org.apache.asterix.optimizer.rules.subplan.InlineAllNtsInSubplanVisitor.java Source code

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/*
 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you under the Apache License, Version 2.0 (the
 * "License"); you may not use this file except in compliance
 * with the License.  You may obtain a copy of the License at
 *
 *   http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing,
 * software distributed under the License is distributed on an
 * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
 * KIND, either express or implied.  See the License for the
 * specific language governing permissions and limitations
 * under the License.
 */
package org.apache.asterix.optimizer.rules.subplan;

import java.util.ArrayList;
import java.util.Collections;
import java.util.HashMap;
import java.util.HashSet;
import java.util.Iterator;
import java.util.LinkedHashMap;
import java.util.List;
import java.util.Map;
import java.util.Map.Entry;
import java.util.Set;

import org.apache.asterix.lang.common.util.FunctionUtil;
import org.apache.asterix.om.base.AString;
import org.apache.asterix.om.constants.AsterixConstantValue;
import org.apache.asterix.om.functions.AsterixBuiltinFunctions;
import org.apache.asterix.optimizer.rules.util.EquivalenceClassUtils;
import org.apache.commons.lang3.mutable.Mutable;
import org.apache.commons.lang3.mutable.MutableObject;
import org.apache.hyracks.algebricks.common.exceptions.AlgebricksException;
import org.apache.hyracks.algebricks.common.utils.Pair;
import org.apache.hyracks.algebricks.common.utils.Triple;
import org.apache.hyracks.algebricks.core.algebra.base.ILogicalExpression;
import org.apache.hyracks.algebricks.core.algebra.base.ILogicalOperator;
import org.apache.hyracks.algebricks.core.algebra.base.ILogicalPlan;
import org.apache.hyracks.algebricks.core.algebra.base.IOptimizationContext;
import org.apache.hyracks.algebricks.core.algebra.base.LogicalExpressionTag;
import org.apache.hyracks.algebricks.core.algebra.base.LogicalVariable;
import org.apache.hyracks.algebricks.core.algebra.expressions.AggregateFunctionCallExpression;
import org.apache.hyracks.algebricks.core.algebra.expressions.ConstantExpression;
import org.apache.hyracks.algebricks.core.algebra.expressions.ScalarFunctionCallExpression;
import org.apache.hyracks.algebricks.core.algebra.expressions.UnnestingFunctionCallExpression;
import org.apache.hyracks.algebricks.core.algebra.expressions.VariableReferenceExpression;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.AggregateOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.AssignOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.DataSourceScanOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.DistinctOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.EmptyTupleSourceOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.ExchangeOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.DelegateOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.GroupByOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.InnerJoinOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.IntersectOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.LeftOuterJoinOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.LeftOuterUnnestMapOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.LeftOuterUnnestOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.LimitOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.MaterializeOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.NestedTupleSourceOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.OrderOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.OrderOperator.IOrder;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.ProjectOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.ReplicateOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.RunningAggregateOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.ScriptOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.SelectOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.SplitOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.SubplanOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.TokenizeOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.UnionAllOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.UnnestMapOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.UnnestOperator;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.visitors.LogicalOperatorDeepCopyWithNewVariablesVisitor;
import org.apache.hyracks.algebricks.core.algebra.operators.logical.visitors.VariableUtilities;
import org.apache.hyracks.algebricks.core.algebra.plan.ALogicalPlanImpl;
import org.apache.hyracks.algebricks.core.algebra.properties.FunctionalDependency;
import org.apache.hyracks.algebricks.core.algebra.util.OperatorManipulationUtil;
import org.apache.hyracks.algebricks.core.algebra.visitors.IQueryOperatorVisitor;

/*
This visitor inlines all nested tuple source operators in the query
plan rooted at the operator being visited, with a deep copy of the query
plan rooted at the input <code>subplanInputOperator</code>.
    
The visitor ensures that the variables used to correlate between the
query plan rooted at <code>subplanInputOperator</code> are propagated
to the operator being visited.
    
----------------------------------
Here is an abstract example.
The original query plan:
--Op1
  --Subplan{
    --AggregateOp
      --NestedOp
        .....
          --Nested-Tuple-Source
    }
    --InputOp
      .....
    
