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

Example 1 with TernaryOp

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

the class TemplateCell method isValidOperation.

protected static boolean isValidOperation(Hop hop) {
    // prepare indicators for binary operations
    boolean isBinaryMatrixScalar = false;
    boolean isBinaryMatrixVector = false;
    boolean isBinaryMatrixMatrix = false;
    if (hop instanceof BinaryOp && hop.getDataType().isMatrix()) {
        Hop left = hop.getInput().get(0);
        Hop right = hop.getInput().get(1);
        DataType ldt = left.getDataType();
        DataType rdt = right.getDataType();
        isBinaryMatrixScalar = (ldt.isScalar() || rdt.isScalar());
        isBinaryMatrixVector = hop.dimsKnown() && ((ldt.isMatrix() && TemplateUtils.isVectorOrScalar(right)) || (rdt.isMatrix() && TemplateUtils.isVectorOrScalar(left)));
        isBinaryMatrixMatrix = hop.dimsKnown() && HopRewriteUtils.isEqualSize(left, right) && ldt.isMatrix() && rdt.isMatrix();
    }
    // prepare indicators for ternary operations
    boolean isTernaryVectorScalarVector = false;
    boolean isTernaryMatrixScalarMatrixDense = false;
    boolean isTernaryIfElse = (HopRewriteUtils.isTernary(hop, OpOp3.IFELSE) && hop.getDataType().isMatrix());
    if (hop instanceof TernaryOp && hop.getInput().size() == 3 && hop.dimsKnown() && HopRewriteUtils.checkInputDataTypes(hop, DataType.MATRIX, DataType.SCALAR, DataType.MATRIX)) {
        Hop left = hop.getInput().get(0);
        Hop right = hop.getInput().get(2);
        isTernaryVectorScalarVector = TemplateUtils.isVector(left) && TemplateUtils.isVector(right);
        isTernaryMatrixScalarMatrixDense = HopRewriteUtils.isEqualSize(left, right) && !HopRewriteUtils.isSparse(left) && !HopRewriteUtils.isSparse(right);
    }
    // check supported unary, binary, ternary operations
    return hop.getDataType() == DataType.MATRIX && TemplateUtils.isOperationSupported(hop) && (hop instanceof UnaryOp || isBinaryMatrixScalar || isBinaryMatrixVector || isBinaryMatrixMatrix || isTernaryVectorScalarVector || isTernaryMatrixScalarMatrixDense || isTernaryIfElse || (hop instanceof ParameterizedBuiltinOp && ((ParameterizedBuiltinOp) hop).getOp() == ParamBuiltinOp.REPLACE));
}

Example 2 with TernaryOp

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

the class TemplateCell method rConstructCplan.

