use of org.apache.sysml.runtime.util.IndexRange in project incubator-systemml by apache.
the class ZeroOutInstruction method parseInstruction.
public static ZeroOutInstruction parseInstruction(String str) {
InstructionUtils.checkNumFields(str, 6);
String[] parts = InstructionUtils.getInstructionParts(str);
String opcode = parts[0];
if (!opcode.equalsIgnoreCase("zeroOut"))
throw new DMLRuntimeException("Unknown opcode while parsing a zeroout: " + str);
byte in = Byte.parseByte(parts[1]);
IndexRange rng = new IndexRange(UtilFunctions.parseToLong(parts[2]), UtilFunctions.parseToLong(parts[3]), UtilFunctions.parseToLong(parts[4]), UtilFunctions.parseToLong(parts[5]));
byte out = Byte.parseByte(parts[6]);
return new ZeroOutInstruction(new ZeroOutOperator(), in, out, rng, str);
}
use of org.apache.sysml.runtime.util.IndexRange in project incubator-systemml by apache.
the class OperationsOnMatrixValues method performSlice.
public static void performSlice(IndexedMatrixValue in, IndexRange ixrange, int brlen, int bclen, ArrayList<IndexedMatrixValue> outlist) {
long cellIndexTopRow = UtilFunctions.computeCellIndex(in.getIndexes().getRowIndex(), brlen, 0);
long cellIndexBottomRow = UtilFunctions.computeCellIndex(in.getIndexes().getRowIndex(), brlen, in.getValue().getNumRows() - 1);
long cellIndexLeftCol = UtilFunctions.computeCellIndex(in.getIndexes().getColumnIndex(), bclen, 0);
long cellIndexRightCol = UtilFunctions.computeCellIndex(in.getIndexes().getColumnIndex(), bclen, in.getValue().getNumColumns() - 1);
long cellIndexOverlapTop = Math.max(cellIndexTopRow, ixrange.rowStart);
long cellIndexOverlapBottom = Math.min(cellIndexBottomRow, ixrange.rowEnd);
long cellIndexOverlapLeft = Math.max(cellIndexLeftCol, ixrange.colStart);
long cellIndexOverlapRight = Math.min(cellIndexRightCol, ixrange.colEnd);
// check if block is outside the indexing range
if (cellIndexOverlapTop > cellIndexOverlapBottom || cellIndexOverlapLeft > cellIndexOverlapRight) {
return;
}
IndexRange tmpRange = new IndexRange(UtilFunctions.computeCellInBlock(cellIndexOverlapTop, brlen), UtilFunctions.computeCellInBlock(cellIndexOverlapBottom, brlen), UtilFunctions.computeCellInBlock(cellIndexOverlapLeft, bclen), UtilFunctions.computeCellInBlock(cellIndexOverlapRight, bclen));
int rowCut = UtilFunctions.computeCellInBlock(ixrange.rowStart, brlen);
int colCut = UtilFunctions.computeCellInBlock(ixrange.colStart, bclen);
int rowsInLastBlock = (int) ((ixrange.rowEnd - ixrange.rowStart + 1) % brlen);
if (rowsInLastBlock == 0)
rowsInLastBlock = brlen;
int colsInLastBlock = (int) ((ixrange.colEnd - ixrange.colStart + 1) % bclen);
if (colsInLastBlock == 0)
colsInLastBlock = bclen;
long resultBlockIndexTop = UtilFunctions.computeBlockIndex(cellIndexOverlapTop - ixrange.rowStart + 1, brlen);
long resultBlockIndexBottom = UtilFunctions.computeBlockIndex(cellIndexOverlapBottom - ixrange.rowStart + 1, brlen);
long resultBlockIndexLeft = UtilFunctions.computeBlockIndex(cellIndexOverlapLeft - ixrange.colStart + 1, bclen);
long resultBlockIndexRight = UtilFunctions.computeBlockIndex(cellIndexOverlapRight - ixrange.colStart + 1, bclen);
int boundaryRlen = brlen;
int boundaryClen = bclen;
long finalBlockIndexBottom = UtilFunctions.computeBlockIndex(ixrange.rowEnd - ixrange.rowStart + 1, brlen);
long finalBlockIndexRight = UtilFunctions.computeBlockIndex(ixrange.colEnd - ixrange.colStart + 1, bclen);
if (resultBlockIndexBottom == finalBlockIndexBottom)
boundaryRlen = rowsInLastBlock;
if (resultBlockIndexRight == finalBlockIndexRight)
boundaryClen = colsInLastBlock;
// allocate space for the output value
for (long r = resultBlockIndexTop; r <= resultBlockIndexBottom; r++) for (long c = resultBlockIndexLeft; c <= resultBlockIndexRight; c++) {
IndexedMatrixValue out = new IndexedMatrixValue(new MatrixIndexes(), new MatrixBlock());
out.getIndexes().setIndexes(r, c);
outlist.add(out);
}
// execute actual slice operation
in.getValue().slice(outlist, tmpRange, rowCut, colCut, brlen, bclen, boundaryRlen, boundaryClen);
}
use of org.apache.sysml.runtime.util.IndexRange in project systemml by apache.