After we call NestedOp.accept(....) with this visitor. We will get an
intermediate plan that looks like:
--Op1
  --Subplan{
    --AggregateOp
      --NestedOp
        .....
          --InputOp'
            ....
    }
    --InputOp
      .....
 The plan rooted at InputOp' is a deep copy of the plan rooted at InputOp
 with a different set of variables.
    
 */
class InlineAllNtsInSubplanVisitor implements IQueryOperatorVisitor<ILogicalOperator, Void> {
    // The optimization context.
    private final IOptimizationContext context;

    // The target SubplanOperator.
    private final ILogicalOperator subplanOperator;

    // The input operator to the subplan.
    private final ILogicalOperator subplanInputOperator;

    // Maps live variables at <code>subplanInputOperator</code> to variables in
    // the flattened nested plan.
    private final LinkedHashMap<LogicalVariable, LogicalVariable> subplanInputVarToCurrentVarMap = new LinkedHashMap<>();

    // Maps variables in the flattened nested plan to live variables at
    // <code>subplannputOperator</code>.
    private final Map<LogicalVariable, LogicalVariable> currentVarToSubplanInputVarMap = new HashMap<>();

    // The set of key variables at the current operator that is being visited.
    private final Set<LogicalVariable> correlatedKeyVars = new HashSet<>();

    // The list of variables determining the ordering.
    private final List<Pair<IOrder, Mutable<ILogicalExpression>>> orderingExprs = new ArrayList<>();

    // Maps variables in the flattened nested plan to live variables at
    // <code>subplannputOperator</code>.
    private final List<Pair<LogicalVariable, LogicalVariable>> varMapIntroducedByRewriting = new ArrayList<>();

    /**
     * @param context
     *            the optimization context
     * @param subplanOperator
     *            the input operator to the target subplan operator, which is to
     *            be inlined.
     * @throws AlgebricksException
     */
    public InlineAllNtsInSubplanVisitor(IOptimizationContext context, ILogicalOperator subplanOperator)
            throws AlgebricksException {
        this.context = context;
        this.subplanOperator = subplanOperator;
        this.subplanInputOperator = subplanOperator.getInputs().get(0).getValue();
    }

    public Map<LogicalVariable, LogicalVariable> getInputVariableToOutputVariableMap() {
        return subplanInputVarToCurrentVarMap;
    }

    public List<Pair<LogicalVariable, LogicalVariable>> getVariableMapHistory() {
        return varMapIntroducedByRewriting;
    }

    public List<Pair<IOrder, Mutable<ILogicalExpression>>> getOrderingExpressions() {
        return orderingExprs;
    }

    @Override
    public ILogicalOperator visitAggregateOperator(AggregateOperator op, Void arg) throws AlgebricksException {
        return visitAggregateOperator(op);
    }

    @Override
    public ILogicalOperator visitRunningAggregateOperator(RunningAggregateOperator op, Void arg)
            throws AlgebricksException {
        return visitAggregateOperator(op);
    }

    @Override
    public ILogicalOperator visitEmptyTupleSourceOperator(EmptyTupleSourceOperator op, Void arg)
            throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitGroupByOperator(GroupByOperator op, Void arg) throws AlgebricksException {
        visitSingleInputOperator(op);
        Set<LogicalVariable> groupKeyVars = new HashSet<>();
        // Maps group by key variables if the corresponding expressions are
        // VariableReferenceExpressions.
        for (Pair<LogicalVariable, Mutable<ILogicalExpression>> keyVarExprRef : op.getGroupByList()) {
            ILogicalExpression expr = keyVarExprRef.second.getValue();
            if (expr.getExpressionTag() == LogicalExpressionTag.VARIABLE) {
                VariableReferenceExpression varExpr = (VariableReferenceExpression) expr;
                LogicalVariable sourceVar = varExpr.getVariableReference();
                updateInputToOutputVarMapping(sourceVar, keyVarExprRef.first, false);
                groupKeyVars.add(keyVarExprRef.first);
            }
        }

