Package org.apache.sysds.hops.rewrite

Class HopRewriteUtils

  • public class HopRewriteUtils
extends Object

    • Constructor Detail

      • HopRewriteUtils

        public HopRewriteUtils()

    • Method Detail

      • isValueTypeCast

        public static boolean isValueTypeCast​(Types.OpOp1 op)

      • getBooleanValue

        public static boolean getBooleanValue​(LiteralOp op)

      • getBooleanValueSafe

        public static boolean getBooleanValueSafe​(LiteralOp op)

      • getDoubleValue

        public static double getDoubleValue​(LiteralOp op)

      • getDoubleValueSafe

        public static double getDoubleValueSafe​(LiteralOp op)

      • getIntValue

        public static long getIntValue​(LiteralOp op)
        Return the int value of a LiteralOp (as a long). Note: For comparisons, this is *only* to be used in situations in which the value is absolutely guaranteed to be an integer. Otherwise, a safer alternative is `getDoubleValue`.
        Parameters:
        op - literal operator
        Returns:
        long value of literal op

      • getIntValueSafe

        public static long getIntValueSafe​(Hop op)

      • getIntValueSafe

        public static long getIntValueSafe​(LiteralOp op)

      • isLiteralOfValue

        public static boolean isLiteralOfValue​(Hop hop,
                                       Double... val)

      • isLiteralOfValue

        public static boolean isLiteralOfValue​(Hop hop,
                                       double val)

      • isLiteralOfValue

        public static boolean isLiteralOfValue​(Hop hop,
                                       String val)

      • isLiteralOfValue

        public static boolean isLiteralOfValue​(Hop hop,
                                       boolean val)

      • getChildReferencePos

        public static int getChildReferencePos​(Hop parent,
                                       Hop child)

      • removeChildReference

        public static void removeChildReference​(Hop parent,
                                        Hop child)

      • removeChildReferenceByPos

        public static void removeChildReferenceByPos​(Hop parent,
                                             Hop child,
                                             int posChild)

      • removeAllChildReferences

        public static void removeAllChildReferences​(Hop parent)

      • addChildReference

        public static void addChildReference​(Hop parent,
                                     Hop child)

      • addChildReference

        public static void addChildReference​(Hop parent,
                                     Hop child,
                                     int pos)

      • rewireAllParentChildReferences

        public static Hop rewireAllParentChildReferences​(Hop hold,
                                                 Hop hnew)
        Replace an old Hop with a replacement Hop. If the old Hop has no parents, then return the replacement. Otherwise rewire each of the Hop's parents into the replacement and return the replacement.
        Parameters:
        hold - To be replaced
        hnew - The replacement
        Returns:
        hnew

      • replaceChildReference

        public static void replaceChildReference​(Hop parent,
                                         Hop inOld,
                                         Hop inNew)

      • replaceChildReference

        public static void replaceChildReference​(Hop parent,
                                         Hop inOld,
                                         Hop inNew,
                                         int pos)

      • replaceChildReference

        public static void replaceChildReference​(Hop parent,
                                         Hop inOld,
                                         Hop inNew,
                                         int pos,
                                         boolean refresh)

      • cleanupUnreferenced

        public static void cleanupUnreferenced​(Hop... inputs)

      • getOtherInput

        public static Hop getOtherInput​(Hop hop,
                                Hop input)

      • getLargestInput

        public static Hop getLargestInput​(Hop hop)

      • createDataGenOp

        public static Hop createDataGenOp​(Hop input,
                                  double value)

      • copyDataGenOp

        public static DataGenOp copyDataGenOp​(DataGenOp inputGen,
                                      double scale,
                                      double shift)
        Assumes that min and max are literal ops, needs to be checked from outside.
        Parameters:
        inputGen - input data gen op
        scale - the scale
        shift - the shift
        Returns:
        data gen op

      • createDataGenOp

        public static Hop createDataGenOp​(Hop rowInput,
                                  Hop colInput,
                                  double value)

      • createDataGenOp

        public static Hop createDataGenOp​(Hop rowInput,
                                  boolean tRowInput,
                                  Hop colInput,
                                  boolean tColInput,
                                  double value)

      • createDataGenOpByVal

        public static Hop createDataGenOpByVal​(ArrayList<LiteralOp> values,
                                       long rows,
                                       long cols)

      • isDataGenOp

        public static boolean isDataGenOp​(Hop hop,
                                  Types.OpOpDG... ops)

      • isDataGenOpWithLiteralInputs

        public static boolean isDataGenOpWithLiteralInputs​(Hop hop,
                                                   Types.OpOpDG... ops)

