.mul(slope).add(shift); 30 | DoubleMatrix clippedX = new DoubleMatrix(X.rows, X.columns); 31 | for (int i = 0; i < X.length; i++) { 32 | if (X.get(i) > 1) { 33 | clippedX.put(i, 1); 34 | } else if (X.get(i) < 0) { 35 | clippedX.put(i, 0); 36 | } else { 37 | clippedX.put(i, X.get(i)); 38 | } 39 | } 40 | return clippedX; 41 | } 42 | } 43 | 44 | -------------------------------------------------------------------------------- /src/DenseLayer.java: -------------------------------------------------------------------------------- 1 | import org.jblas.DoubleMatrix; 2 | 3 | import java.io.IOException; 4 | 5 | /** 6 | * Created by Alex on 23.06.2016. 7 | */ 8 | public class DenseLayer implements AbstractLayer { 9 | 10 | private DoubleMatrix W_dense; 11 | private DoubleMatrix b_dense; 12 | 13 | private int realSize; 14 | 15 | public DenseLayer(String path) throws IOException { 16 | 17 | this.W_dense = Utils.loadMatrixFromFile(path + "2_param_0.txt"); 18 | this.b_dense = Utils.loadMatrixFromFile(path + "2_param_1.txt"); 19 | } 20 | 21 | public DoubleMatrix forwardStep(DoubleMatrix X) { 22 | return ActivationFunction.softmax(this.W_dense.transpose().mmul(X).addColumnVector(this.b_dense)); 23 | } 24 | 25 | @Override 26 | public void setRealSize(int realSize) { 27 | 28 | } 29 | 30 | } 31 | -------------------------------------------------------------------------------- /src/Main.java: -------------------------------------------------------------------------------- 1 | /** 2 | * Created by Alex on 09.06.2016. 3 | */ 4 | 5 | import org.jblas.DoubleMatrix; 6 | 7 | import java.io.*; 8 | 9 | public class Main { 10 | 11 | public static void main(String[] args) throws IOException { 12 | 13 | double[][] x = new double[][]{{0.0,3.0,0.0,0.0,0.4849019607843267,0.14588235294117696,0.0147,0.0,0.5,0.52,2.0}, 14 | {1.0,3.0,0.0,1.0,0.34590000000000004,0.0855,0.0147,0.0,0.0,0.467,0.0}, 15 | {1.0,3.0,0.0,1.0,0.34590000000000004,0.0855,0.0147,0.0,0.0,0.467,0.0}}; 16 | 17 | DoubleMatrix X = new DoubleMatrix(x); 18 | 19 | SimpleLSTMPropagator propagator = new SimpleLSTMPropagator("C:\\Users\\Alex\\IdeaProjects\\LSTM\\src\\situation0\\", 2); 20 | DoubleMatrix prediction = propagator.forward_propagate_full(X); 21 | System.out.println(prediction); 22 | 23 | } 24 | } 25 | -------------------------------------------------------------------------------- /src/SimpleLSTMPropagator.java: -------------------------------------------------------------------------------- 1 | import org.jblas.DoubleMatrix; 2 | 3 | import java.io.IOException; 4 | import java.util.ArrayList; 5 | 6 | /** 7 | * Created by Alex on 19.06.2016. 8 | */ 9 | public class SimpleLSTMPropagator { 10 | 11 | private ArrayList layers = new ArrayList(); 12 | 13 | public SimpleLSTMPropagator(String path, int numLSTMLayers) throws IOException { 14 | 15 | for (int i = 0; i < numLSTMLayers; i++) { 16 | boolean returnSequence = i == 0; 17 | layers.add(new LSTMLayer(path, i, returnSequence)); 18 | } 19 | layers.add(new DenseLayer(path)); 20 | } 21 | 22 | public DoubleMatrix forward_propagate_full(DoubleMatrix X) throws IOException { 23 | int realSize = X.rows; 24 | DoubleMatrix intermediateResult = X; 25 | for (AbstractLayer layer: layers) { 26 | layer.setRealSize(realSize); 27 | intermediateResult = layer.forwardStep(intermediateResult); 28 | } 29 | 30 | return intermediateResult; 31 | } 32 | 33 | 34 | } 35 | -------------------------------------------------------------------------------- /src/Utils.java: -------------------------------------------------------------------------------- 1 | import org.jblas.DoubleMatrix; 2 | 3 | import java.io.BufferedReader; 4 | import java.io.FileInputStream; 5 | import java.io.IOException; 6 | import java.io.InputStreamReader; 7 | import java.util.ArrayList; 8 | 9 | /** 10 | * Created by Alex on 23.06.2016. 