Examples with CNodeMultiAgg org.apache.sysml.hops.codegen.cplan.CNodeMultiAgg used on opensource projects

Example 6 with CNodeMultiAgg

use of org.apache.sysml.hops.codegen.cplan.CNodeMultiAgg in project incubator-systemml by apache.

the class TemplateMultiAgg method constructCplan.

@Override
public Pair<Hop[], CNodeTpl> constructCplan(Hop hop, CPlanMemoTable memo, boolean compileLiterals) {
    // get all root nodes for multi aggregation
    MemoTableEntry multiAgg = memo.getBest(hop.getHopID(), TemplateType.MAGG);
    ArrayList<Hop> roots = new ArrayList<>();
    for (int i = 0; i < 3; i++) if (multiAgg.isPlanRef(i))
        roots.add(memo._hopRefs.get(multiAgg.input(i)));
    Hop.resetVisitStatus(roots);
    // recursively process required cplan outputs
    HashSet<Hop> inHops = new HashSet<>();
    HashMap<Long, CNode> tmp = new HashMap<>();
    for (// use celltpl cplan construction
    Hop root : // use celltpl cplan construction
    roots) super.rConstructCplan(root, memo, tmp, inHops, compileLiterals);
    Hop.resetVisitStatus(roots);
    // reorder inputs (ensure matrices/vectors come first) and prune literals
    // note: we order by number of cells and subsequently sparsity to ensure
    // that sparse inputs are used as the main input w/o unnecessary conversion
    Hop shared = getSparseSafeSharedInput(roots, inHops);
    Hop[] sinHops = inHops.stream().filter(h -> !(h.getDataType().isScalar() && tmp.get(h.getHopID()).isLiteral())).sorted(new HopInputComparator(shared)).toArray(Hop[]::new);
    // construct template node
    ArrayList<CNode> inputs = new ArrayList<>();
    for (Hop in : sinHops) inputs.add(tmp.get(in.getHopID()));
    ArrayList<CNode> outputs = new ArrayList<>();
    ArrayList<AggOp> aggOps = new ArrayList<>();
    for (Hop root : roots) {
        CNode node = tmp.get(root.getHopID());
        if (// add indexing ops for sideways data inputs
        node instanceof CNodeData && ((CNodeData) inputs.get(0)).getHopID() != ((CNodeData) node).getHopID())
            node = new CNodeUnary(node, (roots.get(0).getDim2() == 1) ? UnaryType.LOOKUP_R : UnaryType.LOOKUP_RC);
        outputs.add(node);
        aggOps.add(TemplateUtils.getAggOp(root));
    }
    CNodeMultiAgg tpl = new CNodeMultiAgg(inputs, outputs);
    tpl.setAggOps(aggOps);
    tpl.setSparseSafe(isSparseSafe(roots, sinHops[0], tpl.getOutputs(), tpl.getAggOps(), true));
    tpl.setRootNodes(roots);
    tpl.setBeginLine(hop.getBeginLine());
    // return cplan instance
    return new Pair<>(sinHops, tpl);
}

Example 7 with CNodeMultiAgg

use of org.apache.sysml.hops.codegen.cplan.CNodeMultiAgg in project incubator-systemml by apache.

the class SpoofCompiler method rConstructModifiedHopDag.

