use of org.apache.sysml.parser.WhileStatementBlock in project incubator-systemml by apache.
the class InterProceduralAnalysis method propagateStatisticsAcrossBlock.
/////////////////////////////
// INTRA-PROCEDURE ANALYSIS
//////
/**
* Perform intra-procedural analysis (IPA) by propagating statistics
* across statement blocks.
*
* @param sb DML statement blocks.
* @param fcand Function candidates.
* @param callVars Map of variables eligible for propagation.
* @param fcandSafeNNZ Function candidate safe non-zeros.
* @param unaryFcands Unary function candidates.
* @param fnStack Function stack to determine current scope.
* @throws HopsException If a HopsException occurs.
* @throws ParseException If a ParseException occurs.
*/
private void propagateStatisticsAcrossBlock(StatementBlock sb, Map<String, Integer> fcand, LocalVariableMap callVars, Map<String, Set<Long>> fcandSafeNNZ, Set<String> unaryFcands, Set<String> fnStack) throws HopsException, ParseException {
if (sb instanceof FunctionStatementBlock) {
FunctionStatementBlock fsb = (FunctionStatementBlock) sb;
FunctionStatement fstmt = (FunctionStatement) fsb.getStatement(0);
for (StatementBlock sbi : fstmt.getBody()) propagateStatisticsAcrossBlock(sbi, fcand, callVars, fcandSafeNNZ, unaryFcands, fnStack);
} else if (sb instanceof WhileStatementBlock) {
WhileStatementBlock wsb = (WhileStatementBlock) sb;
WhileStatement wstmt = (WhileStatement) wsb.getStatement(0);
//old stats into predicate
propagateStatisticsAcrossPredicateDAG(wsb.getPredicateHops(), callVars);
//remove updated constant scalars
Recompiler.removeUpdatedScalars(callVars, wsb);
//check and propagate stats into body
LocalVariableMap oldCallVars = (LocalVariableMap) callVars.clone();
for (StatementBlock sbi : wstmt.getBody()) propagateStatisticsAcrossBlock(sbi, fcand, callVars, fcandSafeNNZ, unaryFcands, fnStack);
if (Recompiler.reconcileUpdatedCallVarsLoops(oldCallVars, callVars, wsb)) {
//second pass if required
propagateStatisticsAcrossPredicateDAG(wsb.getPredicateHops(), callVars);
for (StatementBlock sbi : wstmt.getBody()) propagateStatisticsAcrossBlock(sbi, fcand, callVars, fcandSafeNNZ, unaryFcands, fnStack);
}
//remove updated constant scalars
Recompiler.removeUpdatedScalars(callVars, sb);
} else if (sb instanceof IfStatementBlock) {
IfStatementBlock isb = (IfStatementBlock) sb;
IfStatement istmt = (IfStatement) isb.getStatement(0);
//old stats into predicate
propagateStatisticsAcrossPredicateDAG(isb.getPredicateHops(), callVars);
//check and propagate stats into body
LocalVariableMap oldCallVars = (LocalVariableMap) callVars.clone();
LocalVariableMap callVarsElse = (LocalVariableMap) callVars.clone();
for (StatementBlock sbi : istmt.getIfBody()) propagateStatisticsAcrossBlock(sbi, fcand, callVars, fcandSafeNNZ, unaryFcands, fnStack);
for (StatementBlock sbi : istmt.getElseBody()) propagateStatisticsAcrossBlock(sbi, fcand, callVarsElse, fcandSafeNNZ, unaryFcands, fnStack);
callVars = Recompiler.reconcileUpdatedCallVarsIf(oldCallVars, callVars, callVarsElse, isb);
//remove updated constant scalars
Recompiler.removeUpdatedScalars(callVars, sb);
} else if (//incl parfor
sb instanceof ForStatementBlock) {
ForStatementBlock fsb = (ForStatementBlock) sb;
ForStatement fstmt = (ForStatement) fsb.getStatement(0);
//old stats into predicate
propagateStatisticsAcrossPredicateDAG(fsb.getFromHops(), callVars);
propagateStatisticsAcrossPredicateDAG(fsb.getToHops(), callVars);
propagateStatisticsAcrossPredicateDAG(fsb.getIncrementHops(), callVars);
//remove updated constant scalars
Recompiler.removeUpdatedScalars(callVars, fsb);
//check and propagate stats into body
LocalVariableMap oldCallVars = (LocalVariableMap) callVars.clone();
for (StatementBlock sbi : fstmt.getBody()) propagateStatisticsAcrossBlock(sbi, fcand, callVars, fcandSafeNNZ, unaryFcands, fnStack);
if (Recompiler.reconcileUpdatedCallVarsLoops(oldCallVars, callVars, fsb))
for (StatementBlock sbi : fstmt.getBody()) propagateStatisticsAcrossBlock(sbi, fcand, callVars, fcandSafeNNZ, unaryFcands, fnStack);
//remove updated constant scalars
Recompiler.removeUpdatedScalars(callVars, sb);
} else //generic (last-level)
{
//remove updated constant scalars
Recompiler.removeUpdatedScalars(callVars, sb);
//old stats in, new stats out if updated
ArrayList<Hop> roots = sb.get_hops();
DMLProgram prog = sb.getDMLProg();
//replace scalar reads with literals
Hop.resetVisitStatus(roots);
propagateScalarsAcrossDAG(roots, callVars);
//refresh stats across dag
Hop.resetVisitStatus(roots);
propagateStatisticsAcrossDAG(roots, callVars);
//propagate stats into function calls
Hop.resetVisitStatus(roots);
propagateStatisticsIntoFunctions(prog, roots, fcand, callVars, fcandSafeNNZ, unaryFcands, fnStack);
}
}
use of org.apache.sysml.parser.WhileStatementBlock in project incubator-systemml by apache.
