Examples with ProgramBlock org.apache.sysml.runtime.controlprogram.ProgramBlock used on opensource projects

Example 21 with ProgramBlock

use of org.apache.sysml.runtime.controlprogram.ProgramBlock in project incubator-systemml by apache.

the class CostEstimator method getTimeEstimate.

public double getTimeEstimate(Program rtprog, LocalVariableMap vars, HashMap<String, VarStats> stats) {
    double costs = 0;
    // obtain stats from symboltable (e.g., during recompile)
    maintainVariableStatistics(vars, stats);
    // get cost estimate
    for (ProgramBlock pb : rtprog.getProgramBlocks()) costs += rGetTimeEstimate(pb, stats, new HashSet<String>(), true);
    return costs;
}

Example 22 with ProgramBlock

use of org.apache.sysml.runtime.controlprogram.ProgramBlock in project incubator-systemml by apache.

the class CostEstimator method rGetTimeEstimate.

private double rGetTimeEstimate(ProgramBlock pb, HashMap<String, VarStats> stats, HashSet<String> memoFunc, boolean recursive) {
    double ret = 0;
    if (pb instanceof WhileProgramBlock) {
        WhileProgramBlock tmp = (WhileProgramBlock) pb;
        if (recursive)
            for (ProgramBlock pb2 : tmp.getChildBlocks()) ret += rGetTimeEstimate(pb2, stats, memoFunc, recursive);
        ret *= DEFAULT_NUMITER;
    } else if (pb instanceof IfProgramBlock) {
        IfProgramBlock tmp = (IfProgramBlock) pb;
        if (recursive) {
            for (ProgramBlock pb2 : tmp.getChildBlocksIfBody()) ret += rGetTimeEstimate(pb2, stats, memoFunc, recursive);
            if (tmp.getChildBlocksElseBody() != null)
                for (ProgramBlock pb2 : tmp.getChildBlocksElseBody()) {
                    ret += rGetTimeEstimate(pb2, stats, memoFunc, recursive);
                    // weighted sum
                    ret /= 2;
                }
        }
    } else if (// includes ParFORProgramBlock
    pb instanceof ForProgramBlock) {
        ForProgramBlock tmp = (ForProgramBlock) pb;
        if (recursive)
            for (ProgramBlock pb2 : tmp.getChildBlocks()) ret += rGetTimeEstimate(pb2, stats, memoFunc, recursive);
        ret *= getNumIterations(stats, tmp);
    } else if (pb instanceof FunctionProgramBlock && // see generic
    !(pb instanceof ExternalFunctionProgramBlock)) {
        FunctionProgramBlock tmp = (FunctionProgramBlock) pb;
        if (recursive)
            for (ProgramBlock pb2 : tmp.getChildBlocks()) ret += rGetTimeEstimate(pb2, stats, memoFunc, recursive);
    } else {
        ArrayList<Instruction> tmp = pb.getInstructions();
        for (Instruction inst : tmp) {
            if (// CP
            inst instanceof CPInstruction) {
                // obtain stats from createvar, cpvar, rmvar, rand
                maintainCPInstVariableStatistics((CPInstruction) inst, stats);
                // extract statistics (instruction-specific)
                Object[] o = extractCPInstStatistics(inst, stats);
                VarStats[] vs = (VarStats[]) o[0];
                String[] attr = (String[]) o[1];
                // if(LOG.isDebugEnabled())
                // LOG.debug(inst);
                // call time estimation for inst
                ret += getCPInstTimeEstimate(inst, vs, attr);
                if (// functions
                inst instanceof FunctionCallCPInstruction) {
                    FunctionCallCPInstruction finst = (FunctionCallCPInstruction) inst;
                    String fkey = DMLProgram.constructFunctionKey(finst.getNamespace(), finst.getFunctionName());
                    // awareness of recursive functions, missing program
                    if (!memoFunc.contains(fkey) && pb.getProgram() != null) {
                        if (LOG.isDebugEnabled())
                            LOG.debug("Begin Function " + fkey);
                        memoFunc.add(fkey);
                        Program prog = pb.getProgram();
                        FunctionProgramBlock fpb = prog.getFunctionProgramBlock(finst.getNamespace(), finst.getFunctionName());
                        ret += rGetTimeEstimate(fpb, stats, memoFunc, recursive);
                        memoFunc.remove(fkey);
                        if (LOG.isDebugEnabled())
                            LOG.debug("End Function " + fkey);
                    }
                }
            } else if (// MR
            inst instanceof MRJobInstruction) {
                // obtain stats for job
                maintainMRJobInstVariableStatistics(inst, stats);
                // extract input statistics
                Object[] o = extractMRJobInstStatistics(inst, stats);
                VarStats[] vs = (VarStats[]) o[0];
                if (LOG.isDebugEnabled())
                    LOG.debug("Begin MRJob type=" + ((MRJobInstruction) inst).getJobType());
                // call time estimation for complex MR inst
                ret += getMRJobInstTimeEstimate(inst, vs, null);
                if (LOG.isDebugEnabled())
                    LOG.debug("End MRJob");
                // cleanup stats for job
                cleanupMRJobVariableStatistics(inst, stats);
            }
        }
    }
    return ret;
}

