Package org.apache.sysds.runtime.compress

Class CompressedMatrixBlockFactory

java.lang.Object

org.apache.sysds.runtime.compress.CompressedMatrixBlockFactory

public class CompressedMatrixBlockFactory
extends Object

Factory pattern to compress a Matrix Block into a CompressedMatrixBlock.

Method Summary

Modifier and Type	Method	Description
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb)	Default sequential compression with no parallelization
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, int k)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, int k, CompressionSettingsBuilder compSettings)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, int k, CompressionSettingsBuilder compSettings, ACostEstimate costEstimator)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, int k, CompressionSettingsBuilder compSettings, CostEstimatorBuilder csb)	The main method for compressing the input matrix.
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, int k, CompressionSettingsBuilder compSettings, WTreeRoot root)	The main method for compressing the input matrix.
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, int k, ACostEstimate costEstimator)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, int k, CostEstimatorBuilder csb)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, int k, InstructionTypeCounter ins)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, int k, WTreeRoot root)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, CompressionSettingsBuilder customSettings)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, ACostEstimate costEstimator)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, CostEstimatorBuilder csb)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, InstructionTypeCounter ins)
static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics>	compress(MatrixBlock mb, WTreeRoot root)
static void	compressAsync(ExecutionContext ec, String varName)
static void	compressAsync(ExecutionContext ec, String varName, InstructionTypeCounter ins)
static CompressedMatrixBlock	createConstant(int numRows, int numCols, double value)	Method for constructing a compressed matrix out of an constant input.
static CompressedMatrixBlock	genUncompressedCompressedMatrixBlock(MatrixBlock mb)	Generate a CompressedMatrixBlock Object that contains a single uncompressed matrix block column group.
static boolean	transposeHeuristics(int nGroups, MatrixBlock mb)

Methods inherited from class java.lang.Object

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

Method Detail

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb)

Default sequential compression with no parallelization

Parameters:

mb - The matrixBlock to compress

Returns:

A Pair of a Matrix Block and Compression Statistics.

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    WTreeRoot root)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    CostEstimatorBuilder csb)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    InstructionTypeCounter ins)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    CompressionSettingsBuilder customSettings)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    int k)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    int k,
                                                                                                    WTreeRoot root)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    int k,
                                                                                                    CostEstimatorBuilder csb)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    int k,
                                                                                                    InstructionTypeCounter ins)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    ACostEstimate costEstimator)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    int k,
                                                                                                    ACostEstimate costEstimator)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    int k,
                                                                                                    CompressionSettingsBuilder compSettings)

compressAsync

public static void compressAsync(ExecutionContext ec,
                                 String varName)

compressAsync

public static void compressAsync(ExecutionContext ec,
                                 String varName,
                                 InstructionTypeCounter ins)

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    int k,
                                                                                                    CompressionSettingsBuilder compSettings,
                                                                                                    WTreeRoot root)

The main method for compressing the input matrix.

Parameters:

mb - The matrix block to compress

k - The number of threads used to execute the compression

compSettings - The Compression settings used

root - The root instruction compressed, and used for calculating the computation cost of the compression

Returns:

A pair of an possibly compressed matrix block and compression statistics.

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    int k,
                                                                                                    CompressionSettingsBuilder compSettings,
                                                                                                    CostEstimatorBuilder csb)

The main method for compressing the input matrix.

Parameters:

mb - The matrix block to compress

k - The number of threads used to execute the compression

compSettings - The Compression settings used

csb - The cost estimation builder

Returns:

A pair of an possibly compressed matrix block and compression statistics.

compress

public static org.apache.commons.lang3.tuple.Pair<MatrixBlock,CompressionStatistics> compress(MatrixBlock mb,
                                                                                                    int k,
                                                                                                    CompressionSettingsBuilder compSettings,
                                                                                                    ACostEstimate costEstimator)

genUncompressedCompressedMatrixBlock

public static CompressedMatrixBlock genUncompressedCompressedMatrixBlock(MatrixBlock mb)

Generate a CompressedMatrixBlock Object that contains a single uncompressed matrix block column group. Note this could be an empty colgroup if the input is empty.

Parameters:

mb - The matrix block to be contained in the uncompressed matrix block column,

Returns:

a CompressedMatrixBlock

createConstant

public static CompressedMatrixBlock createConstant(int numRows,
                                                   int numCols,
                                                   double value)

Method for constructing a compressed matrix out of an constant input. Since the input is a constant value it is trivially compressable, therefore we skip the entire compression planning and directly return a compressed constant matrix

Parameters:

numRows - The number of Rows in the matrix

numCols - The number of Columns in the matrix

value - The value contained in the matrix

Returns:

The Compressed Constant matrix.

transposeHeuristics

public static boolean transposeHeuristics(int nGroups,
                                          MatrixBlock mb)