py_sparkling
.
ml
.
algos
H2OGridSearch
Related Docs:
object H2OGridSearch
|
package algos
class
H2OGridSearch
extends
org.apache.spark.ml.h2o.algos.H2OGridSearch
H2O Grid Search Wrapper for PySparkling
Linear Supertypes
org.apache.spark.ml.h2o.algos.H2OGridSearch
,
H2OGridSearchParams
,
MLWritable
,
Estimator
[
H2OMOJOModel
],
PipelineStage
,
Logging
,
Params
,
Serializable
,
Serializable
,
Identifiable
,
AnyRef
,
Any
Ordering
Alphabetic
By Inheritance
Inherited
H2OGridSearch
H2OGridSearch
H2OGridSearchParams
MLWritable
Estimator
PipelineStage
Logging
Params
Serializable
Serializable
Identifiable
AnyRef
Any
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Visibility
Public
All
Instance Constructors
new
H2OGridSearch
(
uid:
String
,
hc:
H2OContext
,
sqlContext:
SQLContext
)
new
H2OGridSearch
()
(
implicit
hc:
H2OContext
,
sqlContext:
SQLContext
)
new
H2OGridSearch
(
gridSearchParams:
Option
[
H2OGridSearchParams
]
,
uid:
String
)
(
implicit
hc:
H2OContext
,
sqlContext:
SQLContext
)
Value Members
final
def
!=
(
arg0:
Any
)
:
Boolean
Definition Classes
AnyRef → Any
final
def
##
()
:
Int
Definition Classes
AnyRef → Any
final
def
$
[
T
]
(
param:
Param
[
T
]
)
:
T
Attributes
protected
Definition Classes
Params
final
def
==
(
arg0:
Any
)
:
Boolean
Definition Classes
AnyRef → Any
final
def
asInstanceOf
[
T0
]
:
T0
Definition Classes
Any
final
def
clear
(
param:
Param
[_]
)
:
H2OGridSearch
.this.type
Definition Classes
Params
def
clone
()
:
AnyRef
Attributes
protected[
java.lang
]
Definition Classes
AnyRef
Annotations
@throws
(
...
)
def
copy
(
extra:
ParamMap
)
:
H2OGridSearch
.this.type
Definition Classes
H2OGridSearch
→ Estimator → PipelineStage → Params
def
copyValues
[
T <:
Params
]
(
to:
T
,
extra:
ParamMap
)
:
T
Attributes
protected
Definition Classes
Params
final
def
defaultCopy
[
T <:
Params
]
(
extra:
ParamMap
)
:
T
Attributes
protected
Definition Classes
Params
def
defaultFileName
:
String
Definition Classes
H2OGridSearch
final
def
eq
(
arg0:
AnyRef
)
:
Boolean
Definition Classes
AnyRef
def
equals
(
arg0:
Any
)
:
Boolean
Definition Classes
AnyRef → Any
def
explainParam
(
param:
Param
[_]
)
:
String
Definition Classes
Params
def
explainParams
()
:
String
Definition Classes
Params
final
def
extractParamMap
()
:
ParamMap
Definition Classes
Params
final
def
extractParamMap
(
extra:
ParamMap
)
:
ParamMap
Definition Classes
Params
def
finalize
()
:
Unit
Attributes
protected[
java.lang
]
Definition Classes
AnyRef
Annotations
@throws
(
classOf[java.lang.Throwable]
)
def
fit
(
dataset:
Dataset
[_]
)
:
H2OMOJOModel
Definition Classes
H2OGridSearch
→ Estimator
def
fit
(
dataset:
Dataset
[_]
,
paramMaps:
Array
[
ParamMap
]
)
:
Seq
[
H2OMOJOModel
]
Definition Classes
Estimator
Annotations
@Since
(
"2.0.0"
)
def
fit
(
dataset:
Dataset
[_]
,
paramMap:
ParamMap
)
:
H2OMOJOModel
Definition Classes
Estimator
Annotations
@Since
(
"2.0.0"
)
def
fit
(
dataset:
Dataset
[_]
,
firstParamPair:
ParamPair
[_]
,
otherParamPairs:
ParamPair
[_]*
)
:
H2OMOJOModel
Definition Classes
Estimator
Annotations
@Since
(
"2.0.0"
)
@varargs
()
final
def
get
[
T
]
(
param:
Param
[
T
]
)
:
Option
[
T
]