11 | */ 12 | public class Utils { 13 | 14 | public static DoubleMatrix loadMatrixFromFile(String filePath) throws IOException { 15 | FileInputStream fstream = new FileInputStream(filePath); 16 | BufferedReader br = new BufferedReader(new InputStreamReader(fstream)); 17 | ArrayList loadedArrays = new ArrayList(); 18 | 19 | String strLine; 20 | while ((strLine = br.readLine()) != null) { 21 | ArrayList row = new ArrayList(); 22 | String[] a = strLine.split(" "); 23 | for (String s : a) { 24 | row.add(Double.parseDouble(s)); 25 | } 26 | loadedArrays.add(row); 27 | } 28 | br.close(); 29 | 30 | int columns = loadedArrays.get(0).size(); 31 | int rows = loadedArrays.size(); 32 | double[][] target = new double[rows][columns]; 33 | 34 | for (int i = 0; i < loadedArrays.size(); i++) { 35 | for (int j = 0; j < target[i].length; j++) { 36 | target[i][j] = (Double) loadedArrays.get(i).get(j); 37 | } 38 | } 39 | return new DoubleMatrix(target); 40 | } 41 | 42 | 43 | } 44 | -------------------------------------------------------------------------------- /src/weights/0_param_0.txt: -------------------------------------------------------------------------------- 1 | 1.118575707077980042e-01 6.875121593475341797e-01 -6.481686234474182129e-01 -1.580208778381347656e+00 4.655661880970001221e-01 5.263564586639404297e-01 8.121936023235321045e-02 -3.387819603085517883e-02 3.302907645702362061e-01 5.148626565933227539e-01 -5.716431140899658203e-01 2.599978260695934296e-02 -1.588541269302368164e-01 1.211983323097229004e+00 -6.513738632202148438e-01 2 | 1.268655180931091309e+00 1.090177416801452637e+00 -6.311176419258117676e-01 8.216288685798645020e-01 1.140728950500488281e+00 3.476660326123237610e-02 -2.964634299278259277e-01 6.338547468185424805e-01 2.069550007581710815e-01 6.914558261632919312e-02 5.417211651802062988e-01 -6.232641935348510742e-01 3.696721494197845459e-01 9.704418778419494629e-01 6.123470664024353027e-01 3 | 7.183151245117187500e-01 1.814715862274169922e+00 1.212812900543212891e+00 4.261949658393859863e-01 1.073336005210876465e+00 -1.088959693908691406e+00 -1.370032191276550293e+00 -6.958024501800537109e-01 2.574809789657592773e-01 -9.219391345977783203e-01 6.310562491416931152e-01 6.883738636970520020e-01 2.523300886154174805e+00 2.447747945785522461e+00 -2.184241533279418945e+00 4 | 7.477340102195739746e-01 1.884460806846618652e+00 -1.628766655921936035e-01 -5.344524383544921875e-01 3.952720165252685547e+00 8.146792054176330566e-01 2.872117608785629272e-02 5.681731104850769043e-01 -5.434262566268444061e-03 -1.258690476417541504e+00 1.392123460769653320e+00 7.325934767723083496e-01 1.508209109306335449e+00 -8.565591573715209961e-01 -1.013355493545532227e+00 5 | -1.554820656776428223e+00 6.602240204811096191e-01 -9.285104274749755859e-02 -1.672111630439758301e+00 -6.465708017349243164e-01 4.037476181983947754e-01 -4.998387992382049561e-01 -1.823305934667587280e-01 3.770503997802734375e-01 2.013528794050216675e-01 2.570256590843200684e-01 -1.247856616973876953e+00 -4.916657805442810059e-01 -1.832704663276672363e+00 -3.334649205207824707e-01 6 | 7.132971286773681641e-01 1.881468743085861206e-01 -7.619068771600723267e-02 2.381820529699325562e-01 8.021268993616104126e-02 -2.898875474929809570e-01 -1.287273019552230835e-01 -5.345669984817504883e-01 2.238227277994155884e-01 5.848966836929321289e-01 1.544133067131042480e+00 7.510452270507812500e-01 5.980337858200073242e-01 2.083221524953842163e-01 6.118629127740859985e-02 7 | 3.333753108978271484e+00 -2.380985260009765625e+00 1.342316389083862305e+00 3.136012315750122070e+00 