Examples with ParameterizedBuiltinOp org.apache.sysml.hops.ParameterizedBuiltinOp used on opensource projects

Example 11 with ParameterizedBuiltinOp

use of org.apache.sysml.hops.ParameterizedBuiltinOp in project incubator-systemml by apache.

the class OptimizerRuleBased method rAssignRemainingParallelism.

protected void rAssignRemainingParallelism(OptNode n, int parforK, int opsK) {
    ArrayList<OptNode> childs = n.getChilds();
    if (childs != null) {
        boolean recompileSB = false;
        for (OptNode c : childs) {
            if (c.getNodeType() == NodeType.PARFOR) {
                // constrain max parfor parallelism by problem size
                int tmpN = Integer.parseInt(c.getParam(ParamType.NUM_ITERATIONS));
                int tmpK = (tmpN < parforK) ? tmpN : parforK;
                // set parfor degree of parallelism
                long id = c.getID();
                c.setK(tmpK);
                ParForProgramBlock pfpb = (ParForProgramBlock) OptTreeConverter.getAbstractPlanMapping().getMappedProg(id)[1];
                pfpb.setDegreeOfParallelism(tmpK);
                // distribute remaining parallelism
                int remainParforK = getRemainingParallelismParFor(parforK, tmpK);
                int remainOpsK = getRemainingParallelismOps(opsK, tmpK);
                rAssignRemainingParallelism(c, remainParforK, remainOpsK);
            } else if (c.getNodeType() == NodeType.HOP) {
                // set degree of parallelism for multi-threaded leaf nodes
                Hop h = OptTreeConverter.getAbstractPlanMapping().getMappedHop(c.getID());
                if (ConfigurationManager.isParallelMatrixOperations() && // abop, datagenop, qop, paramop
                h instanceof MultiThreadedHop && !(// only paramop-grpagg
                h instanceof ParameterizedBuiltinOp && !HopRewriteUtils.isValidOp(((ParameterizedBuiltinOp) h).getOp(), ParamBuiltinOp.GROUPEDAGG, ParamBuiltinOp.REXPAND)) && !(// only unaryop-cumulativeagg
                h instanceof UnaryOp && !((UnaryOp) h).isCumulativeUnaryOperation()) && !(// only reorgop-transpose
                h instanceof ReorgOp && ((ReorgOp) h).getOp() != ReOrgOp.TRANSPOSE)) {
                    MultiThreadedHop mhop = (MultiThreadedHop) h;
                    // set max constraint in hop
                    mhop.setMaxNumThreads(opsK);
                    // set optnode k (for explain)
                    c.setK(opsK);
                    // need to recompile SB, if changed constraint
                    recompileSB = true;
                } else // for all other multi-threaded hops set k=1 to simply debugging
                if (h instanceof MultiThreadedHop) {
                    MultiThreadedHop mhop = (MultiThreadedHop) h;
                    // set max constraint in hop
                    mhop.setMaxNumThreads(1);
                    // set optnode k (for explain)
                    c.setK(1);
                }
            } else
                rAssignRemainingParallelism(c, parforK, opsK);
        }
        // recompile statement block if required
        if (recompileSB) {
            try {
                // guaranteed to be a last-level block (see hop change)
                ProgramBlock pb = (ProgramBlock) OptTreeConverter.getAbstractPlanMapping().getMappedProg(n.getID())[1];
                Recompiler.recompileProgramBlockInstructions(pb);
            } catch (Exception ex) {
                throw new DMLRuntimeException(ex);
            }
        }
    }
}

Example 12 with ParameterizedBuiltinOp

use of org.apache.sysml.hops.ParameterizedBuiltinOp in project incubator-systemml by apache.

the class PlanSelectionFuseCostBased method rGetComputeCosts.