Definition Classes
Params
def
getAlgoParams
()
:
Parameters
Definition Classes
H2OGridSearchParams
def
getAllStringColumnsToCategorical
()
:
Boolean
Definition Classes
H2OGridSearchParams
final
def
getClass
()
:
Class
[_]
Definition Classes
AnyRef → Any
def
getColumnsToCategorical
()
:
Array
[
String
]
Definition Classes
H2OGridSearchParams
final
def
getDefault
[
T
]
(
param:
Param
[
T
]
)
:
Option
[
T
]
Definition Classes
Params
def
getHyperParameters
()
:
Map
[
String
,
Array
[
AnyRef
]]
Definition Classes
H2OGridSearchParams
final
def
getOrDefault
[
T
]
(
param:
Param
[
T
]
)
:
T
Definition Classes
Params
def
getParam
(
paramName:
String
)
:
Param
[
Any
]
Definition Classes
Params
def
getPredictionCol
()
:
String
Definition Classes
H2OGridSearchParams
def
getRatio
()
:
Double
Definition Classes
H2OGridSearchParams
val
gridSearchParams
:
Option
[
H2OGridSearchParams
]
Definition Classes
H2OGridSearch
→
H2OGridSearch
final
def
hasDefault
[
T
]
(
param:
Param
[
T
]
)
:
Boolean
Definition Classes
Params
def
hasParam
(
paramName:
String
)
:
Boolean
Definition Classes
Params
def
hashCode
()
:
Int
Definition Classes
AnyRef → Any
def
initializeLogIfNecessary
(
isInterpreter:
Boolean
,
silent:
Boolean
)
:
Boolean
Attributes
protected
Definition Classes
Logging
def
initializeLogIfNecessary
(
isInterpreter:
Boolean
)
:
Unit
Attributes
protected
Definition Classes
Logging
final
def
isDefined
(
param:
Param
[_]
)
:
Boolean
Definition Classes
Params
final
def
isInstanceOf
[
T0
]
:
Boolean
Definition Classes
Any
final
def
isSet
(
param:
Param
[_]
)
:
Boolean
Definition Classes
Params
def
isTraceEnabled
()
:
Boolean
Attributes
protected
Definition Classes
Logging
def
log
:
Logger
Attributes
protected
Definition Classes
Logging
def
logDebug
(
msg: ⇒
String
,
throwable:
Throwable
)
:
Unit
Attributes
protected
Definition Classes
Logging
def
logDebug
(
msg: ⇒
String
)
:
Unit
Attributes
protected
Definition Classes
Logging
def
logError
(
msg: ⇒
String
,
throwable:
Throwable
)
:
Unit
Attributes
protected
Definition Classes
Logging
def
logError
(
msg: ⇒
String
)
:
Unit
Attributes
protected
Definition Classes
Logging
def
logInfo
(
msg: ⇒
String
,
throwable:
Throwable
)
:
Unit
Attributes
protected
Definition Classes
Logging
def
logInfo
(
msg: ⇒
String
)
:
Unit
Attributes
protected
Definition Classes
Logging
def
logName
:
String
Attributes
protected
Definition Classes
Logging
def
logTrace
(
msg: ⇒
String
,
throwable:
Throwable
)
:
Unit
Attributes
protected
Definition Classes
Logging
def
logTrace
(
msg: ⇒
String
)
:
Unit
Attributes
protected
Definition Classes
Logging
def
logWarning
(
msg: ⇒
String
,
throwable:
Throwable
)
:
Unit
Attributes
protected
Definition Classes
Logging
def
logWarning
(
msg: ⇒
String
)
:
Unit
Attributes
protected
Definition Classes
Logging
final
def
ne
(
arg0:
AnyRef
)
:
Boolean
Definition Classes
AnyRef
final
def
notify
()
:
Unit
Definition Classes
AnyRef
final
def
notifyAll
()
:
Unit
Definition Classes
AnyRef
lazy val
params
:
Array
[
Param
[_]]
Definition Classes
Params
def
save
(
path:
String
)
:
Unit
Definition Classes
MLWritable
Annotations
@Since
(
"1.6.0"
)
@throws
(
...
