index
int64
repo_id
string
file_path
string
content
string
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/hex/NeuralNet.java
package hex; import static hex.NeuralNet.ExecutionMode.*; import hex.Layer.*; import water.*; import water.H2O.H2OCountedCompleter; import water.Job.ValidatedJob; import water.api.DocGen; import water.api.NeuralNetProgressPage; import water.api.RequestServer; import water.fvec.*; import water.util.*; import java.util...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/hex/OneHot.java
package hex; import water.MRTask2; import water.Key; import water.fvec.*; import java.util.Arrays; import java.util.ArrayList; public class OneHot extends MRTask2<OneHot>{ int[] _offsets; public static Frame expandDataset(Frame fr, Key destkey) {//, int[] ignored) { ArrayList<Vec> nvecs = new ArrayL...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/hex/ParamsSearch.java
package hex; import hex.rng.MersenneTwisterRNG; import java.lang.annotation.*; import java.lang.reflect.Field; import java.lang.reflect.Modifier; import java.util.*; import water.util.Log; /** * Looks for parameters on a set of objects and perform random search. */ public class ParamsSearch { @Retention(Retenti...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/hex/Quantiles.java
package hex; import water.*; import water.api.*; import water.api.Request.API; import water.fvec.*; import water.util.Utils; import water.util.Log; /** * Quantile of a column. */ // R doesn't like NAs in a column // Error in quantile.default(nah[, 1], c(1)) : // missing values and NaN's not allowed if 'na.rm' is ...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/hex/ReBalance.java
package hex; import water.H2O; import water.Key; import water.Request2; import water.UKV; import water.api.DocGen; import water.api.Request; import water.api.RequestBuilders; import water.fvec.Frame; import water.fvec.RebalanceDataSet; import water.util.RString; /** * Rebalance a Frame */ public class ReBalance ext...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/hex/ShuffleTask.java
/** * */ package hex; import java.util.Random; import water.MRTask2; import water.fvec.*; import water.util.Utils; /** Simple shuffle task based on Fisher/Yates algo. * * WARNING: It shuffles data only inside the chunk. */ public class ShuffleTask extends MRTask2<ShuffleTask> { @Override public void map(Chun...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/hex/Summary2.java
package hex; import water.*; import water.api.*; import water.api.Request.API; import water.fvec.*; import water.exec.Flow; import water.util.Utils; import water.util.Log; import java.util.Arrays; /** * Summary of a column. */ public class Summary2 extends Iced { static final int API_WEAVER=1; // This file has a...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/hex/Trainer.java
package hex; import com.jogamp.opencl.*; import com.jogamp.opencl.CLMemory.Mem; import hex.Layer.*; import jsr166y.CountedCompleter; import water.*; import water.H2O.H2OCountedCompleter; import water.fvec.Chunk; import water.fvec.Frame; import water.fvec.Vec; import water.util.Log; import water.util.Utils; import jav...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/hex/VarImp.java
package hex; import water.Iced; import water.Model; import water.api.DocGen; import water.api.Request.API; import water.util.UIUtils; import water.util.Utils; import java.util.Arrays; import java.util.Comparator; public class VarImp extends Iced { static final int API_WEAVER = 1; // This file has auto-gen'd doc & ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/anomaly/Anomaly.java
package hex.anomaly; import hex.deeplearning.DeepLearningModel; import water.*; import water.api.*; import water.fvec.Frame; import water.fvec.Vec; import water.util.Log; import java.util.HashSet; /** * Deep Learning Based Anomaly Detection */ public class Anomaly extends Job.FrameJob { static final int API_WEAV...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/deepfeatures/DeepFeatures.java
package hex.deepfeatures; import hex.deeplearning.DeepLearningModel; import water.Job; import water.Key; import water.UKV; import water.api.DocGen; import water.fvec.Frame; import water.fvec.Vec; import water.util.Log; import java.util.HashSet; /** * Deep Learning Based Feature Extractor * For each row in the inpu...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/deeplearning/DeepLearning.java
package hex.deeplearning; import com.amazonaws.services.simpleworkflow.model.Run; import hex.*; import water.*; import water.util.*; import static water.util.MRUtils.sampleFrame; import static water.util.MRUtils.sampleFrameStratified; import hex.FrameTask.DataInfo; import water.api.*; import water.fvec.Frame; import w...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/deeplearning/DeepLearningModel.java