1.715175986289978027e+00 1.550724953413009644e-01 -2.586372494697570801e-01 -1.986811518669128418e+00 -1.241828203201293945e+00 -6.586055755615234375e-01 3.025880813598632812e+00 3.305255651473999023e+00 1.205835342407226562e+00 1.895396709442138672e+00 3.593774735927581787e-01 8 | -1.027024030685424805e+00 3.551586866378784180e-01 -1.057045698165893555e+00 1.634353876113891602e+00 2.893831014633178711e+00 1.554037451744079590e+00 1.846868991851806641e+00 1.608006507158279419e-01 9.391172230243682861e-02 -2.871467769145965576e-01 1.133841991424560547e+00 1.454116553068161011e-01 1.232760474085807800e-01 3.109433054924011230e-01 2.136445760726928711e+00 9 | 1.930009484291076660e+00 -3.022092580795288086e+00 -1.138219356536865234e+01 1.964191079139709473e+00 -1.198522090911865234e+00 2.709025144577026367e+00 1.406863689422607422e+00 -1.340430498123168945e+00 4.683650016784667969e+00 3.614036798477172852e+00 1.519515514373779297e+00 7.710241317749023438e+00 -5.406925678253173828e-01 -4.761507511138916016e+00 9.299679756164550781e+00 10 | 1.116996526718139648e+00 4.310407042503356934e-01 1.949717640876770020e+00 -1.742726378142833710e-02 8.251324892044067383e-01 -1.411624431610107422e+00 -8.363755345344543457e-01 9.294865727424621582e-01 -5.861854553222656250e-01 -2.120172500610351562e+00 -5.537462607026100159e-02 -5.757384002208709717e-02 2.188506603240966797e+00 -2.170466423034667969e+00 4.383617043495178223e-01 11 | -1.564868927001953125e+00 3.868556499481201172e+00 1.589538931846618652e+00 -8.070931434631347656e-01 -5.375916361808776855e-01 -7.620532512664794922e-01 1.402067244052886963e-01 2.837838888168334961e+00 -5.342712402343750000e-01 9.252460002899169922e-01 -8.410716652870178223e-01 9.868627786636352539e-01 1.839813947677612305e+00 -2.047978162765502930e+00 2.330002784729003906e+00 12 | -------------------------------------------------------------------------------- /src/weights/0_param_11.txt: -------------------------------------------------------------------------------- 1 | -9.633529931306838989e-02 2 | -1.708190441131591797e-01 3 | -8.145298808813095093e-02 4 | -2.131360769271850586e-02 5 | 3.736519515514373779e-01 6 | 2.058913707733154297e-01 7 | 4.113920778036117554e-02 8 | 3.154604434967041016e-01 9 | 4.641195833683013916e-01 10 | 6.329976320266723633e-01 11 | -9.587162137031555176e-01 12 | -1.822225600481033325e-01 13 | -2.368024140596389771e-01 14 | 8.046501874923706055e-01 15 | -5.052634477615356445e-01 16 | -------------------------------------------------------------------------------- /src/weights/0_param_2.txt: -------------------------------------------------------------------------------- 1 | 8.441784381866455078e-01 2 | 3.820270001888275146e-01 3 | -3.112218081951141357e-01 4 | -1.464474350214004517e-01 5 | 7.906489372253417969e-01 6 | 1.098341271281242371e-01 7 | -2.217133045196533203e-01 8 | 1.470448821783065796e-01 9 | 5.748839974403381348e-01 10 | 1.183228015899658203e+00 11 | -4.463471174240112305e-01 12 | -2.644663453102111816e-01 13 | 1.629977226257324219e-01 14 | 8.549571037292480469e-01 15 | -1.627952605485916138e-02 16 | -------------------------------------------------------------------------------- /src/weights/0_param_3.txt: -------------------------------------------------------------------------------- 1 | 4.554909765720367432e-01 -1.218192100524902344e+00 1.055843472480773926e+00 -7.402568459510803223e-01 6.748611927032470703e-01 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| 1.417082428932189941e+00 10 | 2.656517922878265381e-01 11 | -3.571668267250061035e-01 12 | -2.984747104346752167e-02 13 | -1.366881728172302246e+00 14 | 1.329722762107849121e+00 15 | 1.431022882461547852e+00 16 | -------------------------------------------------------------------------------- /src/weights/1_param_2.txt: -------------------------------------------------------------------------------- 1 | -7.865898609161376953e-01 2 | -7.286167740821838379e-01 3 | 8.524037003517150879e-01 4 | -9.714033007621765137e-01 5 | 1.902431488037109375e+00 6 | -6.379403471946716309e-01 7 | 1.645317673683166504e+00 8 | -6.286025643348693848e-01 9 | 1.247202634811401367e+00 10 | 2.895877361297607422e-01 11 | 1.282874345779418945e+00 12 | -9.679106473922729492e-01 13 | -1.065009593963623047e+00 14 | 7.484693527221679688e-01 15 | 1.153876900672912598e+00 16 | -------------------------------------------------------------------------------- /src/weights/1_param_5.txt: -------------------------------------------------------------------------------- 1 | -2.123547494411468506e-01 2 | 1.153074204921722412e-01 3 | 1.313420683145523071e-01 4 | 2.018853873014450073e-01 5 | -7.397859692573547363e-01 6 | 4.296100884675979614e-02 7 | 2.046178728342056274e-01 8 | -7.030769586563110352e-01 9 | -3.677885234355926514e-01 10 | -1.091422677040100098e+00 11 | -4.537584781646728516e-01 12 | -4.847830832004547119e-01 13 | -5.038462281227111816e-01 14 | 5.966751575469970703e-01 15 | 4.025184512138366699e-01 16 | -------------------------------------------------------------------------------- /src/weights/1_param_8.txt: -------------------------------------------------------------------------------- 1 | 1.096917867660522461e+00 2 | 8.153896331787109375e-01 3 | 5.691679716110229492e-01 4 | 4.243946447968482971e-02 5 | -3.492367565631866455e-01 6 | -3.931270837783813477e-01 7 | 2.441183924674987793e-01 8 | 8.329652547836303711e-01 9 | -2.209137380123138428e-01 10 | 6.796276569366455078e-01 11 | 5.337872505187988281e-01 12 | 8.332558870315551758e-01 13 | 1.454886555671691895e+00 14 | 4.431568384170532227e-01 15 | 8.706289529800415039e-02 16 | -------------------------------------------------------------------------------- /src/weights/2_param_0.txt: -------------------------------------------------------------------------------- 1 | -2.854348719120025635e-01 2.325595468282699585e-01 -1.182745695114135742e+00 2 | -1.263772010803222656e+00 9.008105993270874023e-01 -1.995725750923156738e+00 3 | 3.236063718795776367e+00 1.702847838401794434e+00 -8.045945763587951660e-01 4 | -1.353278875350952148e+00 1.110857129096984863e-01 -1.358900308609008789e+00 5 | 9.331347793340682983e-02 -2.089114859700202942e-02 8.498022556304931641e-01 6 | -2.218169450759887695e+00 -6.582326889038085938e-01 2.336890697479248047e+00 7 | 9.582625031471252441e-01 -1.204111456871032715e+00 -2.019327402114868164e+00 8 | -7.054798603057861328e-01 -8.180567622184753418e-01 -5.011527538299560547e-01 9 | -1.514276504516601562e+00 -8.474181890487670898e-01 -6.056229025125503540e-02 10 | 5.511655211448669434e-01 -9.807720780372619629e-01 2.866372764110565186e-01 11 | 6.844882369041442871e-01 -1.812136530876159668e+00 8.658870458602905273e-01 12 | -2.955353021621704102e+00 -5.269450545310974121e-01 1.203375697135925293e+00 13 | -1.867509722709655762e+00 -1.530167579650878906e+00 1.249110698699951172e+00 14 | -3.118672609329223633e+00 -5.120385289192199707e-01 4.542732536792755127e-01 15 | 1.082504391670227051e+00 -1.511551022529602051e+00 -2.580762505531311035e-01 16 | -------------------------------------------------------------------------------- /src/weights/2_param_1.txt: -------------------------------------------------------------------------------- 1 | 1.426839351654052734e+00 2 | 1.252844214439392090e+00 3 | 3.959388136863708496e-01 4 | --------------------------------------------------------------------------------