        // Add correlated key variables into group-by keys.
        Map<LogicalVariable, LogicalVariable> addedGroupKeyMapping = new HashMap<>();
        for (LogicalVariable keyVar : correlatedKeyVars) {
            if (!groupKeyVars.contains(keyVar)) {
                LogicalVariable newVar = context.newVar();
                op.getGroupByList().add(new Pair<LogicalVariable, Mutable<ILogicalExpression>>(newVar,
                        new MutableObject<ILogicalExpression>(new VariableReferenceExpression(keyVar))));
                addedGroupKeyMapping.put(keyVar, newVar);
            }
        }

        // Updates decor list.
        Iterator<Pair<LogicalVariable, Mutable<ILogicalExpression>>> decorExprIter = op.getDecorList().iterator();
        while (decorExprIter.hasNext()) {
            ILogicalExpression expr = decorExprIter.next().second.getValue();
            if (expr.getExpressionTag() == LogicalExpressionTag.VARIABLE) {
                VariableReferenceExpression varExpr = (VariableReferenceExpression) expr;
                if (correlatedKeyVars.contains(varExpr.getVariableReference())) {
                    decorExprIter.remove();
                }
            }
        }

        // Updates the var mapping for added group-by keys.
        for (Map.Entry<LogicalVariable, LogicalVariable> entry : addedGroupKeyMapping.entrySet()) {
            updateInputToOutputVarMapping(entry.getKey(), entry.getValue(), false);
        }
        return op;
    }

    @Override
    public ILogicalOperator visitLimitOperator(LimitOperator op, Void arg) throws AlgebricksException {
        // Processes its input operator.
        visitSingleInputOperator(op);
        if (correlatedKeyVars.isEmpty()) {
            return op;
        }

        // Get live variables before limit.
        Set<LogicalVariable> inputLiveVars = new HashSet<LogicalVariable>();
        VariableUtilities.getSubplanLocalLiveVariables(op.getInputs().get(0).getValue(), inputLiveVars);

        // Creates a record construction assign operator.
        Pair<ILogicalOperator, LogicalVariable> assignOpAndRecordVar = createRecordConstructorAssignOp(
                inputLiveVars);
        ILogicalOperator assignOp = assignOpAndRecordVar.first;
        LogicalVariable recordVar = assignOpAndRecordVar.second;
        ILogicalOperator inputOp = op.getInputs().get(0).getValue();
        assignOp.getInputs().add(new MutableObject<ILogicalOperator>(inputOp));

        // Rewrites limit to a group-by with limit as its nested operator.
        Pair<ILogicalOperator, LogicalVariable> gbyOpAndAggVar = wrapLimitInGroupBy(op, recordVar, inputLiveVars);
        ILogicalOperator gbyOp = gbyOpAndAggVar.first;
        LogicalVariable aggVar = gbyOpAndAggVar.second;
        gbyOp.getInputs().add(new MutableObject<ILogicalOperator>(assignOp));

        // Adds an unnest operators on top of the group-by operator.
        Pair<ILogicalOperator, LogicalVariable> unnestOpAndUnnestVar = createUnnestForAggregatedList(aggVar);
        ILogicalOperator unnestOp = unnestOpAndUnnestVar.first;
        LogicalVariable unnestVar = unnestOpAndUnnestVar.second;
        unnestOp.getInputs().add(new MutableObject<ILogicalOperator>(gbyOp));

        // Adds field accesses to recover input live variables.
        ILogicalOperator fieldAccessAssignOp = createFieldAccessAssignOperator(unnestVar, inputLiveVars);
        fieldAccessAssignOp.getInputs().add(new MutableObject<ILogicalOperator>(unnestOp));

        OperatorManipulationUtil.computeTypeEnvironmentBottomUp(fieldAccessAssignOp, context);
        return fieldAccessAssignOp;
    }