package hex.deeplearning; import static java.lang.Double.isNaN; import hex.FrameTask.DataInfo; import hex.VarImp; import water.*; import water.api.*; import water.api.Request.API; import water.fvec.Chunk; import water.fvec.Frame; import water.fvec.Vec; import water.util.*; import java.util.Arrays; import java.util.Ra...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/deeplearning/DeepLearningTask.java
package hex.deeplearning; import hex.FrameTask; import water.H2O; import water.H2O.H2OCountedCompleter; import water.Job; import water.util.Log; import java.util.Arrays; import java.util.Random; public class DeepLearningTask extends FrameTask<DeepLearningTask> { final private boolean _training; private hex.deepl...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/deeplearning/DeepLearningTask2.java
package hex.deeplearning; import water.DRemoteTask; import water.fvec.Frame; /** * DRemoteTask-based Deep Learning. * Every node has access to all the training data which leads to optimal CPU utilization IF the data fits on every node. */ public class DeepLearningTask2 extends DRemoteTask<DeepLearningTask2> { /*...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/deeplearning/Dropout.java
package hex.deeplearning; import java.util.Arrays; import java.util.Random; /** * Helper class for dropout training of Neural Nets */ public class Dropout { private transient Random _rand; private transient byte[] _bits; private transient double _rate; public double rate() { return _rate; } public byte[]...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/deeplearning/Neurons.java
package hex.deeplearning; import hex.FrameTask; import hex.deeplearning.DeepLearning.Loss; import org.apache.hadoop.util.hash.Hash; import org.apache.hadoop.util.hash.MurmurHash; import water.Iced; import water.MemoryManager; import water.api.Request.API; import water.util.Utils; import java.nio.ByteBuffer; import ja...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/drf/DRF.java
package hex.drf; import static hex.drf.TreeMeasuresCollector.asSSE; import static hex.drf.TreeMeasuresCollector.asVotes; import static water.util.Utils.div; import static water.util.Utils.sum; import hex.ConfusionMatrix; import hex.VarImp; import hex.drf.TreeMeasuresCollector.TreeMeasures; import hex.drf.TreeMeasuresC...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/drf/OOBScorer.java
package hex.drf; import java.util.Arrays; import java.util.Random; import hex.gbm.DTree.TreeModel.CompressedTree; import hex.gbm.*; import water.*; import water.fvec.Chunk; /** * Computing oob scores over all trees and rows * and reconstructing <code>ntree_id, oobt</code> fields in given frame. * * <p>It prepare...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/drf/TreeMeasuresCollector.java
package hex.drf; import hex.ShuffleTask; import hex.gbm.DTreeUtils; import hex.gbm.DTree.TreeModel.CompressedTree; import java.util.Arrays; import java.util.Random; import water.Iced; import water.MRTask2; import water.fvec.Chunk; import water.fvec.Frame; import water.util.ModelUtils; import water.util.Utils; /** S...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gapstat/GapStatistic.java
package hex.gapstat; import hex.KMeans2; import water.*; import water.Job; import water.api.DocGen; import water.fvec.*; import water.util.Log; import java.util.Random; import static water.util.Utils.getDeterRNG; /** * Gap Statistic * This is an algorithm for estimating the optimal number of clusters in p-dimensio...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gapstat/GapStatisticModel.java
package hex.gapstat; import water.Job; import water.Key; import water.Model; import water.api.DocGen; import water.api.Request.API; import water.fvec.Frame; import water.util.D3Plot; public class GapStatisticModel extends Model implements Job.Progress { static final int API_WEAVER = 1; // This file has auto-gen'd ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gapstat/GapStatisticModelView.java
package hex.gapstat; import water.DKV; import water.Key; import water.Request2; import water.api.DocGen; import water.api.Request; public class GapStatisticModelView extends Request2 { static final int API_WEAVER = 1; // This file has auto-gen'd doc & json fields static public DocGen.FieldDoc[] DOC_FIELDS; // In...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gapstat/GapStatisticProgressPage.java