Example 23 with ProgramBlock

use of org.apache.sysml.runtime.controlprogram.ProgramBlock in project incubator-systemml by apache.

the class Recompiler method rRecompileProgramBlock2Forced.

private static void rRecompileProgramBlock2Forced(ProgramBlock pb, long tid, HashSet<String> fnStack, ExecType et) {
    if (pb instanceof WhileProgramBlock) {
        WhileProgramBlock pbTmp = (WhileProgramBlock) pb;
        WhileStatementBlock sbTmp = (WhileStatementBlock) pbTmp.getStatementBlock();
        // recompile predicate
        if (sbTmp != null && !(et == ExecType.CP && !OptTreeConverter.containsMRJobInstruction(pbTmp.getPredicate(), true, true)))
            pbTmp.setPredicate(Recompiler.recompileHopsDag2Forced(sbTmp.getPredicateHops(), tid, et));
        // recompile body
        for (ProgramBlock pb2 : pbTmp.getChildBlocks()) rRecompileProgramBlock2Forced(pb2, tid, fnStack, et);
    } else if (pb instanceof IfProgramBlock) {
        IfProgramBlock pbTmp = (IfProgramBlock) pb;
        IfStatementBlock sbTmp = (IfStatementBlock) pbTmp.getStatementBlock();
        // recompile predicate
        if (sbTmp != null && !(et == ExecType.CP && !OptTreeConverter.containsMRJobInstruction(pbTmp.getPredicate(), true, true)))
            pbTmp.setPredicate(Recompiler.recompileHopsDag2Forced(sbTmp.getPredicateHops(), tid, et));
        // recompile body
        for (ProgramBlock pb2 : pbTmp.getChildBlocksIfBody()) rRecompileProgramBlock2Forced(pb2, tid, fnStack, et);
        for (ProgramBlock pb2 : pbTmp.getChildBlocksElseBody()) rRecompileProgramBlock2Forced(pb2, tid, fnStack, et);
    } else if (// includes ParFORProgramBlock
    pb instanceof ForProgramBlock) {
        ForProgramBlock pbTmp = (ForProgramBlock) pb;
        ForStatementBlock sbTmp = (ForStatementBlock) pbTmp.getStatementBlock();
        // recompile predicate
        if (sbTmp != null && sbTmp.getFromHops() != null && !(et == ExecType.CP && !OptTreeConverter.containsMRJobInstruction(pbTmp.getFromInstructions(), true, true)))
            pbTmp.setFromInstructions(Recompiler.recompileHopsDag2Forced(sbTmp.getFromHops(), tid, et));
        if (sbTmp != null && sbTmp.getToHops() != null && !(et == ExecType.CP && !OptTreeConverter.containsMRJobInstruction(pbTmp.getToInstructions(), true, true)))
            pbTmp.setToInstructions(Recompiler.recompileHopsDag2Forced(sbTmp.getToHops(), tid, et));
        if (sbTmp != null && sbTmp.getIncrementHops() != null && !(et == ExecType.CP && !OptTreeConverter.containsMRJobInstruction(pbTmp.getIncrementInstructions(), true, true)))
            pbTmp.setIncrementInstructions(Recompiler.recompileHopsDag2Forced(sbTmp.getIncrementHops(), tid, et));
        // recompile body
        for (ProgramBlock pb2 : pbTmp.getChildBlocks()) rRecompileProgramBlock2Forced(pb2, tid, fnStack, et);
    } else if (// includes ExternalFunctionProgramBlock and ExternalFunctionProgramBlockCP
    pb instanceof FunctionProgramBlock) {
        FunctionProgramBlock tmp = (FunctionProgramBlock) pb;
        for (ProgramBlock pb2 : tmp.getChildBlocks()) rRecompileProgramBlock2Forced(pb2, tid, fnStack, et);
    } else {
        StatementBlock sb = pb.getStatementBlock();
        // would be invalid with permutation matrix mult across multiple dags)
        if (sb != null) {
            ArrayList<Instruction> tmp = pb.getInstructions();
            tmp = Recompiler.recompileHopsDag2Forced(sb, sb.getHops(), tid, et);
            pb.setInstructions(tmp);
        }
        // recompile functions
        if (OptTreeConverter.containsFunctionCallInstruction(pb)) {
            ArrayList<Instruction> tmp = pb.getInstructions();
            for (Instruction inst : tmp) if (inst instanceof FunctionCallCPInstruction) {
                FunctionCallCPInstruction func = (FunctionCallCPInstruction) inst;
                String fname = func.getFunctionName();
                String fnamespace = func.getNamespace();
                String fKey = DMLProgram.constructFunctionKey(fnamespace, fname);
                if (// memoization for multiple calls, recursion
                !fnStack.contains(fKey)) {
                    fnStack.add(fKey);
                    FunctionProgramBlock fpb = pb.getProgram().getFunctionProgramBlock(fnamespace, fname);
                    // recompile chains of functions
                    rRecompileProgramBlock2Forced(fpb, tid, fnStack, et);
                }
            }
        }
    }
}