private static void rConstructModifiedHopDag(Hop hop, HashMap<Long, Pair<Hop[], CNodeTpl>> cplans, HashMap<Long, Pair<Hop[], Class<?>>> clas, HashSet<Long> memo) {
    if (memo.contains(hop.getHopID()))
        // already processed
        return;
    Hop hnew = hop;
    if (clas.containsKey(hop.getHopID())) {
        // replace sub-dag with generated operator
        Pair<Hop[], Class<?>> tmpCla = clas.get(hop.getHopID());
        CNodeTpl tmpCNode = cplans.get(hop.getHopID()).getValue();
        hnew = new SpoofFusedOp(hop.getName(), hop.getDataType(), hop.getValueType(), tmpCla.getValue(), false, tmpCNode.getOutputDimType());
        Hop[] inHops = tmpCla.getKey();
        for (int i = 0; i < inHops.length; i++) {
            if (tmpCNode instanceof CNodeOuterProduct && inHops[i].getHopID() == ((CNodeData) tmpCNode.getInput().get(2)).getHopID() && !TemplateUtils.hasTransposeParentUnderOuterProduct(inHops[i])) {
                hnew.addInput(HopRewriteUtils.createTranspose(inHops[i]));
            } else
                // add inputs
                hnew.addInput(inHops[i]);
        }
        // modify output parameters
        HopRewriteUtils.setOutputParameters(hnew, hop.getDim1(), hop.getDim2(), hop.getRowsInBlock(), hop.getColsInBlock(), hop.getNnz());
        if (tmpCNode instanceof CNodeOuterProduct && ((CNodeOuterProduct) tmpCNode).isTransposeOutput())
            hnew = HopRewriteUtils.createTranspose(hnew);
        else if (tmpCNode instanceof CNodeMultiAgg) {
            ArrayList<Hop> roots = ((CNodeMultiAgg) tmpCNode).getRootNodes();
            hnew.setDataType(DataType.MATRIX);
            HopRewriteUtils.setOutputParameters(hnew, 1, roots.size(), inHops[0].getRowsInBlock(), inHops[0].getColsInBlock(), -1);
            // inject artificial right indexing operations for all parents of all nodes
            for (int i = 0; i < roots.size(); i++) {
                Hop hnewi = (roots.get(i) instanceof AggUnaryOp) ? HopRewriteUtils.createScalarIndexing(hnew, 1, i + 1) : HopRewriteUtils.createIndexingOp(hnew, 1, i + 1);
                HopRewriteUtils.rewireAllParentChildReferences(roots.get(i), hnewi);
            }
        } else if (tmpCNode instanceof CNodeCell && ((CNodeCell) tmpCNode).requiredCastDtm()) {
            HopRewriteUtils.setOutputParametersForScalar(hnew);
            hnew = HopRewriteUtils.createUnary(hnew, OpOp1.CAST_AS_MATRIX);
        } else if (tmpCNode instanceof CNodeRow && (((CNodeRow) tmpCNode).getRowType() == RowType.NO_AGG_CONST || ((CNodeRow) tmpCNode).getRowType() == RowType.COL_AGG_CONST))
            ((SpoofFusedOp) hnew).setConstDim2(((CNodeRow) tmpCNode).getConstDim2());
        if (!(tmpCNode instanceof CNodeMultiAgg))
            HopRewriteUtils.rewireAllParentChildReferences(hop, hnew);
        memo.add(hnew.getHopID());
    }
    // process hops recursively (parent-child links modified)
    for (int i = 0; i < hnew.getInput().size(); i++) {
        Hop c = hnew.getInput().get(i);
        rConstructModifiedHopDag(c, cplans, clas, memo);
    }
    memo.add(hnew.getHopID());
}

Example 8 with CNodeMultiAgg

use of org.apache.sysml.hops.codegen.cplan.CNodeMultiAgg in project systemml by apache.

the class CPlanCSERewriter method eliminateCommonSubexpressions.

public CNodeTpl eliminateCommonSubexpressions(CNodeTpl tpl) {
    // Note: Compared to our traditional common subexpression elimination, on cplans,
    // we don't have any parent references, and hence cannot use a collect-merge approach.
    // In contrast, we exploit the hash signatures of cnodes as used in the plan cache.
    // However, note that these signatures ignore input hops by default (for better plan
    // cache hit rates), but are temporarily set to strict evaluation for this rewrite.
    List<CNode> outputs = (tpl instanceof CNodeMultiAgg) ? ((CNodeMultiAgg) tpl).getOutputs() : Collections.singletonList(tpl.getOutput());
    // step 1: set data nodes to strict comparison
    tpl.resetVisitStatusOutputs();
    for (CNode out : outputs) rSetStrictDataNodeComparision(out, true);
    // step 2: perform common subexpression elimination
    HashMap<CNode, CNode> cseSet = new HashMap<>();
    tpl.resetVisitStatusOutputs();
    for (CNode out : outputs) rEliminateCommonSubexpression(out, cseSet);
    // step 3: reset data nodes to imprecise comparison
    tpl.resetVisitStatusOutputs();
    for (CNode out : outputs) rSetStrictDataNodeComparision(out, false);
    tpl.resetVisitStatusOutputs();
    return tpl;
}