package hex.gapstat; import water.DKV; import water.Job; import water.Key; import water.Value; import water.api.Progress2; import water.api.Request; public class GapStatisticProgressPage extends Progress2 { /** Return {@link Response} for finished job. */ @Override protected Response jobDone(final Key dst) { ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gbm/DBinomHistogram.java
package hex.gbm; import java.util.*; import water.MemoryManager; import water.util.Utils; import water.util.Utils.IcedBitSet; /** A Histogram, computed in parallel over a Vec. <p> Sums (and sums-of-squares) of binomials - 0 or 1. Sums-of-squares==sums in this case. <p> @author Cliff Click */ public c...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gbm/DHistogram.java
package hex.gbm; import sun.misc.Unsafe; import water.*; import water.fvec.Frame; import water.fvec.Vec; import water.nbhm.UtilUnsafe; import water.util.Utils; /** A Histogram, computed in parallel over a Vec. <p> A {@code DHistogram} bins every value added to it, and computes a the vec min and max (for u...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gbm/DRealHistogram.java
package hex.gbm; import water.MemoryManager; import water.util.Utils; import java.util.Arrays; import java.util.Comparator; /** A Histogram, computed in parallel over a Vec. <p> Sums and sums-of-squares of doubles <p> @author Cliff Click */ public class DRealHistogram extends DHistogram<DRealHistogram...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gbm/DTree.java
package hex.gbm; import static hex.gbm.SharedTreeModelBuilder.createRNG; import hex.ConfusionMatrix; import hex.VarImp; import hex.gbm.DTree.TreeModel.CompressedTree; import hex.gbm.DTree.TreeModel.TreeVisitor; import water.*; import water.api.*; import water.api.Request.API; import water.fvec.Chunk; import water.lice...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gbm/DTreeScorer.java
package hex.gbm; import hex.gbm.DTree.TreeModel.CompressedTree; import water.*; import water.fvec.Chunk; public abstract class DTreeScorer<T extends DTreeScorer<T>> extends MRTask2<T> { /* @IN */ final protected int _ncols; /* @IN */ final protected int _nclass; /* @IN */ final protected Key[][] _treeKeys; ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gbm/DTreeUtils.java
package hex.gbm; import hex.gbm.DTree.TreeModel.CompressedTree; /** Toolkit class providing various useful methods for tree models */ public class DTreeUtils { /** * Score given tree on the row of data. * * @param data row of data * @param preds array to hold resulting prediction * @param ts a tree ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gbm/GBM.java
package hex.gbm; import hex.ConfusionMatrix; import hex.VarImp; import hex.VarImp.VarImpRI; import hex.gbm.DTree.DecidedNode; import hex.gbm.DTree.LeafNode; import hex.gbm.DTree.Split; import hex.gbm.DTree.TreeModel.TreeStats; import hex.gbm.DTree.UndecidedNode; import water.*; import water.api.*; import water.fvec.Ch...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gbm/ResidualsCollector.java
package hex.gbm; import java.util.Arrays; import water.Key; import water.fvec.Chunk; public class ResidualsCollector extends DTreeScorer<ResidualsCollector> { public ResidualsCollector(int ncols, int nclass, Key[][] treeKeys) { super(ncols, nclass, treeKeys); } @Override public void map(Chunk[] chks) { ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gbm/SharedTreeModelBuilder.java
package hex.gbm; import water.api.AUCData; import static water.util.MRUtils.sampleFrameStratified; import static water.util.ModelUtils.getPrediction; import hex.ConfusionMatrix; import hex.VarImp; import hex.drf.DRF; import hex.rng.MersenneTwisterRNG; import jsr166y.CountedCompleter; import water.*; import water.H2O.H...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/GLM2.java
package hex.glm; import dontweave.gson.JsonObject; import hex.FrameTask.DataInfo; import hex.FrameTask.DataInfo.TransformType; import hex.GridSearch.GridSearchProgress; import hex.glm.GLMModel.GLMXValidationTask; import hex.glm.GLMModel.Submodel; import hex.glm.GLMParams.Family; import hex.glm.GLMParams.Link; import h...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/GLMGridProgress.java
package hex.glm; import hex.glm.GLM2.GLMGrid; import water.*; import water.api.*; public class GLMGridProgress extends Progress2 { @Override public boolean toHTML(StringBuilder sb){ Value v = DKV.get(destination_key); if(v == null)return true; GLMGrid g = v.get(); return new GLMGridView(g).toHTML(s...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/GLMGridView.java