    private Pair<ILogicalOperator, LogicalVariable> createRecordConstructorAssignOp(
            Set<LogicalVariable> inputLiveVars) {
        // Creates a nested record.
        List<Mutable<ILogicalExpression>> recordConstructorArgs = new ArrayList<>();
        for (LogicalVariable inputLiveVar : inputLiveVars) {
            if (!correlatedKeyVars.contains(inputLiveVar)) {
                recordConstructorArgs.add(new MutableObject<ILogicalExpression>(new ConstantExpression(
                        new AsterixConstantValue(new AString(Integer.toString(inputLiveVar.getId()))))));
                recordConstructorArgs
                        .add(new MutableObject<ILogicalExpression>(new VariableReferenceExpression(inputLiveVar)));
            }
        }
        LogicalVariable recordVar = context.newVar();
        Mutable<ILogicalExpression> recordExprRef = new MutableObject<ILogicalExpression>(
                new ScalarFunctionCallExpression(
                        FunctionUtil.getFunctionInfo(AsterixBuiltinFunctions.OPEN_RECORD_CONSTRUCTOR),
                        recordConstructorArgs));
        AssignOperator assignOp = new AssignOperator(recordVar, recordExprRef);
        return new Pair<ILogicalOperator, LogicalVariable>(assignOp, recordVar);
    }

    private Pair<ILogicalOperator, LogicalVariable> wrapLimitInGroupBy(ILogicalOperator op,
            LogicalVariable recordVar, Set<LogicalVariable> inputLiveVars) throws AlgebricksException {
        GroupByOperator gbyOp = new GroupByOperator();
        List<Pair<LogicalVariable, LogicalVariable>> keyVarNewVarPairs = new ArrayList<>();
        for (LogicalVariable keyVar : correlatedKeyVars) {
            // This limits the visitor can only be applied to a nested logical
            // plan inside a Subplan operator,
            // where the keyVarsToEnforce forms a candidate key which can
            // uniquely identify a tuple out of the nested-tuple-source.
            LogicalVariable newVar = context.newVar();
            gbyOp.getGroupByList()
                    .add(new Pair<>(newVar, new MutableObject<>(new VariableReferenceExpression(keyVar))));
            keyVarNewVarPairs.add(new Pair<>(keyVar, newVar));
        }

        // Creates an aggregate operator doing LISTIFY, as the root of the
        // nested plan of the added group-by operator.
        List<LogicalVariable> aggVarList = new ArrayList<LogicalVariable>();
        List<Mutable<ILogicalExpression>> aggExprList = new ArrayList<Mutable<ILogicalExpression>>();
        LogicalVariable aggVar = context.newVar();
        List<Mutable<ILogicalExpression>> aggArgList = new ArrayList<>();
        aggVarList.add(aggVar);
        // Creates an aggregation function expression.
        aggArgList.add(new MutableObject<>(new VariableReferenceExpression(recordVar)));
        ILogicalExpression aggExpr = new AggregateFunctionCallExpression(
                FunctionUtil.getFunctionInfo(AsterixBuiltinFunctions.LISTIFY), false, aggArgList);
        aggExprList.add(new MutableObject<>(aggExpr));
        AggregateOperator aggOp = new AggregateOperator(aggVarList, aggExprList);

        // Adds the original limit operator as the input operator to the added
        // aggregate operator.
        aggOp.getInputs().add(new MutableObject<>(op));
        op.getInputs().clear();
        ILogicalOperator currentOp = op;
        if (!orderingExprs.isEmpty()) {
            OrderOperator orderOp = new OrderOperator(cloneOrderingExpression(orderingExprs));
            op.getInputs().add(new MutableObject<>(orderOp));
            currentOp = orderOp;
        }

        // Adds a nested tuple source operator as the input operator to the
        // limit operator.
        NestedTupleSourceOperator nts = new NestedTupleSourceOperator(new MutableObject<ILogicalOperator>(gbyOp));
        currentOp.getInputs().add(new MutableObject<>(nts));

        // Sets the root of the added nested plan to the aggregate operator.
        ILogicalPlan nestedPlan = new ALogicalPlanImpl();
        nestedPlan.getRoots().add(new MutableObject<>(aggOp));

        // Sets the nested plan for the added group-by operator.
        gbyOp.getNestedPlans().add(nestedPlan);

