use of org.apache.sysml.parser.ForStatementBlock in project incubator-systemml by apache.
the class SpoofCompiler method generateCodeFromStatementBlock.
public static void generateCodeFromStatementBlock(StatementBlock current) throws HopsException, DMLRuntimeException {
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.set_hops(generateCodeFromHopDAGs(current.get_hops()));
current.updateRecompilationFlag();
}
}
use of org.apache.sysml.parser.ForStatementBlock in project incubator-systemml by apache.
the class GraphBuilder method constructGDFGraph.
@SuppressWarnings("unchecked")
private static void constructGDFGraph(ProgramBlock pb, HashMap<String, GDFNode> roots) throws DMLRuntimeException, HopsException {
if (pb instanceof FunctionProgramBlock) {
throw new DMLRuntimeException("FunctionProgramBlocks not implemented yet.");
} else if (pb instanceof WhileProgramBlock) {
WhileProgramBlock wpb = (WhileProgramBlock) pb;
WhileStatementBlock wsb = (WhileStatementBlock) pb.getStatementBlock();
//construct predicate node (conceptually sequence of from/to/incr)
GDFNode pred = constructGDFGraph(wsb.getPredicateHops(), wpb, new HashMap<Long, GDFNode>(), roots);
HashMap<String, GDFNode> inputs = constructLoopInputNodes(wpb, wsb, roots);
HashMap<String, GDFNode> lroots = (HashMap<String, GDFNode>) inputs.clone();
//process childs blocks
for (ProgramBlock pbc : wpb.getChildBlocks()) constructGDFGraph(pbc, lroots);
HashMap<String, GDFNode> outputs = constructLoopOutputNodes(wsb, lroots);
GDFLoopNode lnode = new GDFLoopNode(wpb, pred, inputs, outputs);
//construct crossblock nodes
constructLoopOutputCrossBlockNodes(wsb, lnode, outputs, roots, wpb);
} else if (pb instanceof IfProgramBlock) {
IfProgramBlock ipb = (IfProgramBlock) pb;
IfStatementBlock isb = (IfStatementBlock) pb.getStatementBlock();
//construct predicate
if (isb.getPredicateHops() != null) {
Hop pred = isb.getPredicateHops();
roots.put(pred.getName(), constructGDFGraph(pred, ipb, new HashMap<Long, GDFNode>(), roots));
}
//construct if and else branch separately
HashMap<String, GDFNode> ifRoots = (HashMap<String, GDFNode>) roots.clone();
HashMap<String, GDFNode> elseRoots = (HashMap<String, GDFNode>) roots.clone();
for (ProgramBlock pbc : ipb.getChildBlocksIfBody()) constructGDFGraph(pbc, ifRoots);
if (ipb.getChildBlocksElseBody() != null)
for (ProgramBlock pbc : ipb.getChildBlocksElseBody()) constructGDFGraph(pbc, elseRoots);
//merge data flow roots (if no else, elseRoots refer to original roots)
reconcileMergeIfProgramBlockOutputs(ifRoots, elseRoots, roots, ipb);
} else if (//incl parfor
pb instanceof ForProgramBlock) {
ForProgramBlock fpb = (ForProgramBlock) pb;
ForStatementBlock fsb = (ForStatementBlock) pb.getStatementBlock();
//construct predicate node (conceptually sequence of from/to/incr)
GDFNode pred = constructForPredicateNode(fpb, fsb, roots);
HashMap<String, GDFNode> inputs = constructLoopInputNodes(fpb, fsb, roots);
HashMap<String, GDFNode> lroots = (HashMap<String, GDFNode>) inputs.clone();
//process childs blocks
for (ProgramBlock pbc : fpb.getChildBlocks()) constructGDFGraph(pbc, lroots);
HashMap<String, GDFNode> outputs = constructLoopOutputNodes(fsb, lroots);
GDFLoopNode lnode = new GDFLoopNode(fpb, pred, inputs, outputs);
//construct crossblock nodes
constructLoopOutputCrossBlockNodes(fsb, lnode, outputs, roots, fpb);
} else //last-level program block
{
StatementBlock sb = pb.getStatementBlock();
ArrayList<Hop> hops = sb.get_hops();
if (hops != null) {
//create new local memo structure for local dag
HashMap<Long, GDFNode> lmemo = new HashMap<Long, GDFNode>();
for (Hop hop : hops) {
//recursively construct GDF graph for hop dag root
GDFNode root = constructGDFGraph(hop, pb, lmemo, roots);
if (root == null)
throw new HopsException("GDFGraphBuilder: failed to constuct dag root for: " + Explain.explain(hop));
//create cross block nodes for all transient writes
if (hop instanceof DataOp && ((DataOp) hop).getDataOpType() == DataOpTypes.TRANSIENTWRITE)
root = new GDFCrossBlockNode(hop, pb, root, hop.getName());
//add GDF root node to global roots
roots.put(hop.getName(), root);
}
}
}
}
use of org.apache.sysml.parser.ForStatementBlock in project incubator-systemml by apache.
