abstract class OutputProcessor extends Serializable
base class for a post processor in feature data generation User can apply customized operation on the feature data, e.g, write to disk/console see example in feathr repo, e.g, WriteToConsolePostProcessor, WriteToHDFSPostProcessor
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new
OutputProcessor(outputProcessorConfig: OutputProcessorConfig, endTimeOpt: Option[String] = None)
- outputProcessorConfig
output processor config object
- endTimeOpt
end time of feature generation date, in form of yyyy/MM/dd
Abstract Value Members
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abstract
def
processAll(ss: SparkSession, featureData: Map[TaggedFeatureName, (DataFrame, Header)]): Map[TaggedFeatureName, (DataFrame, Header)]
process all feature data(dataframes)
process all feature data(dataframes)
- ss
Spark session
- featureData
map of string tagged feature name to pair of (feature column name in the dataframe, the dataframe contains the feature) each feature is represented as a column in the dataframe
- returns
processed dataframe and header
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abstract
def
processSingle(ss: SparkSession, df: DataFrame, header: Header, parentPath: String): (DataFrame, Header)
process a single dataframe, typically called by processAll.
process a single dataframe, typically called by processAll.
- ss
Spark session
- df
dataframe contains a set of features
- header
contains meta of the datefeathr
- parentPath
path to save the dataframe
- returns
processed dataframe and header
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- val outputProcessorConfig: OutputProcessorConfig
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