the class MatrixIndexingSPInstruction method processInstruction.
@Override
public void processInstruction(ExecutionContext ec) {
SparkExecutionContext sec = (SparkExecutionContext) ec;
String opcode = getOpcode();
// get indexing range
long rl = ec.getScalarInput(rowLower.getName(), rowLower.getValueType(), rowLower.isLiteral()).getLongValue();
long ru = ec.getScalarInput(rowUpper.getName(), rowUpper.getValueType(), rowUpper.isLiteral()).getLongValue();
long cl = ec.getScalarInput(colLower.getName(), colLower.getValueType(), colLower.isLiteral()).getLongValue();
long cu = ec.getScalarInput(colUpper.getName(), colUpper.getValueType(), colUpper.isLiteral()).getLongValue();
IndexRange ixrange = new IndexRange(rl, ru, cl, cu);
// right indexing
if (opcode.equalsIgnoreCase(RightIndex.OPCODE)) {
// update and check output dimensions
MatrixCharacteristics mcIn = sec.getMatrixCharacteristics(input1.getName());
MatrixCharacteristics mcOut = sec.getMatrixCharacteristics(output.getName());
mcOut.set(ru - rl + 1, cu - cl + 1, mcIn.getRowsPerBlock(), mcIn.getColsPerBlock());
mcOut.setNonZerosBound(Math.min(mcOut.getLength(), mcIn.getNonZerosBound()));
checkValidOutputDimensions(mcOut);
// execute right indexing operation (partitioning-preserving if possible)
JavaPairRDD<MatrixIndexes, MatrixBlock> in1 = sec.getBinaryBlockRDDHandleForVariable(input1.getName());
if (isSingleBlockLookup(mcIn, ixrange)) {
sec.setMatrixOutput(output.getName(), singleBlockIndexing(in1, mcIn, mcOut, ixrange), getExtendedOpcode());
} else if (isMultiBlockLookup(in1, mcIn, mcOut, ixrange)) {
sec.setMatrixOutput(output.getName(), multiBlockIndexing(in1, mcIn, mcOut, ixrange), getExtendedOpcode());
} else {
// rdd output for general case
JavaPairRDD<MatrixIndexes, MatrixBlock> out = generalCaseRightIndexing(in1, mcIn, mcOut, ixrange, _aggType);
// put output RDD handle into symbol table
sec.setRDDHandleForVariable(output.getName(), out);
sec.addLineageRDD(output.getName(), input1.getName());
}
} else // left indexing
if (opcode.equalsIgnoreCase(LeftIndex.OPCODE) || opcode.equalsIgnoreCase("mapLeftIndex")) {
String rddVar = (_type == LixCacheType.LEFT) ? input2.getName() : input1.getName();
String bcVar = (_type == LixCacheType.LEFT) ? input1.getName() : input2.getName();
JavaPairRDD<MatrixIndexes, MatrixBlock> in1 = sec.getBinaryBlockRDDHandleForVariable(rddVar);
PartitionedBroadcast<MatrixBlock> broadcastIn2 = null;
JavaPairRDD<MatrixIndexes, MatrixBlock> in2 = null;
JavaPairRDD<MatrixIndexes, MatrixBlock> out = null;
// update and check output dimensions
MatrixCharacteristics mcOut = sec.getMatrixCharacteristics(output.getName());
MatrixCharacteristics mcLeft = ec.getMatrixCharacteristics(input1.getName());
mcOut.set(mcLeft.getRows(), mcLeft.getCols(), mcLeft.getRowsPerBlock(), mcLeft.getColsPerBlock());
checkValidOutputDimensions(mcOut);
// note: always matrix rhs, scalars are preprocessed via cast to 1x1 matrix
MatrixCharacteristics mcRight = ec.getMatrixCharacteristics(input2.getName());
// sanity check matching index range and rhs dimensions
if (!mcRight.dimsKnown()) {
throw new DMLRuntimeException("The right input matrix dimensions are not specified for MatrixIndexingSPInstruction");
}
if (!(ru - rl + 1 == mcRight.getRows() && cu - cl + 1 == mcRight.getCols())) {
throw new DMLRuntimeException("Invalid index range of leftindexing: [" + rl + ":" + ru + "," + cl + ":" + cu + "] vs [" + mcRight.getRows() + "x" + mcRight.getCols() + "].");