package hex.glm; import hex.glm.GLM2.GLMGrid; import hex.glm.GLMParams.Family; import java.text.DecimalFormat; import java.util.ArrayList; import java.util.Collections; import water.*; import water.api.DocGen; import water.api.Request; public class GLMGridView extends Request2 { public GLMGridView(){} public GLMG...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/GLMModel.java
package hex.glm; import hex.FrameTask.DataInfo; import hex.VarImp; import hex.glm.GLMParams.Family; import hex.glm.GLMValidation.GLMXValidation; import water.*; import water.H2O.H2OCountedCompleter; import water.api.DocGen; import water.api.Request.API; import water.fvec.Chunk; import water.util.Utils; import java.ut...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/GLMModelUpdate.java
package hex.glm; import water.*; import water.api.DocGen; import water.api.Request; public class GLMModelUpdate extends Request2 { static final int API_WEAVER = 1; // This file has auto-gen'd doc & json fields static public DocGen.FieldDoc[] DOC_FIELDS; // Initialized from Auto-Gen code. @API(help="GLM Model ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/GLMModelView.java
package hex.glm; import hex.glm.GLMModel.Submodel; import hex.glm.GLMParams.Family; import hex.glm.GLMValidation.GLMXValidation; import water.*; import water.api.*; import water.util.RString; import water.util.UIUtils; import java.text.DecimalFormat; public class GLMModelView extends Request2 { public GLMModelView...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/GLMParams.java
package hex.glm; import hex.FrameTask; import water.H2O; import water.Iced; import water.MemoryManager; import water.api.DocGen; import water.api.Request.API; public final class GLMParams extends Iced { static final int API_WEAVER = 1; // This file has auto-gen'd doc & json fields static public DocGen.FieldDoc[]...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/GLMProgress.java
package hex.glm; import water.*; import water.api.*; public class GLMProgress extends Progress2 { @Override public boolean toHTML(StringBuilder sb){ Value v = DKV.get(destination_key); if(v == null)return true; GLMModel m = v.get(); return new GLMModelView(m).toHTML(sb); } /** Return {@link R...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/GLMTask.java
package hex.glm; import hex.FrameTask; import hex.glm.GLMParams.Family; import hex.gram.Gram; import java.util.Arrays; import water.H2O.H2OCountedCompleter; import water.*; import water.fvec.Chunk; import water.util.Utils; /** * Contains all GLM related tasks. * * @author tomasnykodym * */ public abstract cla...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/GLMValidation.java
package hex.glm; import hex.ConfusionMatrix; import hex.glm.GLMParams.Family; import water.Iced; import water.Key; import water.api.AUC; import water.api.DocGen; import water.api.Request.API; import water.util.ModelUtils; /** * Class for GLMValidation. * * @author tomasnykodym * */ public class GLMValidation ext...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/glm/LSMSolver.java
package hex.glm; import hex.gram.Gram; import hex.gram.Gram.Cholesky; import java.util.Arrays; import jsr166y.CountedCompleter; import water.H2O; import water.Iced; import water.Key; import water.MemoryManager; import dontweave.gson.JsonObject; /** * Distributed least squares solvers * @author tomasnykodym * ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/gram/Gram.java
package hex.gram; import Jama.CholeskyDecomposition; import Jama.Matrix; import hex.FrameTask; import hex.glm.LSMSolver.ADMMSolver.NonSPDMatrixException; import jsr166y.CountedCompleter; import jsr166y.ForkJoinTask; import jsr166y.RecursiveAction; import sun.misc.Unsafe; import water.*; import water.nbhm.UtilUnsafe; i...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/la/Matrix.java
package hex.la; import water.H2O; import water.fvec.*; public final class Matrix { final Frame _x; public Matrix(Frame x) { _x = x; } // Matrix multiplication public Frame mult(Frame y) { int xrows = (int)_x.numRows(); int xcols = _x.numCols(); int yrows = (int) y.numRows(); int ycols =...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/nb/NBModel.java
package hex.nb; import hex.FrameTask.DataInfo; import hex.nb.NaiveBayes.NBTask; import org.apache.commons.math3.distribution.NormalDistribution; import water.Key; import water.Model; import water.Request2; import water.api.DocGen; import water.api.Predict; import water.api.Request.API; import water.api.RequestBuilders...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/nb/NBModelView.java