the class IPAPassRemoveConstantBinaryOps method rRemoveConstantBinaryOp.
private static void rRemoveConstantBinaryOp(StatementBlock sb, HashMap<String, Hop> mOnes) {
if (sb instanceof IfStatementBlock) {
IfStatementBlock isb = (IfStatementBlock) sb;
IfStatement istmt = (IfStatement) isb.getStatement(0);
for (StatementBlock c : istmt.getIfBody()) rRemoveConstantBinaryOp(c, mOnes);
if (istmt.getElseBody() != null)
for (StatementBlock c : istmt.getElseBody()) rRemoveConstantBinaryOp(c, mOnes);
} else if (sb instanceof WhileStatementBlock) {
WhileStatementBlock wsb = (WhileStatementBlock) sb;
WhileStatement wstmt = (WhileStatement) wsb.getStatement(0);
for (StatementBlock c : wstmt.getBody()) rRemoveConstantBinaryOp(c, mOnes);
} else if (sb instanceof ForStatementBlock) {
ForStatementBlock fsb = (ForStatementBlock) sb;
ForStatement fstmt = (ForStatement) fsb.getStatement(0);
for (StatementBlock c : fstmt.getBody()) rRemoveConstantBinaryOp(c, mOnes);
} else {
if (sb.getHops() != null) {
Hop.resetVisitStatus(sb.getHops());
for (Hop hop : sb.getHops()) rRemoveConstantBinaryOp(hop, mOnes);
}
}
}
use of org.apache.sysml.parser.WhileStatementBlock in project incubator-systemml by apache.
the class IPAPassRemoveUnnecessaryCheckpoints method moveCheckpointAfterUpdate.
private static void moveCheckpointAfterUpdate(DMLProgram dmlp) {
// approach: scan over top-level program (guaranteed to be unconditional),
// collect checkpoints; determine if used before update; move first checkpoint
// after update if not used before update (best effort move which often avoids
// the second checkpoint on loops even though used in between)
HashMap<String, Hop> chkpointCand = new HashMap<>();
for (StatementBlock sb : dmlp.getStatementBlocks()) {
// prune candidates (used before updated)
Set<String> cands = new HashSet<>(chkpointCand.keySet());
for (String cand : cands) if (sb.variablesRead().containsVariable(cand) && !sb.variablesUpdated().containsVariable(cand)) {
// note: variableRead might include false positives due to meta
// data operations like nrow(X) or operations removed by rewrites
// double check hops on basic blocks; otherwise worst-case
boolean skipRemove = false;
if (sb.getHops() != null) {
Hop.resetVisitStatus(sb.getHops());
skipRemove = true;
for (Hop root : sb.getHops()) skipRemove &= !HopRewriteUtils.rContainsRead(root, cand, false);
}
if (!skipRemove)
chkpointCand.remove(cand);
}
// prune candidates (updated in conditional control flow)
Set<String> cands2 = new HashSet<>(chkpointCand.keySet());
if (sb instanceof IfStatementBlock || sb instanceof WhileStatementBlock || sb instanceof ForStatementBlock) {
for (String cand : cands2) if (sb.variablesUpdated().containsVariable(cand)) {
chkpointCand.remove(cand);
}
} else // move checkpoint after update with simple read chain
// (note: right now this only applies if the checkpoints comes from a previous
// statement block, within-dag checkpoints should be handled during injection)
{
for (String cand : cands2) if (sb.variablesUpdated().containsVariable(cand) && sb.getHops() != null) {
Hop.resetVisitStatus(sb.getHops());
for (Hop root : sb.getHops()) if (root.getName().equals(cand)) {
if (HopRewriteUtils.rHasSimpleReadChain(root, cand)) {
chkpointCand.get(cand).setRequiresCheckpoint(false);
root.getInput().get(0).setRequiresCheckpoint(true);
chkpointCand.put(cand, root.getInput().get(0));
} else
chkpointCand.remove(cand);
}
}
}
// collect checkpoints
if (HopRewriteUtils.isLastLevelStatementBlock(sb)) {
ArrayList<Hop> tmp = collectCheckpoints(sb.getHops());
for (Hop chkpoint : tmp) chkpointCand.put(chkpoint.getName(), chkpoint);
}
}
}
use of org.apache.sysml.parser.WhileStatementBlock in project incubator-systemml by apache.