private static void rGetComputeCosts(Hop current, HashSet<Long> partition, HashMap<Long, Double> computeCosts) {
    if (computeCosts.containsKey(current.getHopID()))
        return;
    //recursively process children
    for (Hop c : current.getInput()) rGetComputeCosts(c, partition, computeCosts);
    //get costs for given hop
    double costs = 1;
    if (current instanceof UnaryOp) {
        switch(((UnaryOp) current).getOp()) {
            case ABS:
            case ROUND:
            case CEIL:
            case FLOOR:
            case SIGN:
            case SELP:
                costs = 1;
                break;
            case SPROP:
            case SQRT:
                costs = 2;
                break;
            case EXP:
                costs = 18;
                break;
            case SIGMOID:
                costs = 21;
                break;
            case LOG:
            case LOG_NZ:
                costs = 32;
                break;
            case NCOL:
            case NROW:
            case PRINT:
            case CAST_AS_BOOLEAN:
            case CAST_AS_DOUBLE:
            case CAST_AS_INT:
            case CAST_AS_MATRIX:
            case CAST_AS_SCALAR:
                costs = 1;
                break;
            case SIN:
                costs = 18;
                break;
            case COS:
                costs = 22;
                break;
            case TAN:
                costs = 42;
                break;
            case ASIN:
                costs = 93;
                break;
            case ACOS:
                costs = 103;
                break;
            case ATAN:
                costs = 40;
                break;
            case CUMSUM:
            case CUMMIN:
            case CUMMAX:
            case CUMPROD:
                costs = 1;
                break;
            default:
                LOG.warn("Cost model not " + "implemented yet for: " + ((UnaryOp) current).getOp());
        }
    } else if (current instanceof BinaryOp) {
        switch(((BinaryOp) current).getOp()) {
            case MULT:
            case PLUS:
            case MINUS:
            case MIN:
            case MAX:
            case AND:
            case OR:
            case EQUAL:
            case NOTEQUAL:
            case LESS:
            case LESSEQUAL:
            case GREATER:
            case GREATEREQUAL:
            case CBIND:
            case RBIND:
                costs = 1;
                break;
            case INTDIV:
                costs = 6;
                break;
            case MODULUS:
                costs = 8;
                break;
            case DIV:
                costs = 22;
                break;
            case LOG:
            case LOG_NZ:
                costs = 32;
                break;
            case POW:
                costs = (HopRewriteUtils.isLiteralOfValue(current.getInput().get(1), 2) ? 1 : 16);
                break;
            case MINUS_NZ:
            case MINUS1_MULT:
                costs = 2;
                break;
            case CENTRALMOMENT:
                int type = (int) (current.getInput().get(1) instanceof LiteralOp ? HopRewriteUtils.getIntValueSafe((LiteralOp) current.getInput().get(1)) : 2);
                switch(type) {
                    //count
                    case 0:
                        costs = 1;
                        break;
                    //mean
                    case 1:
                        costs = 8;
                        break;
                    //cm2
                    case 2:
                        costs = 16;
                        break;
                    //cm3
                    case 3:
                        costs = 31;
                        break;
                    //cm4
                    case 4:
                        costs = 51;
                        break;
                    //variance
                    case 5:
                        costs = 16;
                        break;
                }
                break;
            case COVARIANCE:
                costs = 23;
                break;
            default:
                LOG.warn("Cost model not " + "implemented yet for: " + ((BinaryOp) current).getOp());
        }
    } else if (current instanceof TernaryOp) {
        switch(((TernaryOp) current).getOp()) {
            case PLUS_MULT:
            case MINUS_MULT:
                costs = 2;
                break;
            case CTABLE:
                costs = 3;
                break;
            case CENTRALMOMENT:
                int type = (int) (current.getInput().get(1) instanceof LiteralOp ? HopRewriteUtils.getIntValueSafe((LiteralOp) current.getInput().get(1)) : 2);
                switch(type) {
                    //count
                    case 0:
                        costs = 2;
                        break;
                    //mean
                    case 1:
                        costs = 9;
                        break;
                    //cm2
                    case 2:
                        costs = 17;
                        break;
                    //cm3
                    case 3:
                        costs = 32;
                        break;
                    //cm4
                    case 4:
                        costs = 52;
                        break;
                    //variance
                    case 5:
                        costs = 17;
                        break;
                }
                break;
            case COVARIANCE:
                costs = 23;
                break;
            default:
                LOG.warn("Cost model not " + "implemented yet for: " + ((TernaryOp) current).getOp());
        }
    } else if (current instanceof ParameterizedBuiltinOp) {
        costs = 1;
    } else if (current instanceof IndexingOp) {
        costs = 1;
    } else if (current instanceof ReorgOp) {
        costs = 1;
    } else if (current instanceof AggBinaryOp) {
        //matrix vector
        costs = 2;
    } else if (current instanceof AggUnaryOp) {
        switch(((AggUnaryOp) current).getOp()) {
            case SUM:
                costs = 4;
                break;
            case SUM_SQ:
                costs = 5;
                break;
            case MIN:
            case MAX:
                costs = 1;
                break;
            default:
                LOG.warn("Cost model not " + "implemented yet for: " + ((AggUnaryOp) current).getOp());
        }
    }
    computeCosts.put(current.getHopID(), costs);
}

Example 13 with ParameterizedBuiltinOp

use of org.apache.sysml.hops.ParameterizedBuiltinOp in project incubator-systemml by apache.

the class HopRewriteUtils method hasTransformParents.

public static boolean hasTransformParents(Hop hop) {
    boolean ret = false;
    ArrayList<Hop> parents = hop.getParent();
    for (Hop p : parents) {
        if (p instanceof ParameterizedBuiltinOp && ((ParameterizedBuiltinOp) p).getOp() == ParamBuiltinOp.TRANSFORM) {
            ret = true;
        }
    }
    return ret;
}