public class GLM extends hex.ModelBuilder<GLMModel,GLMModel.GLMParameters,GLMModel.GLMOutput>
Modifier and Type | Class and Description |
---|---|
static class |
GLM.BetaConstraint |
class |
GLM.GLMDriver
Contains implementation of the glm algo.
|
static class |
GLM.GLMGradientInfo |
static class |
GLM.GLMGradientSolver
Gradient and line search computation for L_BFGS and also L_BFGS solver wrapper (for ADMM)
|
class |
GLM.GLMSingleLambdaTsk
Task to compute GLM solution for a particular (single) lambda value.
|
static class |
GLM.GLMTaskInfo
Encapsulates state of the computation.
|
static class |
GLM.GramSolver
Created by tomasnykodym on 3/30/15.
|
static class |
GLM.LBFGS_ProximalSolver |
static class |
GLM.ProximalGradientInfo |
static class |
GLM.ProximalGradientSolver
Simple wrapper around gradient computation, adding proximal penalty
|
hex.ModelBuilder.BuilderVisibility, hex.ModelBuilder.ValidationMessage
Modifier and Type | Field and Description |
---|---|
static double |
MINLINE_SEARCH_STEP |
_messages, _nclass, _offset, _parms, _response, _train, _valid, _vresponse, _weights
Constructor and Description |
---|
GLM(GLMModel.GLMParameters parms) |
GLM(water.Key dest,
java.lang.String desc,
GLMModel.GLMParameters parms) |
Modifier and Type | Method and Description |
---|---|
hex.ModelBuilder.BuilderVisibility |
builderVisibility() |
hex.ModelCategory[] |
can_build() |
protected void |
checkMemoryFootPrint() |
protected void |
checkMemoryFootPrint(DataInfo dinfo) |
void |
init(boolean expensive) |
boolean |
isSupervised() |
hex.schemas.ModelBuilderSchema |
schema() |
water.Job<GLMModel> |
trainModel() |
clearInitState, computePriorClassDistribution, createModelBuilder, error_count, error, getAlgo, getAlgo, getAlgo, getAlgoFullName, getModelBuilder, getModelBuilders, getModelClass, hasOffset, hasWeights, hide, ignoreBadColumns, ignoreStringColumns, info, isClassifier, nclasses, registerModelBuilder, response, responseMean, separateFeatureVecs, train, updateValidationMessages, valid, validationErrors, vresponse, warn
cancel, cancel, checksum_impl, createProgressKey, deleteProgressKey, dest, done, failed, get, isCancelledOrCrashed, isDone, isRunning, isRunning, isStopped, jobs, msec, progress_msg, progress, remove_impl, start, update, update, update, update
checksum, getBinarySerializer, getPublishedKeys, remove, remove, remove, remove
public static final double MINLINE_SEARCH_STEP
public GLM(water.Key dest, java.lang.String desc, GLMModel.GLMParameters parms)
public GLM(GLMModel.GLMParameters parms)
public boolean isSupervised()
isSupervised
in class hex.ModelBuilder<GLMModel,GLMModel.GLMParameters,GLMModel.GLMOutput>
public hex.ModelCategory[] can_build()
can_build
in class hex.ModelBuilder<GLMModel,GLMModel.GLMParameters,GLMModel.GLMOutput>
public hex.ModelBuilder.BuilderVisibility builderVisibility()
builderVisibility
in class hex.ModelBuilder<GLMModel,GLMModel.GLMParameters,GLMModel.GLMOutput>
protected void checkMemoryFootPrint()
checkMemoryFootPrint
in class hex.ModelBuilder<GLMModel,GLMModel.GLMParameters,GLMModel.GLMOutput>
protected void checkMemoryFootPrint(DataInfo dinfo)
public void init(boolean expensive)
init
in class hex.ModelBuilder<GLMModel,GLMModel.GLMParameters,GLMModel.GLMOutput>
public hex.schemas.ModelBuilderSchema schema()
schema
in class hex.ModelBuilder<GLMModel,GLMModel.GLMParameters,GLMModel.GLMOutput>
public water.Job<GLMModel> trainModel()
trainModel
in class hex.ModelBuilder<GLMModel,GLMModel.GLMParameters,GLMModel.GLMOutput>