        // Updates variable mapping for ancestor operators.
        for (Pair<LogicalVariable, LogicalVariable> keyVarNewVar : keyVarNewVarPairs) {
            updateInputToOutputVarMapping(keyVarNewVar.first, keyVarNewVar.second, false);
        }
        return new Pair<>(gbyOp, aggVar);
    }

    private Pair<ILogicalOperator, LogicalVariable> createUnnestForAggregatedList(LogicalVariable aggVar) {
        LogicalVariable unnestVar = context.newVar();
        // Creates an unnest function expression.
        Mutable<ILogicalExpression> unnestArg = new MutableObject<ILogicalExpression>(
                new VariableReferenceExpression(aggVar));
        List<Mutable<ILogicalExpression>> unnestArgList = new ArrayList<Mutable<ILogicalExpression>>();
        unnestArgList.add(unnestArg);
        Mutable<ILogicalExpression> unnestExpr = new MutableObject<ILogicalExpression>(
                new UnnestingFunctionCallExpression(
                        FunctionUtil.getFunctionInfo(AsterixBuiltinFunctions.SCAN_COLLECTION), unnestArgList));
        ILogicalOperator unnestOp = new UnnestOperator(unnestVar, unnestExpr);
        return new Pair<ILogicalOperator, LogicalVariable>(unnestOp, unnestVar);
    }

    private ILogicalOperator createFieldAccessAssignOperator(LogicalVariable recordVar,
            Set<LogicalVariable> inputLiveVars) {
        List<LogicalVariable> fieldAccessVars = new ArrayList<>();
        List<Mutable<ILogicalExpression>> fieldAccessExprs = new ArrayList<>();
        // Adds field access by name.
        for (LogicalVariable inputLiveVar : inputLiveVars) {
            if (!correlatedKeyVars.contains(inputLiveVar)) {
                // field Var
                LogicalVariable newVar = context.newVar();
                fieldAccessVars.add(newVar);
                // fieldAcess expr
                List<Mutable<ILogicalExpression>> argRefs = new ArrayList<>();
                argRefs.add(new MutableObject<ILogicalExpression>(new VariableReferenceExpression(recordVar)));
                argRefs.add(new MutableObject<ILogicalExpression>(new ConstantExpression(
                        new AsterixConstantValue(new AString(Integer.toString(inputLiveVar.getId()))))));
                fieldAccessExprs.add(new MutableObject<ILogicalExpression>(new ScalarFunctionCallExpression(
                        FunctionUtil.getFunctionInfo(AsterixBuiltinFunctions.FIELD_ACCESS_BY_NAME), argRefs)));
                // Updates variable mapping for ancestor operators.
                updateInputToOutputVarMapping(inputLiveVar, newVar, false);
            }
        }
        AssignOperator fieldAccessAssignOp = new AssignOperator(fieldAccessVars, fieldAccessExprs);
        return fieldAccessAssignOp;
    }

    @Override
    public ILogicalOperator visitInnerJoinOperator(InnerJoinOperator op, Void arg) throws AlgebricksException {
        return visitMultiInputOperator(op);
    }

    @Override
    public ILogicalOperator visitLeftOuterJoinOperator(LeftOuterJoinOperator op, Void arg)
            throws AlgebricksException {
        return visitMultiInputOperator(op);
    }

    @Override
    public ILogicalOperator visitNestedTupleSourceOperator(NestedTupleSourceOperator op, Void arg)
            throws AlgebricksException {
        if (op.getDataSourceReference().getValue() != subplanOperator) {
            return op;
        }
        LogicalOperatorDeepCopyWithNewVariablesVisitor deepCopyVisitor = new LogicalOperatorDeepCopyWithNewVariablesVisitor(
                context, context);
        ILogicalOperator copiedInputOperator = deepCopyVisitor.deepCopy(subplanInputOperator);

        // Updates the primary key info in the copied plan segment.
        Map<LogicalVariable, LogicalVariable> varMap = deepCopyVisitor.getInputToOutputVariableMapping();
        addPrimaryKeys(varMap);
        Pair<ILogicalOperator, Set<LogicalVariable>> primaryOpAndVars = EquivalenceClassUtils
                .findOrCreatePrimaryKeyOpAndVariables(copiedInputOperator, true, context);
        correlatedKeyVars.clear();
        correlatedKeyVars.addAll(primaryOpAndVars.second);
        // Update key variables and input-output-var mapping.
        for (Map.Entry<LogicalVariable, LogicalVariable> entry : varMap.entrySet()) {
            LogicalVariable oldVar = entry.getKey();
            LogicalVariable newVar = entry.getValue();
            if (correlatedKeyVars.contains(oldVar)) {
                correlatedKeyVars.remove(oldVar);
                correlatedKeyVars.add(newVar);
            }
            updateInputToOutputVarMapping(oldVar, newVar, true);
        }
        return primaryOpAndVars.first;
    }

