use of org.apache.sysml.parser.ForStatementBlock in project incubator-systemml by apache.
the class ResourceOptimizer method pruneHasOnlyUnknownMR.
private static boolean pruneHasOnlyUnknownMR(ProgramBlock pb) throws HopsException {
if (pb instanceof WhileProgramBlock) {
WhileStatementBlock sb = (WhileStatementBlock) pb.getStatementBlock();
sb.getPredicateHops().resetVisitStatus();
return pruneHasOnlyUnknownMR(sb.getPredicateHops());
} else if (pb instanceof IfProgramBlock) {
IfStatementBlock sb = (IfStatementBlock) pb.getStatementBlock();
sb.getPredicateHops().resetVisitStatus();
return pruneHasOnlyUnknownMR(sb.getPredicateHops());
} else if (//incl parfor
pb instanceof ForProgramBlock) {
ForStatementBlock sb = (ForStatementBlock) pb.getStatementBlock();
sb.getFromHops().resetVisitStatus();
sb.getToHops().resetVisitStatus();
sb.getIncrementHops().resetVisitStatus();
return pruneHasOnlyUnknownMR(sb.getFromHops()) && pruneHasOnlyUnknownMR(sb.getToHops()) && pruneHasOnlyUnknownMR(sb.getIncrementHops());
} else //last-level program blocks
{
StatementBlock sb = pb.getStatementBlock();
return pruneHasOnlyUnknownMR(sb.get_hops());
}
}
use of org.apache.sysml.parser.ForStatementBlock in project incubator-systemml by apache.
the class OptTreeConverter method rCreateAbstractOptNode.
public static OptNode rCreateAbstractOptNode(StatementBlock sb, ProgramBlock pb, LocalVariableMap vars, boolean topLevel, Set<String> memo) throws DMLRuntimeException, HopsException {
OptNode node = null;
if (pb instanceof IfProgramBlock && sb instanceof IfStatementBlock) {
IfProgramBlock ipb = (IfProgramBlock) pb;
IfStatementBlock isb = (IfStatementBlock) sb;
IfStatement is = (IfStatement) isb.getStatement(0);
node = new OptNode(NodeType.IF);
_hlMap.putProgMapping(sb, pb, node);
node.setExecType(ExecType.CP);
node.setLineNumbers(isb.getBeginLine(), isb.getEndLine());
//handle predicate
isb.getPredicateHops().resetVisitStatus();
node.addChilds(rCreateAbstractOptNodes(isb.getPredicateHops(), vars, memo));
//process if branch
OptNode ifn = new OptNode(NodeType.GENERIC);
_hlMap.putProgMapping(sb, pb, ifn);
ifn.setExecType(ExecType.CP);
node.addChild(ifn);
int len = is.getIfBody().size();
for (int i = 0; i < ipb.getChildBlocksIfBody().size() && i < len; i++) {
ProgramBlock lpb = ipb.getChildBlocksIfBody().get(i);
StatementBlock lsb = is.getIfBody().get(i);
ifn.addChild(rCreateAbstractOptNode(lsb, lpb, vars, false, memo));
}
//process else branch
if (ipb.getChildBlocksElseBody() != null) {
OptNode efn = new OptNode(NodeType.GENERIC);
_hlMap.putProgMapping(sb, pb, efn);
efn.setExecType(ExecType.CP);
node.addChild(efn);
int len2 = is.getElseBody().size();
for (int i = 0; i < ipb.getChildBlocksElseBody().size() && i < len2; i++) {
ProgramBlock lpb = ipb.getChildBlocksElseBody().get(i);
StatementBlock lsb = is.getElseBody().get(i);
efn.addChild(rCreateAbstractOptNode(lsb, lpb, vars, false, memo));
}
}
} else if (pb instanceof WhileProgramBlock && sb instanceof WhileStatementBlock) {
WhileProgramBlock wpb = (WhileProgramBlock) pb;
WhileStatementBlock wsb = (WhileStatementBlock) sb;
WhileStatement ws = (WhileStatement) wsb.getStatement(0);
node = new OptNode(NodeType.WHILE);
_hlMap.putProgMapping(sb, pb, node);
node.setExecType(ExecType.CP);
node.setLineNumbers(wsb.getBeginLine(), wsb.getEndLine());
//handle predicate
wsb.getPredicateHops().resetVisitStatus();
node.addChilds(rCreateAbstractOptNodes(wsb.getPredicateHops(), vars, memo));
//process body
int len = ws.getBody().size();
for (int i = 0; i < wpb.getChildBlocks().size() && i < len; i++) {
ProgramBlock lpb = wpb.getChildBlocks().get(i);
StatementBlock lsb = ws.getBody().get(i);
node.addChild(rCreateAbstractOptNode(lsb, lpb, vars, false, memo));
}
} else if (pb instanceof ForProgramBlock && sb instanceof ForStatementBlock && !(pb instanceof ParForProgramBlock)) {