protected void rConstructCplan(Hop hop, CPlanMemoTable memo, HashMap<Long, CNode> tmp, HashSet<Hop> inHops, boolean compileLiterals) {
    // memoization for common subexpression elimination and to avoid redundant work
    if (tmp.containsKey(hop.getHopID()))
        return;
    MemoTableEntry me = memo.getBest(hop.getHopID(), TemplateType.CELL);
    // recursively process required childs
    if (me != null && me.type.isIn(TemplateType.ROW, TemplateType.OUTER)) {
        CNodeData cdata = TemplateUtils.createCNodeData(hop, compileLiterals);
        tmp.put(hop.getHopID(), cdata);
        inHops.add(hop);
        return;
    }
    for (int i = 0; i < hop.getInput().size(); i++) {
        Hop c = hop.getInput().get(i);
        if (me != null && me.isPlanRef(i) && !(c instanceof DataOp) && (me.type != TemplateType.MAGG || memo.contains(c.getHopID(), TemplateType.CELL)))
            rConstructCplan(c, memo, tmp, inHops, compileLiterals);
        else if (me != null && (me.type == TemplateType.MAGG || me.type == TemplateType.CELL) && HopRewriteUtils.isMatrixMultiply(hop) && // skip transpose
        i == 0)
            rConstructCplan(c.getInput().get(0), memo, tmp, inHops, compileLiterals);
        else {
            CNodeData cdata = TemplateUtils.createCNodeData(c, compileLiterals);
            tmp.put(c.getHopID(), cdata);
            inHops.add(c);
        }
    }
    // construct cnode for current hop
    CNode out = null;
    if (hop instanceof UnaryOp) {
        CNode cdata1 = tmp.get(hop.getInput().get(0).getHopID());
        cdata1 = TemplateUtils.wrapLookupIfNecessary(cdata1, hop.getInput().get(0));
        String primitiveOpName = ((UnaryOp) hop).getOp().name();
        out = new CNodeUnary(cdata1, UnaryType.valueOf(primitiveOpName));
    } else if (hop instanceof BinaryOp) {
        BinaryOp bop = (BinaryOp) hop;
        CNode cdata1 = tmp.get(hop.getInput().get(0).getHopID());
        CNode cdata2 = tmp.get(hop.getInput().get(1).getHopID());
        String primitiveOpName = bop.getOp().name();
        // add lookups if required
        cdata1 = TemplateUtils.wrapLookupIfNecessary(cdata1, hop.getInput().get(0));
        cdata2 = TemplateUtils.wrapLookupIfNecessary(cdata2, hop.getInput().get(1));
        // construct binary cnode
        out = new CNodeBinary(cdata1, cdata2, BinType.valueOf(primitiveOpName));
    } else if (hop instanceof TernaryOp) {
        TernaryOp top = (TernaryOp) hop;
        CNode cdata1 = tmp.get(hop.getInput().get(0).getHopID());
        CNode cdata2 = tmp.get(hop.getInput().get(1).getHopID());
        CNode cdata3 = tmp.get(hop.getInput().get(2).getHopID());
        // add lookups if required
        cdata1 = TemplateUtils.wrapLookupIfNecessary(cdata1, hop.getInput().get(0));
        cdata2 = TemplateUtils.wrapLookupIfNecessary(cdata2, hop.getInput().get(1));
        cdata3 = TemplateUtils.wrapLookupIfNecessary(cdata3, hop.getInput().get(2));
        // construct ternary cnode, primitive operation derived from OpOp3
        out = new CNodeTernary(cdata1, cdata2, cdata3, TernaryType.valueOf(top.getOp().name()));
    } else if (hop instanceof ParameterizedBuiltinOp) {
        CNode cdata1 = tmp.get(((ParameterizedBuiltinOp) hop).getTargetHop().getHopID());
        cdata1 = TemplateUtils.wrapLookupIfNecessary(cdata1, hop.getInput().get(0));
        CNode cdata2 = tmp.get(((ParameterizedBuiltinOp) hop).getParameterHop("pattern").getHopID());
        CNode cdata3 = tmp.get(((ParameterizedBuiltinOp) hop).getParameterHop("replacement").getHopID());
        TernaryType ttype = (cdata2.isLiteral() && cdata2.getVarname().equals("Double.NaN")) ? TernaryType.REPLACE_NAN : TernaryType.REPLACE;
        out = new CNodeTernary(cdata1, cdata2, cdata3, ttype);
    } else if (hop instanceof IndexingOp) {
        CNode cdata1 = tmp.get(hop.getInput().get(0).getHopID());
        out = new CNodeTernary(cdata1, TemplateUtils.createCNodeData(new LiteralOp(hop.getInput().get(0).getDim2()), true), TemplateUtils.createCNodeData(hop.getInput().get(4), true), TernaryType.LOOKUP_RC1);
    } else if (HopRewriteUtils.isTransposeOperation(hop)) {
        out = TemplateUtils.skipTranspose(tmp.get(hop.getHopID()), hop, tmp, compileLiterals);
        // correct indexing types of existing lookups
        if (!HopRewriteUtils.containsOp(hop.getParent(), AggBinaryOp.class))
            TemplateUtils.rFlipVectorLookups(out);
        // maintain input hops
        if (out instanceof CNodeData && !inHops.contains(hop.getInput().get(0)))
            inHops.add(hop.getInput().get(0));
    } else if (hop instanceof AggUnaryOp) {
        // aggregation handled in template implementation (note: we do not compile
        // ^2 of SUM_SQ into the operator to simplify the detection of single operators)
        out = tmp.get(hop.getInput().get(0).getHopID());
    } else if (hop instanceof AggBinaryOp) {
        // (1) t(X)%*%X -> sum(X^2) and t(X) %*% Y -> sum(X*Y)
        if (HopRewriteUtils.isTransposeOfItself(hop.getInput().get(0), hop.getInput().get(1))) {
            CNode cdata1 = tmp.get(hop.getInput().get(1).getHopID());
            if (TemplateUtils.isColVector(cdata1))
                cdata1 = new CNodeUnary(cdata1, UnaryType.LOOKUP_R);
            out = new CNodeUnary(cdata1, UnaryType.POW2);
        } else {
            CNode cdata1 = TemplateUtils.skipTranspose(tmp.get(hop.getInput().get(0).getHopID()), hop.getInput().get(0), tmp, compileLiterals);
            if (cdata1 instanceof CNodeData && !inHops.contains(hop.getInput().get(0).getInput().get(0)))
                inHops.add(hop.getInput().get(0).getInput().get(0));
            if (TemplateUtils.isColVector(cdata1))
                cdata1 = new CNodeUnary(cdata1, UnaryType.LOOKUP_R);
            CNode cdata2 = tmp.get(hop.getInput().get(1).getHopID());
            if (TemplateUtils.isColVector(cdata2))
                cdata2 = new CNodeUnary(cdata2, UnaryType.LOOKUP_R);
            out = new CNodeBinary(cdata1, cdata2, BinType.MULT);
        }
    }
    tmp.put(hop.getHopID(), out);
}