package hex.nb; import water.*; import water.api.DocGen; import water.api.Request; public class NBModelView extends Request2 { static final int API_WEAVER = 1; // This file has auto-gen'd doc & json fields static public DocGen.FieldDoc[] DOC_FIELDS; // Initialized from Auto-Gen code. @API(help="Naive Bayes Mod...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/nb/NBProgressPage.java
package hex.nb; import water.*; import water.api.*; import water.api.RequestBuilders.Response; public class NBProgressPage extends Progress2 { /** Return {@link Response} for finished job. */ @Override protected Response jobDone(final Key dst) { return NBModelView.redirect(this, dst); } public static Res...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/nb/NaiveBayes.java
package hex.nb; import hex.FrameTask.DataInfo; import water.*; import water.api.DocGen; import water.fvec.*; import water.util.RString; import water.util.Utils; /** * Naive Bayes * This is an algorithm for computing the conditional a-posterior probabilities of a categorical * response from independent predictors ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/pca/PCA.java
package hex.pca; import Jama.Matrix; import Jama.SingularValueDecomposition; import hex.FrameTask.DataInfo; import hex.gram.Gram.GramTask; import water.Job.ColumnsJob; import water.*; import water.api.DocGen; import water.fvec.Frame; import water.fvec.Vec; import water.util.Log; import water.util.RString; import java...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/pca/PCAImpute.java
package hex.pca; import water.Job.FrameJob; import water.api.DocGen; import water.fvec.Frame; public class PCAImpute extends FrameJob { static final int API_WEAVER = 1; static public DocGen.FieldDoc[] DOC_FIELDS; static final String DOC_GET = "pca_imputation"; @API(help = "Number of principal components to u...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/pca/PCAModel.java
package hex.pca; import hex.FrameTask.DataInfo; import hex.gram.Gram.GramTask; import water.Key; import water.MemoryManager; import water.Model; import water.Request2; import water.api.DocGen; import water.api.Request.API; import water.api.RequestBuilders.ElementBuilder; public class PCAModel extends Model { static...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/pca/PCAModelView.java
package hex.pca; import water.DKV; import water.Key; import water.Request2; import water.api.DocGen; import water.api.Request; public class PCAModelView extends Request2 { static final int API_WEAVER = 1; // This file has auto-gen'd doc & json fields static public DocGen.FieldDoc[] DOC_FIELDS; // Initialized from...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/pca/PCAParams.java
package hex.pca; import water.Iced; import water.api.DocGen; import water.api.Request.API; public class PCAParams extends Iced { static final int API_WEAVER = 1; // This file has auto-gen'd doc & json fields static public DocGen.FieldDoc[] DOC_FIELDS; // Initialized from Auto-Gen code. @API(help = "maximum num...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/pca/PCAProgressPage.java
package hex.pca; import water.DKV; import water.Job; import water.Key; import water.Value; import water.api.Progress2; import water.api.Request; public class PCAProgressPage extends Progress2 { /** Return {@link Response} for finished job. */ @Override protected Response jobDone(final Key dst) { return PCAMod...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/pca/PCAScore.java
package hex.pca; import hex.FrameTask; import hex.FrameTask.DataInfo; import water.Job; import water.Job.FrameJob; import water.Key; import water.api.DocGen; import water.fvec.Frame; import water.fvec.NewChunk; import water.fvec.Vec; import water.util.RString; /** * Principal Components Scoring * This algorithm map...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/rng/H2ORandomRNG.java
package hex.rng; import java.util.Random; public class H2ORandomRNG extends Random { public H2ORandomRNG(long seed) { super(); if ((seed >>> 32) < 0x0000ffffL) seed |= 0x5b93000000000000L; if (((seed << 32) >>> 32) < 0x0000ffffL) seed |= 0xdb910000L; setSeed(seed); } public enum RNGKin...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/rng/MersenneTwisterRNG.java
// ============================================================================ // Copyright 2006-2012 Daniel W. Dyer // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // h...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/rng/XorShiftRNG.java
package hex.rng; import java.util.Random; import java.util.concurrent.atomic.AtomicLong; /** * Simple XorShiftRNG. * * Note: According to RF benchmarks it does not provide so accurate results * as {@link java.util.Random}, however it can be used as an alternative. * */ public class XorShiftRNG extends Random { ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/CMTask.java
