org.apache.lens.ml.server

Class MLServiceImpl

java.lang.Object

org.apache.hive.service.AbstractService

org.apache.hive.service.CompositeService

org.apache.lens.ml.server.MLServiceImpl

All Implemented Interfaces:

org.apache.hive.service.Service, LensML, MLService

public class MLServiceImpl
extends org.apache.hive.service.CompositeService
implements MLService

The Class MLServiceImpl.

Nested Class Summary

Nested classes/interfaces inherited from class org.apache.hive.service.CompositeService

org.apache.hive.service.CompositeService.CompositeServiceShutdownHook

Nested classes/interfaces inherited from interface org.apache.hive.service.Service

org.apache.hive.service.Service.STATE

Field Summary

Fields inherited from interface org.apache.lens.ml.api.LensML

NAME

Constructor Summary

Constructors

Constructor and Description
MLServiceImpl() Instantiates a new ML service impl.
MLServiceImpl(String name) Instantiates a new ML service impl.

Method Summary

Methods

Modifier and Type	Method and Description
void	clearModels() Clear models.
void	deleteModel(String algorithm, String modelID) Permanently delete a model instance.
void	deleteTestReport(String algorithm, String reportID) Permanently delete a test report instance.
MLAlgo	getAlgoForName(String algorithm) Get a algo object instance which could be used to generate a model of the given algorithm.
Map<String,String>	getAlgoParamDescription(String algorithm) Get user friendly information about parameters accepted by the algorithm.
List<String>	getAlgorithms() Get list of available machine learning algorithms
MLModel	getModel(String algorithm, String modelId) Get a model instance given the algorithm name and model ID.
String	getModelPath(String algorithm, String modelID) Get the FS location where model instance is saved.
List<String>	getModels(String algorithm) Get model IDs for the given algorithm.
MLTestReport	getTestReport(String algorithm, String reportID) Get a test report by ID.
List<String>	getTestReports(String algorithm) Get test reports for an algorithm.
void	init(org.apache.hadoop.hive.conf.HiveConf hiveConf)
Object	predict(String algorithm, String modelID, Object[] features) Online predict call given a model ID, algorithm name and sample feature values.
void	start()
void	stop()
MLTestReport	testModel(LensSessionHandle sessionHandle, String table, String algorithm, String modelID, String outputTable) Evaluate model by running it against test data contained in the given table.
String	train(String table, String algorithm, String[] args) Create a model using the given HCatalog table as input.

Methods inherited from class org.apache.hive.service.CompositeService

getServices

Methods inherited from class org.apache.hive.service.AbstractService

getHiveConf, getName, getServiceState, getStartTime, register, unregister

Methods inherited from class java.lang.Object

equals, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Constructor Detail

MLServiceImpl

public MLServiceImpl()

Instantiates a new ML service impl.

MLServiceImpl

public MLServiceImpl(String name)

Instantiates a new ML service impl.

Parameters:

name - the name

Method Detail

getAlgorithms

public List<String> getAlgorithms()

Description copied from interface: LensML

Get list of available machine learning algorithms

Specified by:

getAlgorithms in interface LensML

Returns:

getAlgoForName

public MLAlgo getAlgoForName(String algorithm)
                      throws LensException

Description copied from interface: LensML

Get a algo object instance which could be used to generate a model of the given algorithm.

Specified by:

getAlgoForName in interface LensML

Parameters:

algorithm - the algorithm

Returns:

the algo for name

Throws:

LensException - the lens exception

train

public String train(String table,
           String algorithm,
           String[] args)
             throws LensException

Description copied from interface: LensML

Create a model using the given HCatalog table as input. The arguments should contain information needeed to generate the model.

Specified by:

train in interface LensML

Parameters:

table - the table

algorithm - the algorithm

args - the args

Returns:

Unique ID of the model created after training is complete

Throws:

LensException - the lens exception

getModels

public List<String> getModels(String algorithm)
                       throws LensException

Description copied from interface: LensML

Get model IDs for the given algorithm.

Specified by:

getModels in interface LensML

Parameters:

algorithm - the algorithm

Returns:

the models

Throws:

LensException - the lens exception

getModel

public MLModel getModel(String algorithm,
               String modelId)
                 throws LensException

Description copied from interface: LensML

Get a model instance given the algorithm name and model ID.

Specified by:

getModel in interface LensML

Parameters:

algorithm - the algorithm

modelId - the model id

Returns:

the model

Throws:

LensException - the lens exception

init

public void init(org.apache.hadoop.hive.conf.HiveConf hiveConf)

Specified by:

init in interface org.apache.hive.service.Service

Overrides:

init in class org.apache.hive.service.CompositeService

start

public void start()

Specified by:

start in interface org.apache.hive.service.Service

Overrides:

start in class org.apache.hive.service.CompositeService

stop

public void stop()

Specified by:

stop in interface org.apache.hive.service.Service

Overrides:

stop in class org.apache.hive.service.CompositeService

clearModels

public void clearModels()

Clear models.

getModelPath

public String getModelPath(String algorithm,
                  String modelID)

Description copied from interface: LensML

Get the FS location where model instance is saved.

Specified by:

getModelPath in interface LensML

Parameters:

algorithm - the algorithm

modelID - the model id

Returns:

the model path

testModel

public MLTestReport testModel(LensSessionHandle sessionHandle,
                     String table,
                     String algorithm,
                     String modelID,
                     String outputTable)
                       throws LensException

Description copied from interface: LensML

Evaluate model by running it against test data contained in the given table.

Specified by:

testModel in interface LensML

Parameters:

sessionHandle - the session

table - the table

algorithm - the algorithm

modelID - the model id

Returns:

Test report object containing test output table, and various evaluation metrics

Throws:

LensException - the lens exception

getTestReports

public List<String> getTestReports(String algorithm)
                            throws LensException

Description copied from interface: LensML

Get test reports for an algorithm.

Specified by:

getTestReports in interface LensML

Parameters:

algorithm - the algorithm

Returns:

the test reports

Throws:

LensException - the lens exception

getTestReport

public MLTestReport getTestReport(String algorithm,
                         String reportID)
                           throws LensException

Description copied from interface: LensML

Get a test report by ID.

Specified by:

getTestReport in interface LensML

Parameters:

algorithm - the algorithm

reportID - the report id

Returns:

the test report

Throws:

LensException - the lens exception

predict

public Object predict(String algorithm,
             String modelID,
             Object[] features)
               throws LensException

Description copied from interface: LensML

Online predict call given a model ID, algorithm name and sample feature values.

Specified by:

predict in interface LensML

Parameters:

algorithm - the algorithm

modelID - the model id

features - the features

Returns:

prediction result

Throws:

LensException - the lens exception

deleteModel

public void deleteModel(String algorithm,
               String modelID)
                 throws LensException

Description copied from interface: LensML

Permanently delete a model instance.

Specified by:

deleteModel in interface LensML

Parameters:

algorithm - the algorithm

modelID - the model id

Throws:

LensException - the lens exception

deleteTestReport

public void deleteTestReport(String algorithm,
                    String reportID)
                      throws LensException

Description copied from interface: LensML

Permanently delete a test report instance.

Specified by:

deleteTestReport in interface LensML

Parameters:

algorithm - the algorithm

reportID - the report id

Throws:

LensException - the lens exception

getAlgoParamDescription

public Map<String,String> getAlgoParamDescription(String algorithm)

Description copied from interface: LensML

Get user friendly information about parameters accepted by the algorithm.

Specified by:

getAlgoParamDescription in interface LensML

Parameters:

algorithm - the algorithm

Returns:

map of param key to its help message