      • isDataGenOpWithConstantValue

        public static boolean isDataGenOpWithConstantValue​(Hop hop)

      • isDataGenOpWithConstantValue

        public static boolean isDataGenOpWithConstantValue​(Hop hop,
                                                   double value)

      • isDataGenOpWithNonDeterminism

        public static boolean isDataGenOpWithNonDeterminism​(Hop hop)

      • getDataGenOpConstantValue

        public static Hop getDataGenOpConstantValue​(Hop hop)

      • createTransientRead

        public static DataOp createTransientRead​(String name,
                                         Hop h)

      • createTransientWrite

        public static DataOp createTransientWrite​(String name,
                                          Hop in)

      • createTranspose

        public static ReorgOp createTranspose​(Hop input)

      • createBinaryMinus

        public static BinaryOp createBinaryMinus​(Hop input)

      • createTsmm

        public static AggBinaryOp createTsmm​(Hop input,
                                     boolean left)

      • createMatrixMultiply

        public static AggBinaryOp createMatrixMultiply​(Hop left,
                                               Hop right)

      • createScalarIndexing

        public static Hop createScalarIndexing​(Hop input,
                                       long rix,
                                       long cix)

      • createIndexingOp

        public static IndexingOp createIndexingOp​(Hop input,
                                          Hop batchsize)

      • createIndexingOp

        public static IndexingOp createIndexingOp​(Hop input,
                                          long rix,
                                          long cix)

      • createIndexingOp

        public static IndexingOp createIndexingOp​(Hop input,
                                          long rl,
                                          long ru,
                                          long cl,
                                          long cu)

      • createValueHop

        public static Hop createValueHop​(Hop hop,
                                 boolean row)

      • createSeqDataGenOp

        public static DataGenOp createSeqDataGenOp​(Hop input)

      • createSeqDataGenOp

        public static DataGenOp createSeqDataGenOp​(Hop input,
                                           boolean asc)

      • createSeqDataGenOp

        public static DataGenOp createSeqDataGenOp​(Hop proxy,
                                           Hop from,
                                           Hop to,
                                           Hop incr)

      • createComputeNnz

        public static Hop createComputeNnz​(Hop input)

      • setOutputParameters

        public static void setOutputParameters​(Hop hop,
                                       long rlen,
                                       long clen,
                                       int blen,
                                       long nnz)

      • setOutputParametersForScalar

        public static void setOutputParametersForScalar​(Hop hop)

      • refreshOutputParameters

        public static void refreshOutputParameters​(Hop hnew,
                                           Hop hold)

      • copyLineNumbers

        public static void copyLineNumbers​(Hop src,
                                   Hop dest)

      • copyLineNumbers

        public static void copyLineNumbers​(MatrixBlock mb,
                                   Hop tread)

      • copyLineNumbers

        public static void copyLineNumbers​(MatrixObject mo,
                                   Hop tread)

      • updateHopCharacteristics

        public static void updateHopCharacteristics​(Hop hop,
                                            int blen,
                                            Hop src)

      • updateHopCharacteristics

        public static void updateHopCharacteristics​(Hop hop,
                                            int blen,
                                            MemoTable memo,
                                            Hop src)

      • isDimsKnown

        public static boolean isDimsKnown​(Hop hop)

      • isEmpty

        public static boolean isEmpty​(Hop hop)

      • isEqualMatrixSize

        public static boolean isEqualMatrixSize​(BinaryOp hop)

      • isEqualSize

        public static boolean isEqualSize​(Hop hop1,
                                  Hop hop2)

      • isEqualSize

        public static boolean isEqualSize​(Hop hop1,
                                  Hop... hops)

      • isSingleBlock

        public static boolean isSingleBlock​(Hop hop)

      • isSingleBlock

        public static boolean isSingleBlock​(Hop hop,
                                    boolean cols)
        Checks our BLOCKSIZE CONSTRAINT, w/ awareness of forced single node execution mode.
        Parameters:
        hop - high-level operator
        cols - true if cols
        Returns:
        true if single block

      • isOuterProductLikeMM

        public static boolean isOuterProductLikeMM​(Hop hop)

      • isOuterBinary

        public static boolean isOuterBinary​(Hop hop)

      • isValidOuterBinaryOp

        public static boolean isValidOuterBinaryOp​(Types.OpOp2 op)

      • isSparse

        public static boolean isSparse​(Hop hop)

      • isDense

        public static boolean isDense​(Hop hop)

      • isSparse

        public static boolean isSparse​(Hop hop,
                               double threshold)

      • isEqualValue

        public static boolean isEqualValue​(Hop hop1,
                                   Hop hop2)