)
def
selectModelFromGrid
(
grid:
Grid
[_]
)
:
Model
[
?0
,
?1
,
?2
] forSome {type ?0 <:
Model
[
?0
,
?1
,
?2
], type ?1 <:
Parameters
, type ?2 <:
Output
}
Definition Classes
H2OGridSearch
final
def
set
(
paramPair:
ParamPair
[_]
)
:
H2OGridSearch
.this.type
Attributes
protected
Definition Classes
Params
final
def
set
(
param:
String
,
value:
Any
)
:
H2OGridSearch
.this.type
Attributes
protected
Definition Classes
Params
final
def
set
[
T
]
(
param:
Param
[
T
]
,
value:
T
)
:
H2OGridSearch
.this.type
Definition Classes
Params
def
setAlgo
(
value:
H2OAlgorithm
[_ <:
Parameters
, _]
)
:
H2OGridSearch
.this.type
Definition Classes
H2OGridSearchParams
def
setAllStringColumnsToCategorical
(
value:
Boolean
)
:
H2OGridSearch
.this.type
Definition Classes
H2OGridSearchParams
def
setColumnsToCategorical
(
columns:
Array
[
String
]
)
:
H2OGridSearch
.this.type
Definition Classes
H2OGridSearchParams
def
setColumnsToCategorical
(
first:
String
,
others:
String
*
)
:
H2OGridSearch
.this.type
Definition Classes
H2OGridSearchParams
final
def
setDefault
(
paramPairs:
ParamPair
[_]*
)
:
H2OGridSearch
.this.type
Attributes
protected
Definition Classes
Params
final
def
setDefault
[
T
]
(
param:
Param
[
T
]
,
value:
T
)
:
H2OGridSearch
.this.type
Attributes
protected
Definition Classes
Params
def
setHyperParameters
(
value:
Map
[
String
,
Array
[
AnyRef
]]
)
:
H2OGridSearch
.this.type
Definition Classes
H2OGridSearchParams
def
setHyperParameters
(
value:
Map
[
String
,
Array
[
AnyRef
]]
)
:
H2OGridSearch
.this.type
Definition Classes
H2OGridSearchParams
def
setHyperParameters
(
value:
Map
[
String
,
Array
[
AnyRef
]]
)
:
H2OGridSearch
.this.type
Definition Classes
H2OGridSearchParams
def
setModelSelectionClosure
(
cl: (
Grid
[_]) ⇒
Model
[_, _, _]
)
:
Unit
Definition Classes
H2OGridSearch
def
setPredictionCol
(
value:
String
)
:
H2OGridSearch
.this.type
Definition Classes
H2OGridSearchParams
def
setRatio
(
value:
Double
)
:
H2OGridSearch
.this.type
Definition Classes
H2OGridSearchParams
final
def
synchronized
[
T0
]
(
arg0: ⇒
T0
)
:
T0
Definition Classes
AnyRef
def
toString
()
:
String
Definition Classes
Identifiable → AnyRef → Any
def
trainModel
(
grid:
Grid
[_]
)
:
H2OMOJOModel
Definition Classes
H2OGridSearch
→
H2OGridSearch
def
transformSchema
(
schema:
StructType
)
:
StructType
Definition Classes
H2OGridSearch
→ PipelineStage
Annotations
@DeveloperApi
()
def
transformSchema
(
schema:
StructType
,
logging:
Boolean
)
:
StructType
Attributes
protected
Definition Classes
PipelineStage
Annotations
@DeveloperApi
()
val
uid
:
String
Definition Classes
H2OGridSearch
→
H2OGridSearch
→ Identifiable
final
def
wait
()
:
Unit
Definition Classes
AnyRef
Annotations
@throws
(
...
)
final
def
wait
(
arg0:
Long
,
arg1:
Int
)
:
Unit
Definition Classes
AnyRef
Annotations
@throws
(
...
)
final
def
wait
(
arg0:
Long
)
:
Unit
Definition Classes
AnyRef
Annotations
@throws
(
...
)
def
write
:
MLWriter
Definition Classes
H2OGridSearch
→ MLWritable
Annotations
@Since
(
"1.6.0"
)
Inherited from
org.apache.spark.ml.h2o.algos.H2OGridSearch
Inherited from
H2OGridSearchParams
Inherited from
MLWritable
Inherited from
Estimator
[
H2OMOJOModel
]
Inherited from
PipelineStage
Inherited from
Logging
Inherited from
Params
Inherited from
Serializable
Inherited from
Serializable
Inherited from
Identifiable
Inherited from
AnyRef
Inherited from
Any
getParam
setParam
Ungrouped
H2O Grid Search Wrapper for PySparkling