the class SpoofCompiler method generateCodeFromStatementBlock.
public static void generateCodeFromStatementBlock(StatementBlock current) {
if (current instanceof FunctionStatementBlock) {
FunctionStatementBlock fsb = (FunctionStatementBlock) current;
FunctionStatement fstmt = (FunctionStatement) fsb.getStatement(0);
for (StatementBlock sb : fstmt.getBody()) generateCodeFromStatementBlock(sb);
} else if (current instanceof WhileStatementBlock) {
WhileStatementBlock wsb = (WhileStatementBlock) current;
WhileStatement wstmt = (WhileStatement) wsb.getStatement(0);
wsb.setPredicateHops(optimize(wsb.getPredicateHops(), false));
for (StatementBlock sb : wstmt.getBody()) generateCodeFromStatementBlock(sb);
} else if (current instanceof IfStatementBlock) {
IfStatementBlock isb = (IfStatementBlock) current;
IfStatement istmt = (IfStatement) isb.getStatement(0);
isb.setPredicateHops(optimize(isb.getPredicateHops(), false));
for (StatementBlock sb : istmt.getIfBody()) generateCodeFromStatementBlock(sb);
for (StatementBlock sb : istmt.getElseBody()) generateCodeFromStatementBlock(sb);
} else if (// incl parfor
current instanceof ForStatementBlock) {
ForStatementBlock fsb = (ForStatementBlock) current;
ForStatement fstmt = (ForStatement) fsb.getStatement(0);
fsb.setFromHops(optimize(fsb.getFromHops(), false));
fsb.setToHops(optimize(fsb.getToHops(), false));
fsb.setIncrementHops(optimize(fsb.getIncrementHops(), false));
for (StatementBlock sb : fstmt.getBody()) generateCodeFromStatementBlock(sb);
} else // generic (last-level)
{
current.setHops(generateCodeFromHopDAGs(current.getHops()));
current.updateRecompilationFlag();
}
}
use of org.apache.sysml.parser.WhileStatementBlock in project incubator-systemml by apache.
the class RewriteCompressedReblock method rAnalyzeProgram.
private static void rAnalyzeProgram(StatementBlock sb, ProbeStatus status) {
if (sb instanceof FunctionStatementBlock) {
FunctionStatementBlock fsb = (FunctionStatementBlock) sb;
FunctionStatement fstmt = (FunctionStatement) fsb.getStatement(0);
for (StatementBlock csb : fstmt.getBody()) rAnalyzeProgram(csb, status);
} else if (sb instanceof WhileStatementBlock) {
WhileStatementBlock wsb = (WhileStatementBlock) sb;
WhileStatement wstmt = (WhileStatement) wsb.getStatement(0);
for (StatementBlock csb : wstmt.getBody()) rAnalyzeProgram(csb, status);
if (wsb.variablesRead().containsAnyName(status.compMtx))
status.usedInLoop = true;
} else if (sb instanceof IfStatementBlock) {
IfStatementBlock isb = (IfStatementBlock) sb;
IfStatement istmt = (IfStatement) isb.getStatement(0);
for (StatementBlock csb : istmt.getIfBody()) rAnalyzeProgram(csb, status);
for (StatementBlock csb : istmt.getElseBody()) rAnalyzeProgram(csb, status);
if (isb.variablesUpdated().containsAnyName(status.compMtx))
status.condUpdate = true;
} else if (sb instanceof ForStatementBlock) {
// incl parfor
ForStatementBlock fsb = (ForStatementBlock) sb;
ForStatement fstmt = (ForStatement) fsb.getStatement(0);
for (StatementBlock csb : fstmt.getBody()) rAnalyzeProgram(csb, status);
if (fsb.variablesRead().containsAnyName(status.compMtx))
status.usedInLoop = true;
} else if (sb.getHops() != null) {
// generic (last-level)
ArrayList<Hop> roots = sb.getHops();
Hop.resetVisitStatus(roots);
// process entire HOP DAG starting from the roots
for (Hop root : roots) rAnalyzeHopDag(root, status);
// remove temporary variables
status.compMtx.removeIf(n -> n.startsWith(TMP_PREFIX));
Hop.resetVisitStatus(roots);
}
}
Aggregations