the class InterProceduralAnalysis method rFlagFunctionForRecompileOnce.
/**
* Returns true if this statementblock requires recompilation inside a
* loop statement block.
*
* @param sb statement block
* @param inLoop true if in loop
* @return true if statement block requires recompilation inside a loop statement block
*/
public boolean rFlagFunctionForRecompileOnce(StatementBlock sb, boolean inLoop) {
boolean ret = false;
if (sb instanceof FunctionStatementBlock) {
FunctionStatementBlock fsb = (FunctionStatementBlock) sb;
FunctionStatement fstmt = (FunctionStatement) fsb.getStatement(0);
for (StatementBlock c : fstmt.getBody()) ret |= rFlagFunctionForRecompileOnce(c, inLoop);
} else if (sb instanceof WhileStatementBlock) {
//recompilation information not available at this point
ret = true;
/*
WhileStatementBlock wsb = (WhileStatementBlock) sb;
WhileStatement wstmt = (WhileStatement)wsb.getStatement(0);
ret |= (inLoop && wsb.requiresPredicateRecompilation() );
for( StatementBlock c : wstmt.getBody() )
ret |= rFlagFunctionForRecompileOnce( c, true );
*/
} else if (sb instanceof IfStatementBlock) {
IfStatementBlock isb = (IfStatementBlock) sb;
IfStatement istmt = (IfStatement) isb.getStatement(0);
ret |= (inLoop && isb.requiresPredicateRecompilation());
for (StatementBlock c : istmt.getIfBody()) ret |= rFlagFunctionForRecompileOnce(c, inLoop);
for (StatementBlock c : istmt.getElseBody()) ret |= rFlagFunctionForRecompileOnce(c, inLoop);
} else if (sb instanceof ForStatementBlock) {
//recompilation information not available at this point
ret = true;
/*
ForStatementBlock fsb = (ForStatementBlock) sb;
ForStatement fstmt = (ForStatement)fsb.getStatement(0);
for( StatementBlock c : fstmt.getBody() )
ret |= rFlagFunctionForRecompileOnce( c, true );
*/
} else {
ret |= (inLoop && sb.requiresRecompilation());
}
return ret;
}
use of org.apache.sysml.parser.ForStatementBlock in project incubator-systemml by apache.
the class InterProceduralAnalysis method moveCheckpointAfterUpdate.
private void moveCheckpointAfterUpdate(DMLProgram dmlp) throws HopsException {
//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<String, Hop>();
for (StatementBlock sb : dmlp.getStatementBlocks()) {
//prune candidates (used before updated)
Set<String> cands = new HashSet<String>(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.get_hops() != null) {
Hop.resetVisitStatus(sb.get_hops());
skipRemove = true;
for (Hop root : sb.get_hops()) skipRemove &= !HopRewriteUtils.rContainsRead(root, cand, false);
}
if (!skipRemove)
chkpointCand.remove(cand);
}
//prune candidates (updated in conditional control flow)
Set<String> cands2 = new HashSet<String>(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.get_hops() != null) {
Hop.resetVisitStatus(sb.get_hops());
for (Hop root : sb.get_hops()) 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
ArrayList<Hop> tmp = collectCheckpoints(sb.get_hops());
for (Hop chkpoint : tmp) {
chkpointCand.put(chkpoint.getName(), chkpoint);
}
}
}
use of org.apache.sysml.parser.ForStatementBlock 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);
}
}
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