public class IndexToString extends Transformer implements DefaultParamsWritable
Transformer
that maps a column of indices back to a new column of corresponding
string values.
The index-string mapping is either from the ML attributes of the input column,
or from user-supplied labels (which take precedence over ML attributes).
StringIndexer
for converting strings into indices,
Serialized FormConstructor and Description |
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IndexToString() |
IndexToString(String uid) |
Modifier and Type | Method and Description |
---|---|
static Params |
clear(Param<?> param) |
IndexToString |
copy(ParamMap extra)
Creates a copy of this instance with the same UID and some extra params.
|
static String |
explainParam(Param<?> param) |
static String |
explainParams() |
static ParamMap |
extractParamMap() |
static ParamMap |
extractParamMap(ParamMap extra) |
static <T> scala.Option<T> |
get(Param<T> param) |
static <T> scala.Option<T> |
getDefault(Param<T> param) |
static String |
getInputCol() |
String[] |
getLabels() |
static <T> T |
getOrDefault(Param<T> param) |
static String |
getOutputCol() |
static Param<Object> |
getParam(String paramName) |
static <T> boolean |
hasDefault(Param<T> param) |
static boolean |
hasParam(String paramName) |
static Param<String> |
inputCol() |
static boolean |
isDefined(Param<?> param) |
static boolean |
isSet(Param<?> param) |
StringArrayParam |
labels()
Optional param for array of labels specifying index-string mapping.
|
static IndexToString |
load(String path) |
static Param<String> |
outputCol() |
static Param<?>[] |
params() |
static void |
save(String path) |
static <T> Params |
set(Param<T> param,
T value) |
IndexToString |
setInputCol(String value) |
IndexToString |
setLabels(String[] value) |
IndexToString |
setOutputCol(String value) |
static String |
toString() |
Dataset<Row> |
transform(Dataset<?> dataset)
Transforms the input dataset.
|
StructType |
transformSchema(StructType schema)
:: DeveloperApi ::
|
String |
uid()
An immutable unique ID for the object and its derivatives.
|
static MLWriter |
write() |
transform, transform, transform
equals, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait
write
save
clear, copyValues, defaultCopy, defaultParamMap, explainParam, explainParams, extractParamMap, extractParamMap, get, getDefault, getOrDefault, getParam, hasDefault, hasParam, isDefined, isSet, paramMap, params, set, set, set, setDefault, setDefault, shouldOwn
toString
initializeLogging, initializeLogIfNecessary, isTraceEnabled, log_, log, logDebug, logDebug, logError, logError, logInfo, logInfo, logName, logTrace, logTrace, logWarning, logWarning
public IndexToString(String uid)
public IndexToString()
public static IndexToString load(String path)
public static String toString()
public static Param<?>[] params()
public static String explainParam(Param<?> param)
public static String explainParams()
public static final boolean isSet(Param<?> param)
public static final boolean isDefined(Param<?> param)
public static boolean hasParam(String paramName)
public static Param<Object> getParam(String paramName)
public static final <T> scala.Option<T> get(Param<T> param)
public static final <T> T getOrDefault(Param<T> param)
public static final <T> scala.Option<T> getDefault(Param<T> param)
public static final <T> boolean hasDefault(Param<T> param)
public static final ParamMap extractParamMap()
public static final Param<String> inputCol()
public static final String getInputCol()
public static final Param<String> outputCol()
public static final String getOutputCol()
public static void save(String path) throws java.io.IOException
java.io.IOException
public static MLWriter write()
public String uid()
Identifiable
uid
in interface Identifiable
public IndexToString setInputCol(String value)
public IndexToString setOutputCol(String value)
public IndexToString setLabels(String[] value)
public final StringArrayParam labels()
Default: Not specified, in which case inputCol
metadata is used for labels.
public final String[] getLabels()
public StructType transformSchema(StructType schema)
PipelineStage
Check transform validity and derive the output schema from the input schema.
We check validity for interactions between parameters during transformSchema
and
raise an exception if any parameter value is invalid. Parameter value checks which
do not depend on other parameters are handled by Param.validate()
.
Typical implementation should first conduct verification on schema change and parameter validity, including complex parameter interaction checks.
transformSchema
in class PipelineStage
schema
- (undocumented)public Dataset<Row> transform(Dataset<?> dataset)
Transformer
transform
in class Transformer
dataset
- (undocumented)public IndexToString copy(ParamMap extra)
Params
defaultCopy()
.copy
in interface Params
copy
in class Transformer
extra
- (undocumented)