ForProgramBlock fpb = (ForProgramBlock) pb;
ForStatementBlock fsb = (ForStatementBlock) sb;
ForStatement fs = (ForStatement) fsb.getStatement(0);
node = new OptNode(NodeType.FOR);
_hlMap.putProgMapping(sb, pb, node);
node.setExecType(ExecType.CP);
node.setLineNumbers(fsb.getBeginLine(), fsb.getEndLine());
node.addParam(ParamType.NUM_ITERATIONS, String.valueOf(CostEstimator.FACTOR_NUM_ITERATIONS));
//handle predicate
fsb.getFromHops().resetVisitStatus();
fsb.getToHops().resetVisitStatus();
if (fsb.getIncrementHops() != null)
fsb.getIncrementHops().resetVisitStatus();
node.addChilds(rCreateAbstractOptNodes(fsb.getFromHops(), vars, memo));
node.addChilds(rCreateAbstractOptNodes(fsb.getToHops(), vars, memo));
if (fsb.getIncrementHops() != null)
node.addChilds(rCreateAbstractOptNodes(fsb.getIncrementHops(), vars, memo));
//process body
int len = fs.getBody().size();
for (int i = 0; i < fpb.getChildBlocks().size() && i < len; i++) {
ProgramBlock lpb = fpb.getChildBlocks().get(i);
StatementBlock lsb = fs.getBody().get(i);
node.addChild(rCreateAbstractOptNode(lsb, lpb, vars, false, memo));
}
} else if (pb instanceof ParForProgramBlock && sb instanceof ParForStatementBlock) {
ParForProgramBlock fpb = (ParForProgramBlock) pb;
ParForStatementBlock fsb = (ParForStatementBlock) sb;
ParForStatement fs = (ParForStatement) fsb.getStatement(0);
node = new OptNode(NodeType.PARFOR);
node.setLineNumbers(fsb.getBeginLine(), fsb.getEndLine());
_hlMap.putProgMapping(sb, pb, node);
node.setK(fpb.getDegreeOfParallelism());
long N = fpb.getNumIterations();
node.addParam(ParamType.NUM_ITERATIONS, (N != -1) ? String.valueOf(N) : String.valueOf(CostEstimator.FACTOR_NUM_ITERATIONS));
switch(fpb.getExecMode()) {
case LOCAL:
node.setExecType(ExecType.CP);
break;
case REMOTE_MR:
case REMOTE_MR_DP:
node.setExecType(ExecType.MR);
break;
case REMOTE_SPARK:
case REMOTE_SPARK_DP:
node.setExecType(ExecType.SPARK);
break;
case UNSPECIFIED:
node.setExecType(null);
}
if (!topLevel) {
fsb.getFromHops().resetVisitStatus();
fsb.getToHops().resetVisitStatus();
if (fsb.getIncrementHops() != null)
fsb.getIncrementHops().resetVisitStatus();
node.addChilds(rCreateAbstractOptNodes(fsb.getFromHops(), vars, memo));
node.addChilds(rCreateAbstractOptNodes(fsb.getToHops(), vars, memo));
if (fsb.getIncrementHops() != null)
node.addChilds(rCreateAbstractOptNodes(fsb.getIncrementHops(), vars, memo));
}
//process body
int len = fs.getBody().size();
for (int i = 0; i < fpb.getChildBlocks().size() && i < len; i++) {
ProgramBlock lpb = fpb.getChildBlocks().get(i);
StatementBlock lsb = fs.getBody().get(i);
node.addChild(rCreateAbstractOptNode(lsb, lpb, vars, false, memo));
}
//parameters, add required parameters
Map<String, String> lparams = fpb.getParForParams();
node.addParam(ParamType.DATA_PARTITIONER, lparams.get(ParForStatementBlock.DATA_PARTITIONER));
node.addParam(ParamType.TASK_PARTITIONER, lparams.get(ParForStatementBlock.TASK_PARTITIONER));
node.addParam(ParamType.RESULT_MERGE, lparams.get(ParForStatementBlock.RESULT_MERGE));
//TODO task size
} else //last level program block
{
sb = pb.getStatementBlock();
//process all hops
node = new OptNode(NodeType.GENERIC);
_hlMap.putProgMapping(sb, pb, node);
node.addChilds(createAbstractOptNodes(sb.get_hops(), vars, memo));
node.setExecType(ExecType.CP);
node.setLineNumbers(sb.getBeginLine(), sb.getEndLine());
//TODO remove this workaround once this information can be obtained from hops/lops compiler
if (node.isCPOnly()) {
if (containsMRJobInstruction(pb, false, false))
node.setExecType(ExecType.MR);
else if (containsMRJobInstruction(pb, false, true))
node.setExecType(ExecType.SPARK);
}
}
//final cleanup
//NOTE: required because this function is also used to create subtrees
node.checkAndCleanupLeafNodes();
return node;
}
use of org.apache.sysml.parser.ForStatementBlock in project incubator-systemml by apache.