}
if (opcode.equalsIgnoreCase("mapLeftIndex")) {
broadcastIn2 = sec.getBroadcastForVariable(bcVar);
// partitioning-preserving mappartitions (key access required for broadcast loopkup)
out = in1.mapPartitionsToPair(new LeftIndexPartitionFunction(broadcastIn2, ixrange, _type, mcOut), true);
} else {
// general case
// zero-out lhs
in1 = in1.mapToPair(new ZeroOutLHS(false, ixrange, mcLeft));
// slice rhs, shift and merge with lhs
in2 = sec.getBinaryBlockRDDHandleForVariable(input2.getName()).flatMapToPair(new SliceRHSForLeftIndexing(ixrange, mcLeft));
out = RDDAggregateUtils.mergeByKey(in1.union(in2));
}
sec.setRDDHandleForVariable(output.getName(), out);
sec.addLineageRDD(output.getName(), rddVar);
if (broadcastIn2 != null)
sec.addLineageBroadcast(output.getName(), bcVar);
if (in2 != null)
sec.addLineageRDD(output.getName(), input2.getName());
} else
throw new DMLRuntimeException("Invalid opcode (" + opcode + ") encountered in MatrixIndexingSPInstruction.");
}
use of org.apache.sysml.runtime.util.IndexRange in project systemml by apache.
the class ZeroOutInstruction method parseInstruction.
public static ZeroOutInstruction parseInstruction(String str) {
InstructionUtils.checkNumFields(str, 6);
String[] parts = InstructionUtils.getInstructionParts(str);
String opcode = parts[0];
if (!opcode.equalsIgnoreCase("zeroOut"))
throw new DMLRuntimeException("Unknown opcode while parsing a zeroout: " + str);
byte in = Byte.parseByte(parts[1]);
IndexRange rng = new IndexRange(UtilFunctions.parseToLong(parts[2]), UtilFunctions.parseToLong(parts[3]), UtilFunctions.parseToLong(parts[4]), UtilFunctions.parseToLong(parts[5]));
byte out = Byte.parseByte(parts[6]);
return new ZeroOutInstruction(in, out, rng, str);
}
use of org.apache.sysml.runtime.util.IndexRange in project systemml by apache.
the class FrameIndexingCPInstruction method processInstruction.
@Override
public void processInstruction(ExecutionContext ec) {
String opcode = getOpcode();
IndexRange ixrange = getIndexRange(ec);
// right indexing
if (opcode.equalsIgnoreCase(RightIndex.OPCODE)) {
// execute right indexing operation
FrameBlock in = ec.getFrameInput(input1.getName());
FrameBlock out = in.slice(ixrange, new FrameBlock());
// unpin rhs input
ec.releaseFrameInput(input1.getName());
// unpin output
ec.setFrameOutput(output.getName(), out);
} else // left indexing
if (opcode.equalsIgnoreCase(LeftIndex.OPCODE)) {
FrameBlock lin = ec.getFrameInput(input1.getName());
FrameBlock out = null;
if (input2.getDataType() == DataType.FRAME) {
// FRAME<-FRAME
FrameBlock rin = ec.getFrameInput(input2.getName());
out = lin.leftIndexingOperations(rin, ixrange, new FrameBlock());
ec.releaseFrameInput(input2.getName());
} else {
// FRAME<-SCALAR
if (!ixrange.isScalar())
throw new DMLRuntimeException("Invalid index range of scalar leftindexing: " + ixrange.toString() + ".");
ScalarObject scalar = ec.getScalarInput(input2.getName(), input2.getValueType(), input2.isLiteral());
out = new FrameBlock(lin);
out.set((int) ixrange.rowStart, (int) ixrange.colStart, scalar.getStringValue());
}
// unpin lhs input
ec.releaseFrameInput(input1.getName());
// unpin output
ec.setFrameOutput(output.getName(), out);
} else
throw new DMLRuntimeException("Invalid opcode (" + opcode + ") encountered in FrameIndexingCPInstruction.");
}
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