Example 9 with CNodeMultiAgg

use of org.apache.sysml.hops.codegen.cplan.CNodeMultiAgg in project systemml by apache.

the class SpoofCompiler method rConstructModifiedHopDag.

private static void rConstructModifiedHopDag(Hop hop, HashMap<Long, Pair<Hop[], CNodeTpl>> cplans, HashMap<Long, Pair<Hop[], Class<?>>> clas, HashSet<Long> memo) {
    if (memo.contains(hop.getHopID()))
        // already processed
        return;
    Hop hnew = hop;
    if (clas.containsKey(hop.getHopID())) {
        // replace sub-dag with generated operator
        Pair<Hop[], Class<?>> tmpCla = clas.get(hop.getHopID());
        CNodeTpl tmpCNode = cplans.get(hop.getHopID()).getValue();
        hnew = new SpoofFusedOp(hop.getName(), hop.getDataType(), hop.getValueType(), tmpCla.getValue(), false, tmpCNode.getOutputDimType());
        Hop[] inHops = tmpCla.getKey();
        for (int i = 0; i < inHops.length; i++) {
            if (tmpCNode instanceof CNodeOuterProduct && inHops[i].getHopID() == ((CNodeData) tmpCNode.getInput().get(2)).getHopID() && !TemplateUtils.hasTransposeParentUnderOuterProduct(inHops[i])) {
                hnew.addInput(HopRewriteUtils.createTranspose(inHops[i]));
            } else
                // add inputs
                hnew.addInput(inHops[i]);
        }
        // modify output parameters
        HopRewriteUtils.setOutputParameters(hnew, hop.getDim1(), hop.getDim2(), hop.getRowsInBlock(), hop.getColsInBlock(), hop.getNnz());
        if (tmpCNode instanceof CNodeOuterProduct && ((CNodeOuterProduct) tmpCNode).isTransposeOutput())
            hnew = HopRewriteUtils.createTranspose(hnew);
        else if (tmpCNode instanceof CNodeMultiAgg) {
            ArrayList<Hop> roots = ((CNodeMultiAgg) tmpCNode).getRootNodes();
            hnew.setDataType(DataType.MATRIX);
            HopRewriteUtils.setOutputParameters(hnew, 1, roots.size(), inHops[0].getRowsInBlock(), inHops[0].getColsInBlock(), -1);
            // inject artificial right indexing operations for all parents of all nodes
            for (int i = 0; i < roots.size(); i++) {
                Hop hnewi = (roots.get(i) instanceof AggUnaryOp) ? HopRewriteUtils.createScalarIndexing(hnew, 1, i + 1) : HopRewriteUtils.createIndexingOp(hnew, 1, i + 1);
                HopRewriteUtils.rewireAllParentChildReferences(roots.get(i), hnewi);
            }
        } else if (tmpCNode instanceof CNodeCell && ((CNodeCell) tmpCNode).requiredCastDtm()) {
            HopRewriteUtils.setOutputParametersForScalar(hnew);
            hnew = HopRewriteUtils.createUnary(hnew, OpOp1.CAST_AS_MATRIX);
        } else if (tmpCNode instanceof CNodeRow && (((CNodeRow) tmpCNode).getRowType() == RowType.NO_AGG_CONST || ((CNodeRow) tmpCNode).getRowType() == RowType.COL_AGG_CONST))
            ((SpoofFusedOp) hnew).setConstDim2(((CNodeRow) tmpCNode).getConstDim2());
        if (!(tmpCNode instanceof CNodeMultiAgg))
            HopRewriteUtils.rewireAllParentChildReferences(hop, hnew);
        memo.add(hnew.getHopID());
    }
    // process hops recursively (parent-child links modified)
    for (int i = 0; i < hnew.getInput().size(); i++) {
        Hop c = hnew.getInput().get(i);
        rConstructModifiedHopDag(c, cplans, clas, memo);
    }
    memo.add(hnew.getHopID());
}