use of org.apache.sysml.runtime.instructions.spark.functions.ConvertStringToLongTextPair in project incubator-systemml by apache.
the class MLContextConversionUtil method javaRDDStringCSVToFrameObject.
/**
* Convert a {@code JavaRDD<String>} in CSV format to a {@code FrameObject}
*
* @param variableName
* name of the variable associated with the frame
* @param javaRDD
* the Java RDD of strings
* @param frameMetadata
* frame metadata
* @return the {@code JavaRDD<String>} converted to a {@code FrameObject}
*/
public static FrameObject javaRDDStringCSVToFrameObject(String variableName, JavaRDD<String> javaRDD, FrameMetadata frameMetadata) {
JavaPairRDD<LongWritable, Text> javaPairRDD = javaRDD.mapToPair(new ConvertStringToLongTextPair());
MatrixCharacteristics mc = (frameMetadata != null) ? frameMetadata.asMatrixCharacteristics() : new MatrixCharacteristics();
JavaPairRDD<LongWritable, Text> javaPairRDDText = javaPairRDD.mapToPair(new CopyTextInputFunction());
FrameObject frameObject = new FrameObject(OptimizerUtils.getUniqueTempFileName(), new MatrixFormatMetaData(mc, OutputInfo.BinaryBlockOutputInfo, InputInfo.BinaryBlockInputInfo), frameMetadata.getFrameSchema().getSchema().toArray(new ValueType[0]));
JavaPairRDD<Long, FrameBlock> rdd;
try {
rdd = FrameRDDConverterUtils.csvToBinaryBlock(jsc(), javaPairRDDText, mc, frameObject.getSchema(), false, ",", false, -1);
} catch (DMLRuntimeException e) {
e.printStackTrace();
return null;
}
frameObject.setRDDHandle(new RDDObject(rdd, variableName));
return frameObject;
}
use of org.apache.sysml.runtime.instructions.spark.functions.ConvertStringToLongTextPair in project incubator-systemml by apache.
the class MLContextConversionUtil method javaRDDStringCSVToMatrixObject.
/**
* Convert a {@code JavaRDD<String>} in CSV format to a {@code MatrixObject}
*
* @param javaRDD
* the Java RDD of strings
* @param matrixMetadata
* matrix metadata
* @return the {@code JavaRDD<String>} converted to a {@code MatrixObject}
*/
public static MatrixObject javaRDDStringCSVToMatrixObject(JavaRDD<String> javaRDD, MatrixMetadata matrixMetadata) {
JavaPairRDD<LongWritable, Text> javaPairRDD = javaRDD.mapToPair(new ConvertStringToLongTextPair());
MatrixCharacteristics mc = (matrixMetadata != null) ? matrixMetadata.asMatrixCharacteristics() : new MatrixCharacteristics();
MatrixObject matrixObject = new MatrixObject(ValueType.DOUBLE, OptimizerUtils.getUniqueTempFileName(), new MetaDataFormat(mc, OutputInfo.CSVOutputInfo, InputInfo.CSVInputInfo));
JavaPairRDD<LongWritable, Text> javaPairRDD2 = javaPairRDD.mapToPair(new CopyTextInputFunction());
matrixObject.setRDDHandle(new RDDObject(javaPairRDD2));
return matrixObject;
}
use of org.apache.sysml.runtime.instructions.spark.functions.ConvertStringToLongTextPair in project incubator-systemml by apache.
the class MLContextConversionUtil method javaRDDStringIJVToMatrixObject.
/**
* Convert a {@code JavaRDD<String>} in IJV format to a {@code MatrixObject}
* . Note that metadata is required for IJV format.