Example 3 with TernaryOp

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

the class HopRewriteUtils method createTernaryOp.

public static TernaryOp createTernaryOp(Hop mleft, Hop smid, Hop mright, OpOp3 op) {
    TernaryOp ternOp = new TernaryOp("tmp", DataType.MATRIX, ValueType.DOUBLE, op, mleft, smid, mright);
    ternOp.setOutputBlocksizes(mleft.getRowsInBlock(), mleft.getColsInBlock());
    copyLineNumbers(mleft, ternOp);
    ternOp.refreshSizeInformation();
    return ternOp;
}

Example 4 with TernaryOp

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

the class RewriteAlgebraicSimplificationStatic method simplifyReverseOperation.

/**
 * NOTE: this would be by definition a dynamic rewrite; however, we apply it as a static
 * rewrite in order to apply it before splitting dags which would hide the table information
 * if dimensions are not specified.
 *
 * @param parent parent high-level operator
 * @param hi high-level operator
 * @param pos position
 * @return high-level operator
 */
private static Hop simplifyReverseOperation(Hop parent, Hop hi, int pos) {
    if (hi instanceof AggBinaryOp && hi.getInput().get(0) instanceof TernaryOp) {
        TernaryOp top = (TernaryOp) hi.getInput().get(0);
        if (top.getOp() == OpOp3.CTABLE && HopRewriteUtils.isBasic1NSequence(top.getInput().get(0)) && HopRewriteUtils.isBasicN1Sequence(top.getInput().get(1)) && top.getInput().get(0).getDim1() == top.getInput().get(1).getDim1()) {
            ReorgOp rop = HopRewriteUtils.createReorg(hi.getInput().get(1), ReOrgOp.REV);
            HopRewriteUtils.replaceChildReference(parent, hi, rop, pos);
            HopRewriteUtils.cleanupUnreferenced(hi, top);
            hi = rop;
            LOG.debug("Applied simplifyReverseOperation.");
        }
    }
    return hi;
}

Example 5 with TernaryOp

use of org.apache.sysml.hops.TernaryOp in project systemml by apache.

the class HopRewriteUtils method createTernaryOp.

public static TernaryOp createTernaryOp(Hop mleft, Hop smid, Hop mright, OpOp3 op) {
    TernaryOp ternOp = new TernaryOp("tmp", DataType.MATRIX, ValueType.DOUBLE, op, mleft, smid, mright);
    ternOp.setOutputBlocksizes(mleft.getRowsInBlock(), mleft.getColsInBlock());
    copyLineNumbers(mleft, ternOp);
    ternOp.refreshSizeInformation();
    return ternOp;
}