package hex.singlenoderf; import water.*; import water.fvec.Chunk; import water.fvec.Frame; import water.fvec.Vec; import water.util.Log; import water.util.Log.Tag.Sys; import water.util.ModelUtils; import water.util.Utils; import java.util.Arrays; import java.util.Random; import hex.VarImp; /** * Confusion Matrix....
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/DABuilder.java
package hex.singlenoderf; import hex.singlenoderf.SpeeDRF.DRFParams; import jsr166y.ForkJoinTask; import jsr166y.RecursiveAction; import water.Job; import water.Key; import water.Timer; import water.UKV; import water.fvec.Chunk; import water.fvec.Frame; import water.util.Log; import java.util.ArrayList; public cla...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/Data.java
package hex.singlenoderf; import water.MemoryManager; import water.util.Utils; import java.util.ArrayList; import java.util.Iterator; import java.util.Random; public class Data implements Iterable<Data.Row> { /** Use stratified sampling */ boolean _stratify; /** Random generator to make decision about missin...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/DataAdapter.java
package hex.singlenoderf; import jsr166y.ForkJoinTask; import jsr166y.RecursiveAction; import water.*; import water.fvec.Frame; import water.fvec.Vec; import water.util.Log; import water.util.Log.Tag.Sys; import java.text.DecimalFormat; import java.util.Arrays; /**A DataAdapter maintains an encoding of the original...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/EntropyStatistic.java
package hex.singlenoderf; import hex.singlenoderf.*; import hex.singlenoderf.Data; import water.util.Utils; import java.util.Random; /**The entropy formula is the classic Shannon entropy gain, which is: * * - \sum(p_i * log2(_pi)) * * where p_i is the probability of i-th class occurring. The entropy is * calcul...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/GiniStatistic.java
package hex.singlenoderf; import water.util.Utils; import java.util.Random; /** Computes the gini split statistics. * * The Gini fitness is calculated as a probability that the element will be * misclassified, which is: * * 1 - \sum(p_i^2) * * This is computed for the left and right subtrees and added together...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/MSEStatistic.java
package hex.singlenoderf; import water.util.Utils; import java.util.Random; /** Computes the mse split statistics. * * For regression: Try to minimize the squared error at each split. */ public class MSEStatistic extends Statistic { public MSEStatistic(Data data, int features, long seed, int exclusiveSplitLimit...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/Sampling.java
package hex.singlenoderf; import water.*; import water.util.Utils; //import hex.singlenoderf.TreeP; import java.util.ArrayList; import java.util.Arrays; public abstract class Sampling { /** Available sampling strategies. */ public enum Strategy { RANDOM(0); //, int _id; // redundant id private Str...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/SpeeDRF.java
package hex.singlenoderf; import dontweave.gson.JsonObject; import hex.ConfusionMatrix; import hex.FrameTask; import hex.VarImp; import hex.drf.DRF; import water.*; import water.Timer; import water.api.AUCData; import water.api.Constants; import water.api.DocGen; import water.api.ParamImportance; import water.fvec.Fr...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/SpeeDRFModel.java
package hex.singlenoderf; import dontweave.gson.JsonArray; import dontweave.gson.JsonElement; import dontweave.gson.JsonObject; import dontweave.gson.JsonPrimitive; import hex.ConfusionMatrix; import hex.VarImp; import hex.gbm.DTree; import hex.gbm.DTree.TreeModel.TreeStats; import water.*; import water.api.*; import ...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/SpeeDRFModelView.java
package hex.singlenoderf; import water.DKV; import water.UKV; import water.Key; import water.Request2; import water.api.DocGen; import water.api.Request; public class SpeeDRFModelView extends Request2 { static final int API_WEAVER = 1; // This file has auto-gen'd doc & json fields static public DocGen.FieldDoc[]...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/SpeeDRFProgressPage.java
package hex.singlenoderf; import water.DKV; import water.Job; import water.Key; import water.Value; import water.api.Progress2; import water.api.Request; public class SpeeDRFProgressPage extends Progress2 { /** Return {@link water.api.RequestBuilders.Response} for finished job. */ @Override protected Response job...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/Statistic.java