the class OptTreePlanChecker method checkProgramCorrectness.
public static void checkProgramCorrectness(ProgramBlock pb, StatementBlock sb, Set<String> fnStack) throws HopsException, DMLRuntimeException {
Program prog = pb.getProgram();
DMLProgram dprog = sb.getDMLProg();
if (pb instanceof FunctionProgramBlock && sb instanceof FunctionStatementBlock) {
FunctionProgramBlock fpb = (FunctionProgramBlock) pb;
FunctionStatementBlock fsb = (FunctionStatementBlock) sb;
FunctionStatement fstmt = (FunctionStatement) fsb.getStatement(0);
for (int i = 0; i < fpb.getChildBlocks().size(); i++) {
ProgramBlock pbc = fpb.getChildBlocks().get(i);
StatementBlock sbc = fstmt.getBody().get(i);
checkProgramCorrectness(pbc, sbc, fnStack);
}
//checkLinksProgramStatementBlock(fpb, fsb);
} else if (pb instanceof WhileProgramBlock && sb instanceof WhileStatementBlock) {
WhileProgramBlock wpb = (WhileProgramBlock) pb;
WhileStatementBlock wsb = (WhileStatementBlock) sb;
WhileStatement wstmt = (WhileStatement) wsb.getStatement(0);
checkHopDagCorrectness(prog, dprog, wsb.getPredicateHops(), wpb.getPredicate(), fnStack);
for (int i = 0; i < wpb.getChildBlocks().size(); i++) {
ProgramBlock pbc = wpb.getChildBlocks().get(i);
StatementBlock sbc = wstmt.getBody().get(i);
checkProgramCorrectness(pbc, sbc, fnStack);
}
checkLinksProgramStatementBlock(wpb, wsb);
} else if (pb instanceof IfProgramBlock && sb instanceof IfStatementBlock) {
IfProgramBlock ipb = (IfProgramBlock) pb;
IfStatementBlock isb = (IfStatementBlock) sb;
IfStatement istmt = (IfStatement) isb.getStatement(0);
checkHopDagCorrectness(prog, dprog, isb.getPredicateHops(), ipb.getPredicate(), fnStack);
for (int i = 0; i < ipb.getChildBlocksIfBody().size(); i++) {
ProgramBlock pbc = ipb.getChildBlocksIfBody().get(i);
StatementBlock sbc = istmt.getIfBody().get(i);
checkProgramCorrectness(pbc, sbc, fnStack);
}
for (int i = 0; i < ipb.getChildBlocksElseBody().size(); i++) {
ProgramBlock pbc = ipb.getChildBlocksElseBody().get(i);
StatementBlock sbc = istmt.getElseBody().get(i);
checkProgramCorrectness(pbc, sbc, fnStack);
}
checkLinksProgramStatementBlock(ipb, isb);
} else if (//incl parfor
pb instanceof ForProgramBlock && sb instanceof ForStatementBlock) {
ForProgramBlock fpb = (ForProgramBlock) pb;
ForStatementBlock fsb = (ForStatementBlock) sb;
ForStatement fstmt = (ForStatement) sb.getStatement(0);
checkHopDagCorrectness(prog, dprog, fsb.getFromHops(), fpb.getFromInstructions(), fnStack);
checkHopDagCorrectness(prog, dprog, fsb.getToHops(), fpb.getToInstructions(), fnStack);
checkHopDagCorrectness(prog, dprog, fsb.getIncrementHops(), fpb.getIncrementInstructions(), fnStack);
for (int i = 0; i < fpb.getChildBlocks().size(); i++) {
ProgramBlock pbc = fpb.getChildBlocks().get(i);
StatementBlock sbc = fstmt.getBody().get(i);
checkProgramCorrectness(pbc, sbc, fnStack);
}
checkLinksProgramStatementBlock(fpb, fsb);
} else {
checkHopDagCorrectness(prog, dprog, sb.get_hops(), pb.getInstructions(), fnStack);
//checkLinksProgramStatementBlock(pb, sb);
}
}
use of org.apache.sysml.parser.ForStatementBlock in project incubator-systemml by apache.