      • isNotMatrixVectorBinaryOperation

        public static boolean isNotMatrixVectorBinaryOperation​(Hop hop)

      • isTransposeOperation

        public static boolean isTransposeOperation​(Hop hop)

      • isTransposeOperation

        public static boolean isTransposeOperation​(Hop hop,
                                           int maxParents)

      • containsTransposeOperation

        public static boolean containsTransposeOperation​(ArrayList<Hop> hops)

      • isTransposeOfItself

        public static boolean isTransposeOfItself​(Hop hop1,
                                          Hop hop2)

      • isTsmm

        public static boolean isTsmm​(Hop input)

      • isTsmmInput

        public static boolean isTsmmInput​(Hop input)

      • isBinary

        public static boolean isBinary​(Hop hop,
                               Types.OpOp2 type)

      • isBinary

        public static boolean isBinary​(Hop hop,
                               Types.OpOp2... types)

      • isBinary

        public static boolean isBinary​(Hop hop,
                               Types.OpOp2 type,
                               int maxParents)

      • isBinaryPPred

        public static boolean isBinaryPPred​(Hop hop)

      • isBinarySparseSafe

        public static boolean isBinarySparseSafe​(Hop hop)

      • isBinaryMatrixScalarOperation

        public static boolean isBinaryMatrixScalarOperation​(Hop hop)

      • isBinaryMatrixMatrixOperation

        public static boolean isBinaryMatrixMatrixOperation​(Hop hop)

      • isBinaryMatrixMatrixOperationWithSharedInput

        public static boolean isBinaryMatrixMatrixOperationWithSharedInput​(Hop hop)

      • isBinaryMatrixScalar

        public static boolean isBinaryMatrixScalar​(Hop hop,
                                           Types.OpOp2 type,
                                           double val)

      • isTernary

        public static boolean isTernary​(Hop hop,
                                Types.OpOp3 type)

      • isTernary

        public static boolean isTernary​(Hop hop,
                                Types.OpOp3... types)

      • containsInput

        public static boolean containsInput​(Hop current,
                                    Hop probe)

      • isTransformEncode

        public static boolean isTransformEncode​(Hop hop)

      • isBinaryMatrixColVectorOperation

        public static boolean isBinaryMatrixColVectorOperation​(Hop hop)

      • isBinaryMatrixRowVectorOperation

        public static boolean isBinaryMatrixRowVectorOperation​(Hop hop)

      • isUnary

        public static boolean isUnary​(Hop hop,
                              Types.OpOp1 type)

      • isUnary

        public static boolean isUnary​(Hop hop,
                              Types.OpOp1 type,
                              int maxParents)

      • isUnary

        public static boolean isUnary​(Hop hop,
                              Types.OpOp1... types)

      • isTerminalHop

        public static boolean isTerminalHop​(Hop hop)
        Check if given hop is of a terminal type. Terminal hops are either of type print or write.
        Parameters:
        hop - for which the type is checked
        Returns:
        true if hop is terminal

      • isMatrixMultiply

        public static boolean isMatrixMultiply​(Hop hop)

      • isAggUnaryOp

        public static boolean isAggUnaryOp​(Hop hop,
                                   Types.AggOp... op)

      • isSum

        public static boolean isSum​(Hop hop)

      • isSumSq

        public static boolean isSumSq​(Hop hop)

      • isRemoveEmpty

        public static boolean isRemoveEmpty​(Hop hop,
                                    boolean rows)

      • isRemoveEmpty

        public static boolean isRemoveEmpty​(Hop hop)

      • isNary

        public static boolean isNary​(Hop hop,
                             Types.OpOpN type)

      • isNary

        public static boolean isNary​(Hop hop,
                             Types.OpOpN... types)

      • isNonZeroIndicator

        public static boolean isNonZeroIndicator​(Hop pred,
                                         Hop hop)

      • checkInputDataTypes

        public static boolean checkInputDataTypes​(Hop hop,
                                          Types.DataType... dt)

      • checkAvgRowsGteCols

        public static boolean checkAvgRowsGteCols​(List<Hop> list)

      • checkConsistentRows

        public static boolean checkConsistentRows​(List<Hop> list1,
                                          List<Hop> list2)

      • isColumnRightIndexing

        public static boolean isColumnRightIndexing​(Hop hop)

      • isFullColumnIndexing

        public static boolean isFullColumnIndexing​(LeftIndexingOp hop)

      • isFullColumnIndexing

        public static boolean isFullColumnIndexing​(IndexingOp hop)

      • isFullRowIndexing

        public static boolean isFullRowIndexing​(LeftIndexingOp hop)

      • isFullRowIndexing

        public static boolean isFullRowIndexing​(IndexingOp hop)