package hex.singlenoderf; import hex.singlenoderf.Data.Row; import water.util.Utils; import java.util.Arrays; import java.util.HashSet; import java.util.Random; /** Keeps track of the column distributions and analyzes the column splits in the * end producing the single split that will be used for the node. */ abstr...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/Tree.java
package hex.singlenoderf; import hex.gbm.DTree.TreeModel; import hex.singlenoderf.Data.Row; import hex.singlenoderf.Tree.SplitNode.SplitInfo; import jsr166y.CountedCompleter; import jsr166y.RecursiveTask; import org.apache.commons.lang.NotImplementedException; import water.*; import water.H2O.H2OCountedCompleter; impo...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/TreePrinter.java
package hex.singlenoderf; import hex.singlenoderf.Tree.ExclusionNode; import hex.singlenoderf.Tree.LeafNode; import hex.singlenoderf.Tree.SplitNode; import java.io.IOException; public abstract class TreePrinter { protected final String[] _classNames; protected final int[] _colMapping; public TreePrinter(in...
0
java-sources/ai/h2o/h2o-classic/2.8/hex
java-sources/ai/h2o/h2o-classic/2.8/hex/singlenoderf/VariableImportance.java
package hex.singlenoderf; import hex.ShuffleTask; //import hex.gbm.DTree.TreeModel.CompressedTree; import java.util.ArrayList; //import java.util.Arrays; import java.util.Random; import water.AutoBuffer; import water.Iced; //import water.Key; import water.MRTask2; import water.fvec.Chunk; import water.fvec.Frame; im...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/ConcurrentLinkedDeque.java
/* * Written by Doug Lea and Martin Buchholz with assistance from members of * JCP JSR-166 Expert Group and released to the public domain, as explained * at http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; import java.util.AbstractCollection; import java.util.ArrayList; import java.util.Colle...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/CountedCompleter.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; /** * A resultless {@link ForkJoinTask} with a completion action * performed when triggered and there are...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/ForkJoinPool.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; import java.util.ArrayList; import java.util.Arrays; import java.util.Collection; import java.util.Collectio...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/ForkJoinTask.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; import java.io.Serializable; import java.util.Collection; import java.util.List; import java.util.RandomAcc...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/ForkJoinWorkerThread.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; /** * A thread managed by a {@link ForkJoinPool}, which executes * {@link ForkJoinTask}s. * This class i...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/LinkedTransferQueue.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; import java.util.AbstractQueue; import java.util.Collection; import java.util.Iterator; import java.util.No...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/Phaser.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; import java.util.concurrent.TimeUnit; import java.util.concurrent.TimeoutException; import java.util.concur...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/RecursiveAction.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; /** * A recursive resultless {@link ForkJoinTask}. This class * establishes conventions to parameterize ...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/RecursiveTask.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; /** * A recursive result-bearing {@link ForkJoinTask}. * * <p>For a classic example, here is a task comp...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/ThreadLocalRandom.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; import java.util.Random; /** * A random number generator isolated to the current thread. Like the * glo...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/TransferQueue.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ package jsr166y; import java.util.concurrent.*; /** * A {@link BlockingQueue} in which producers may wait for consumers * ...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/jsr166y/package-info.java
/* * Written by Doug Lea with assistance from members of JCP JSR-166 * Expert Group and released to the public domain, as explained at * http://creativecommons.org/publicdomain/zero/1.0/ */ /** * Preview versions of classes targeted for Java 7. Includes a * fine-grained parallel computation framework: ForkJoin...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/AbstractBuildVersion.java