Example 24 with ProgramBlock

use of org.apache.sysml.runtime.controlprogram.ProgramBlock in project incubator-systemml by apache.

the class Recompiler method rRecompileProgramBlock.

// ////////////////////////////
// private helper functions //
// ////////////////////////////
private static void rRecompileProgramBlock(ProgramBlock pb, LocalVariableMap vars, RecompileStatus status, long tid, ResetType resetRecompile) {
    if (pb instanceof WhileProgramBlock) {
        WhileProgramBlock wpb = (WhileProgramBlock) pb;
        WhileStatementBlock wsb = (WhileStatementBlock) wpb.getStatementBlock();
        // recompile predicate
        recompileWhilePredicate(wpb, wsb, vars, status, tid, resetRecompile);
        // remove updated scalars because in loop
        removeUpdatedScalars(vars, wsb);
        // copy vars for later compare
        LocalVariableMap oldVars = (LocalVariableMap) vars.clone();
        RecompileStatus oldStatus = (RecompileStatus) status.clone();
        for (ProgramBlock pb2 : wpb.getChildBlocks()) rRecompileProgramBlock(pb2, vars, status, tid, resetRecompile);
        if (reconcileUpdatedCallVarsLoops(oldVars, vars, wsb) | reconcileUpdatedCallVarsLoops(oldStatus, status, wsb)) {
            // second pass with unknowns if required
            recompileWhilePredicate(wpb, wsb, vars, status, tid, resetRecompile);
            for (ProgramBlock pb2 : wpb.getChildBlocks()) rRecompileProgramBlock(pb2, vars, status, tid, resetRecompile);
        }
        removeUpdatedScalars(vars, wsb);
    } else if (pb instanceof IfProgramBlock) {
        IfProgramBlock ipb = (IfProgramBlock) pb;
        IfStatementBlock isb = (IfStatementBlock) ipb.getStatementBlock();
        // recompile predicate
        recompileIfPredicate(ipb, isb, vars, status, tid, resetRecompile);
        // copy vars for later compare
        LocalVariableMap oldVars = (LocalVariableMap) vars.clone();
        LocalVariableMap varsElse = (LocalVariableMap) vars.clone();
        RecompileStatus oldStatus = (RecompileStatus) status.clone();
        RecompileStatus statusElse = (RecompileStatus) status.clone();
        for (ProgramBlock pb2 : ipb.getChildBlocksIfBody()) rRecompileProgramBlock(pb2, vars, status, tid, resetRecompile);
        for (ProgramBlock pb2 : ipb.getChildBlocksElseBody()) rRecompileProgramBlock(pb2, varsElse, statusElse, tid, resetRecompile);
        reconcileUpdatedCallVarsIf(oldVars, vars, varsElse, isb);
        reconcileUpdatedCallVarsIf(oldStatus, status, statusElse, isb);
        removeUpdatedScalars(vars, ipb.getStatementBlock());
    } else if (// includes ParFORProgramBlock
    pb instanceof ForProgramBlock) {
        ForProgramBlock fpb = (ForProgramBlock) pb;
        ForStatementBlock fsb = (ForStatementBlock) fpb.getStatementBlock();
        // recompile predicates
        recompileForPredicates(fpb, fsb, vars, status, tid, resetRecompile);
        // remove updated scalars because in loop
        removeUpdatedScalars(vars, fpb.getStatementBlock());
        // copy vars for later compare
        LocalVariableMap oldVars = (LocalVariableMap) vars.clone();
        RecompileStatus oldStatus = (RecompileStatus) status.clone();