      • isColumnRangeIndexing

        public static boolean isColumnRangeIndexing​(IndexingOp hop)

      • isConsecutiveIndex

        public static boolean isConsecutiveIndex​(Hop index,
                                         Hop index2)

      • isUnnecessaryRightIndexing

        public static boolean isUnnecessaryRightIndexing​(Hop hop)

      • isScalarMatrixBinaryMult

        public static boolean isScalarMatrixBinaryMult​(Hop hop)

      • isBasic1NSequence

        public static boolean isBasic1NSequence​(Hop hop)

      • isBasic1NSequence

        public static boolean isBasic1NSequence​(Hop seq,
                                        Hop input,
                                        boolean row)

      • isBasicN1Sequence

        public static boolean isBasicN1Sequence​(Hop hop)

      • getBasic1NSequenceMax

        public static Hop getBasic1NSequenceMax​(Hop hop)

      • isSizeExpressionOf

        public static boolean isSizeExpressionOf​(Hop size,
                                         Hop input,
                                         boolean row)

      • hasOnlyWriteParents

        public static boolean hasOnlyWriteParents​(Hop hop,
                                          boolean inclTransient,
                                          boolean inclPersistent)

      • hasOnlyUnaryBinaryParents

        public static boolean hasOnlyUnaryBinaryParents​(Hop hop,
                                                boolean disallowLhs)

      • alwaysRequiresReblock

        public static boolean alwaysRequiresReblock​(Hop hop)

      • containsOp

        public static boolean containsOp​(ArrayList<Hop> candidates,
                                 Class<? extends Hop> clazz)

      • rHasSimpleReadChain

        public static boolean rHasSimpleReadChain​(Hop root,
                                          String var)

      • rContainsRead

        public static boolean rContainsRead​(Hop root,
                                    String var,
                                    boolean includeMetaOp)

      • createPartialTsmmCbind

        public static Hop createPartialTsmmCbind​(Hop X,
                                         Hop deltaX,
                                         Hop tsmmIn1)

      • compareSize

        public static int compareSize​(Hop hop1,
                              Hop hop2)
        Compares the size of outputs from hop1 and hop2, in terms of number of matrix cells.
        Parameters:
        hop1 - high-level operator 1
        hop2 - high-level operator 2
        Returns:
        0 if sizes are equal, <0 for hop1<hop2, >0 for hop1>hop2.

      • isLastLevelStatementBlock

        public static boolean isLastLevelStatementBlock​(StatementBlock sb)

      • isLoopStatementBlock

        public static boolean isLoopStatementBlock​(StatementBlock sb)

      • isLastLevelLoopStatementBlock

        public static boolean isLastLevelLoopStatementBlock​(StatementBlock sb)

      • getMaxNrowInput

        public static long getMaxNrowInput​(Hop hop)

      • getMaxNcolInput

        public static long getMaxNcolInput​(Hop hop)

      • getMaxInputDim

        public static long getMaxInputDim​(Hop hop,
                                  boolean dim1)

      • getSumValidInputDims

        public static long getSumValidInputDims​(Hop hop,
                                        boolean dim1)

      • hasValidInputDims

        public static boolean hasValidInputDims​(Hop hop,
                                        boolean dim1)

      • getSumValidInputNnz

        public static long getSumValidInputNnz​(Hop hop)

      • hasValidInputNnz

        public static boolean hasValidInputNnz​(Hop hop)

      • getMaxInputDim

        public static long getMaxInputDim​(DataCharacteristics[] dc,
                                  boolean dim1)

      • getSumValidInputDims

        public static long getSumValidInputDims​(DataCharacteristics[] mc,
                                        boolean dim1)

      • hasValidInputDims

        public static boolean hasValidInputDims​(DataCharacteristics[] mc,
                                        boolean dim1)

      • getSumValidInputNnz

        public static long getSumValidInputNnz​(DataCharacteristics[] mc,
                                       boolean worstcase)

      • hasValidInputNnz

        public static boolean hasValidInputNnz​(DataCharacteristics[] mc,
                                       boolean worstcase)

      • hasListInputs

        public static boolean hasListInputs​(Hop hop)

      • containsSecondOrderBuiltin

        public static boolean containsSecondOrderBuiltin​(ArrayList<Hop> roots)

      • knownParamservFunctions

        public static boolean knownParamservFunctions​(Hop hop)

      • knownParamservFunctions

        public static boolean knownParamservFunctions​(Hop hop,
                                              DMLProgram prog)

      • setUnoptimizedFunctionCalls

        public static void setUnoptimizedFunctionCalls​(StatementBlock sb)