package water; abstract public class AbstractBuildVersion { abstract public String branchName(); abstract public String lastCommitHash(); abstract public String describe(); abstract public String projectVersion(); abstract public String compiledOn(); abstract public String compiledBy(); pu...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/AbstractEmbeddedH2OConfig.java
package water; import java.net.InetAddress; /** * This class is a small shim between a main java program (such as a * Hadoop mapper) and an embedded full-capability H2O. */ public abstract class AbstractEmbeddedH2OConfig { /** * Tell the embedding software that H2O has started an embedded * web server on a...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/Arguments.java
package water; import java.lang.reflect.Field; import java.lang.reflect.Modifier; import java.util.Arrays; import water.util.Log; /** * Utility for processing command * * Simple command line processing. This class provides functionality for parsing * command line arguments that is coded over and over again in ma...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/Atomic.java
package water; import water.DTask; import water.H2O.H2OCountedCompleter; /** * Atomic update of a Key * * @author <a href="mailto:cliffc@0xdata.com"></a> * @version 1.0 */ public abstract class Atomic<T extends Atomic> extends DTask { public Key _key; // Transaction key public Atomic(){} pub...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/AutoBuffer.java
package water; import java.io.*; import java.lang.reflect.Array; import java.net.*; import java.nio.*; import java.nio.channels.*; import java.util.Random; import java.util.concurrent.LinkedBlockingDeque; import java.util.concurrent.TimeUnit; import java.util.concurrent.atomic.AtomicInteger; import water.util.Log; /...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/Boot.java
package water; import java.io.*; import java.lang.management.ManagementFactory; import java.lang.reflect.InvocationTargetException; import java.lang.reflect.Method; import java.net.*; import java.security.MessageDigest; import java.security.NoSuchAlgorithmException; import java.util.*; import java.util.regex.Matcher; ...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/BuildVersion.java
package water; public class BuildVersion extends AbstractBuildVersion { public String branchName() { return "master"; } public String lastCommitHash() { return "d8ee05301370ef192a2668ce9f021209d35e7e95"; } public String describe() { return "jenkins-master-1558-5-gd8ee053-dirty"; } public Strin...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/DException.java
package water; /** A Distributed Exception - an exception originally thrown on one node * and passed to another. */ public class DException extends Iced { final H2ONode _h2o; // Original throwing node final String _exClass; // Structural breakdown of the original exception final DException ...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/DKV.java
package water; /** * Distributed Key/Value Store * * This class handles the distribution pattern. * * @author <a href="mailto:cliffc@0xdata.com"></a> * @version 1.0 */ public abstract class DKV { // This put is a top-level user-update, and not a reflected or retried // update. i.e., The User has initiated ...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/DRemoteTask.java
package water; import java.util.ArrayList; import java.util.concurrent.*; import jsr166y.CountedCompleter; import jsr166y.ForkJoinPool; import water.DException.DistributedException; import water.Job.JobCancelledException; import water.util.Log; /** A Distributed DTask. * Execute a set of Keys on the home for each ...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/DTask.java
package water; import jsr166y.CountedCompleter; import water.DException.DistributedException; import water.H2O.H2OCountedCompleter; /** Objects which are passed and remotely executed.<p> * <p> * Efficient serialization methods for subclasses will be automatically * generated, but explicit ones can be provided. Tr...
0
java-sources/ai/h2o/h2o-classic/2.8
java-sources/ai/h2o/h2o-classic/2.8/water/External.java
package water; import java.io.InputStream; import water.util.Log; import dontweave.gson.JsonObject; /** * Expose internal H2O API calls to the External World * * H2O innards need to go through the H2O ClassLoader to get bytecode * reweaving done - e.g. adding serialization methods, or auto-distribution * c...