the class RewriteMarkLoopVariablesUpdateInPlace method rewriteStatementBlock.
@Override
public ArrayList<StatementBlock> rewriteStatementBlock(StatementBlock sb, ProgramRewriteStatus status) throws HopsException {
ArrayList<StatementBlock> ret = new ArrayList<StatementBlock>();
if (DMLScript.rtplatform == RUNTIME_PLATFORM.HADOOP || DMLScript.rtplatform == RUNTIME_PLATFORM.SPARK) {
// nothing to do here
ret.add(sb);
//return original statement block
return ret;
}
if (//incl parfor
sb instanceof WhileStatementBlock || sb instanceof ForStatementBlock) {
ArrayList<String> candidates = new ArrayList<String>();
VariableSet updated = sb.variablesUpdated();
VariableSet liveout = sb.liveOut();
for (String varname : updated.getVariableNames()) {
if (updated.getVariable(varname).getDataType() == DataType.MATRIX && //exclude local vars
liveout.containsVariable(varname)) {
if (sb instanceof WhileStatementBlock) {
WhileStatement wstmt = (WhileStatement) sb.getStatement(0);
if (rIsApplicableForUpdateInPlace(wstmt.getBody(), varname))
candidates.add(varname);
} else if (sb instanceof ForStatementBlock) {
ForStatement wstmt = (ForStatement) sb.getStatement(0);
if (rIsApplicableForUpdateInPlace(wstmt.getBody(), varname))
candidates.add(varname);
}
}
}
sb.setUpdateInPlaceVars(candidates);
}
//return modified statement block
ret.add(sb);
return ret;
}
use of org.apache.sysml.parser.ForStatementBlock in project incubator-systemml by apache.
the class RewriteForLoopVectorization method rewriteStatementBlock.
@Override
public ArrayList<StatementBlock> rewriteStatementBlock(StatementBlock sb, ProgramRewriteStatus state) throws HopsException {
ArrayList<StatementBlock> ret = new ArrayList<StatementBlock>();
if (sb instanceof ForStatementBlock) {
ForStatementBlock fsb = (ForStatementBlock) sb;
ForStatement fs = (ForStatement) fsb.getStatement(0);
Hop from = fsb.getFromHops();
Hop to = fsb.getToHops();
Hop incr = fsb.getIncrementHops();
String iterVar = fsb.getIterPredicate().getIterVar().getName();
if (//single child block
fs.getBody() != null && fs.getBody().size() == 1) {
StatementBlock csb = (StatementBlock) fs.getBody().get(0);
if (!(//last level block
csb instanceof WhileStatementBlock || csb instanceof IfStatementBlock || csb instanceof ForStatementBlock)) {
//AUTO VECTORIZATION PATTERNS
//Note: unnecessary row or column indexing then later removed via hop rewrites
//e.g., for(i in a:b){s = s + as.scalar(X[i,2])} -> s = sum(X[a:b,2])
sb = vectorizeScalarAggregate(sb, csb, from, to, incr, iterVar);
//e.g., for(i in a:b){X[i,2] = Y[i,1] + Z[i,3]} -> X[a:b,2] = Y[a:b,1] + Z[a:b,3];
sb = vectorizeElementwiseBinary(sb, csb, from, to, incr, iterVar);
//e.g., for(i in a:b){X[i,2] = abs(Y[i,1])} -> X[a:b,2] = abs(Y[a:b,1]);
sb = vectorizeElementwiseUnary(sb, csb, from, to, incr, iterVar);
//e.g., for(i in a:b){X[7,i] = Y[1,i]} -> X[7,a:b] = Y[1,a:b];
sb = vectorizeIndexedCopy(sb, csb, from, to, incr, iterVar);
}
}
}
//if no rewrite applied sb is the original for loop otherwise a last level statement block
//that includes the equivalent vectorized operations.
ret.add(sb);
return ret;
}
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