        for (ProgramBlock pb2 : fpb.getChildBlocks()) rRecompileProgramBlock(pb2, vars, status, tid, resetRecompile);
        if (reconcileUpdatedCallVarsLoops(oldVars, vars, fsb) | reconcileUpdatedCallVarsLoops(oldStatus, status, fsb)) {
            // second pass with unknowns if required
            recompileForPredicates(fpb, fsb, vars, status, tid, resetRecompile);
            for (ProgramBlock pb2 : fpb.getChildBlocks()) rRecompileProgramBlock(pb2, vars, status, tid, resetRecompile);
        }
        removeUpdatedScalars(vars, fpb.getStatementBlock());
    } else if (// includes ExternalFunctionProgramBlock and ExternalFunctionProgramBlockCP
    pb instanceof FunctionProgramBlock) {
    // do nothing
    } else {
        StatementBlock sb = pb.getStatementBlock();
        ArrayList<Instruction> tmp = pb.getInstructions();
        if (sb == null)
            return;
        // recompile all for stats propagation and recompile flags
        tmp = Recompiler.recompileHopsDag(sb, sb.getHops(), vars, status, true, false, tid);
        pb.setInstructions(tmp);
        // propagate stats across hops (should be executed on clone of vars)
        Recompiler.extractDAGOutputStatistics(sb.getHops(), vars);
        // reset recompilation flags (w/ special handling functions)
        if (ParForProgramBlock.RESET_RECOMPILATION_FLAGs && !containsRootFunctionOp(sb.getHops()) && resetRecompile.isReset()) {
            Hop.resetRecompilationFlag(sb.getHops(), ExecType.CP, resetRecompile);
            sb.updateRecompilationFlag();
        }
    }
}

Example 25 with ProgramBlock

use of org.apache.sysml.runtime.controlprogram.ProgramBlock in project incubator-systemml by apache.

the class DMLTranslator method getRuntimeProgram.

public Program getRuntimeProgram(DMLProgram prog, DMLConfig config) throws IOException, LanguageException, DMLRuntimeException, LopsException, HopsException {
    // constructor resets the set of registered functions
    Program rtprog = new Program();
    // for all namespaces, translate function statement blocks into function program blocks
    for (String namespace : prog.getNamespaces().keySet()) {
        for (String fname : prog.getFunctionStatementBlocks(namespace).keySet()) {
            // add program block to program
            FunctionStatementBlock fsb = prog.getFunctionStatementBlocks(namespace).get(fname);
            FunctionProgramBlock rtpb = (FunctionProgramBlock) createRuntimeProgramBlock(rtprog, fsb, config);
            rtprog.addFunctionProgramBlock(namespace, fname, rtpb);
            rtpb.setRecompileOnce(fsb.isRecompileOnce());
        }
    }
    // translate all top-level statement blocks to program blocks
    for (StatementBlock sb : prog.getStatementBlocks()) {
        // add program block to program
        ProgramBlock rtpb = createRuntimeProgramBlock(rtprog, sb, config);
        rtprog.addProgramBlock(rtpb);
    }
    // enhance runtime program by automatic operator fusion
    if (ConfigurationManager.isCodegenEnabled() && SpoofCompiler.INTEGRATION == IntegrationType.RUNTIME) {
        codgenHopsDAG(rtprog);
    }
    return rtprog;
}