*
* @param javaRDD
* the Java RDD of strings
* @param matrixMetadata
* matrix metadata
* @return the {@code JavaRDD<String>} converted to a {@code MatrixObject}
*/
public static MatrixObject javaRDDStringIJVToMatrixObject(JavaRDD<String> javaRDD, MatrixMetadata matrixMetadata) {
JavaPairRDD<LongWritable, Text> javaPairRDD = javaRDD.mapToPair(new ConvertStringToLongTextPair());
MatrixCharacteristics mc = (matrixMetadata != null) ? matrixMetadata.asMatrixCharacteristics() : new MatrixCharacteristics();
MatrixObject matrixObject = new MatrixObject(ValueType.DOUBLE, OptimizerUtils.getUniqueTempFileName(), new MetaDataFormat(mc, OutputInfo.TextCellOutputInfo, InputInfo.TextCellInputInfo));
JavaPairRDD<LongWritable, Text> javaPairRDD2 = javaPairRDD.mapToPair(new CopyTextInputFunction());
matrixObject.setRDDHandle(new RDDObject(javaPairRDD2));
return matrixObject;
}
use of org.apache.sysml.runtime.instructions.spark.functions.ConvertStringToLongTextPair in project incubator-systemml by apache.
the class MLContextConversionUtil method javaRDDStringCSVToFrameObject.
/**
* Convert a {@code JavaRDD<String>} in CSV format to a {@code FrameObject}
*
* @param javaRDD
* the Java RDD of strings
* @param frameMetadata
* frame metadata
* @return the {@code JavaRDD<String>} converted to a {@code FrameObject}
*/
public static FrameObject javaRDDStringCSVToFrameObject(JavaRDD<String> javaRDD, FrameMetadata frameMetadata) {
JavaPairRDD<LongWritable, Text> javaPairRDD = javaRDD.mapToPair(new ConvertStringToLongTextPair());
MatrixCharacteristics mc = (frameMetadata != null) ? frameMetadata.asMatrixCharacteristics() : new MatrixCharacteristics();
JavaPairRDD<LongWritable, Text> javaPairRDDText = javaPairRDD.mapToPair(new CopyTextInputFunction());
FrameObject frameObject = new FrameObject(OptimizerUtils.getUniqueTempFileName(), new MetaDataFormat(mc, OutputInfo.BinaryBlockOutputInfo, InputInfo.BinaryBlockInputInfo), frameMetadata.getFrameSchema().getSchema().toArray(new ValueType[0]));
JavaPairRDD<Long, FrameBlock> rdd;
try {
rdd = FrameRDDConverterUtils.csvToBinaryBlock(jsc(), javaPairRDDText, mc, frameObject.getSchema(), false, ",", false, -1);
} catch (DMLRuntimeException e) {
e.printStackTrace();
return null;
}
frameObject.setRDDHandle(new RDDObject(rdd));
return frameObject;
}
use of org.apache.sysml.runtime.instructions.spark.functions.ConvertStringToLongTextPair in project systemml by apache.
the class MLContextConversionUtil method javaRDDStringCSVToMatrixObject.
/**
* Convert a {@code JavaRDD<String>} in CSV format to a {@code MatrixObject}
*
* @param javaRDD
* the Java RDD of strings
* @param matrixMetadata
* matrix metadata
* @return the {@code JavaRDD<String>} converted to a {@code MatrixObject}
*/
public static MatrixObject javaRDDStringCSVToMatrixObject(JavaRDD<String> javaRDD, MatrixMetadata matrixMetadata) {
JavaPairRDD<LongWritable, Text> javaPairRDD = javaRDD.mapToPair(new ConvertStringToLongTextPair());
MatrixCharacteristics mc = (matrixMetadata != null) ? matrixMetadata.asMatrixCharacteristics() : new MatrixCharacteristics();
MatrixObject matrixObject = new MatrixObject(ValueType.DOUBLE, OptimizerUtils.getUniqueTempFileName(), new MetaDataFormat(mc, OutputInfo.CSVOutputInfo, InputInfo.CSVInputInfo));
JavaPairRDD<LongWritable, Text> javaPairRDD2 = javaPairRDD.mapToPair(new CopyTextInputFunction());
matrixObject.setRDDHandle(new RDDObject(javaPairRDD2));
return matrixObject;
}
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