    @Override
    public ILogicalOperator visitOrderOperator(OrderOperator op, Void arg) throws AlgebricksException {
        visitSingleInputOperator(op);
        if (correlatedKeyVars.isEmpty()) {
            return op;
        }

        orderingExprs.clear();
        orderingExprs.addAll(cloneOrderingExpression(op.getOrderExpressions()));

        List<Pair<IOrder, Mutable<ILogicalExpression>>> orderExprList = new ArrayList<>();
        // Adds keyVars to the prefix of sorting columns.
        for (LogicalVariable keyVar : correlatedKeyVars) {
            orderExprList.add(new Pair<IOrder, Mutable<ILogicalExpression>>(OrderOperator.ASC_ORDER,
                    new MutableObject<ILogicalExpression>(new VariableReferenceExpression(keyVar))));
        }
        orderExprList.addAll(op.getOrderExpressions());

        // Creates an order operator with the new expression list.
        OrderOperator orderOp = new OrderOperator(orderExprList);
        orderOp.getInputs().addAll(op.getInputs());
        context.computeAndSetTypeEnvironmentForOperator(orderOp);
        return orderOp;
    }

    @Override
    public ILogicalOperator visitAssignOperator(AssignOperator op, Void arg) throws AlgebricksException {
        visitSingleInputOperator(op);
        List<Mutable<ILogicalExpression>> assignedExprRefs = op.getExpressions();
        List<LogicalVariable> assignedVars = op.getVariables();
        // Maps assigning variables if assignment expressions are
        // VariableReferenceExpressions.
        for (int index = 0; index < assignedVars.size(); ++index) {
            ILogicalExpression expr = assignedExprRefs.get(index).getValue();
            if (expr.getExpressionTag() == LogicalExpressionTag.VARIABLE) {
                VariableReferenceExpression varExpr = (VariableReferenceExpression) expr;
                LogicalVariable sourceVar = varExpr.getVariableReference();
                updateInputToOutputVarMapping(sourceVar, assignedVars.get(index), false);
            }
        }
        return op;
    }

    @Override
    public ILogicalOperator visitSelectOperator(SelectOperator op, Void arg) throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitDelegateOperator(DelegateOperator op, Void arg) throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitProjectOperator(ProjectOperator op, Void arg) throws AlgebricksException {
        visitSingleInputOperator(op);
        // Adds all missing variables that should propagates up.
        for (LogicalVariable keyVar : correlatedKeyVars) {
            if (!op.getVariables().contains(keyVar)) {
                op.getVariables().add(keyVar);
            }
        }
        return op;

    }

    @Override
    public ILogicalOperator visitReplicateOperator(ReplicateOperator op, Void arg) throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitSplitOperator(SplitOperator op, Void arg) throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitMaterializeOperator(MaterializeOperator op, Void arg) throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitScriptOperator(ScriptOperator op, Void arg) throws AlgebricksException {
        throw new UnsupportedOperationException("Script operators in a subplan are not supported!");
    }

    @Override
    public ILogicalOperator visitSubplanOperator(SubplanOperator op, Void arg) throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitUnionOperator(UnionAllOperator op, Void arg) throws AlgebricksException {
        visitMultiInputOperator(op);
        // Update the variable mappings
        List<Triple<LogicalVariable, LogicalVariable, LogicalVariable>> varTriples = op.getVariableMappings();
        for (Triple<LogicalVariable, LogicalVariable, LogicalVariable> triple : varTriples) {
            updateInputToOutputVarMapping(triple.third, triple.first, false);
            updateInputToOutputVarMapping(triple.second, triple.first, false);
        }
        return op;
    }

    @Override
    public ILogicalOperator visitIntersectOperator(IntersectOperator op, Void arg) throws AlgebricksException {
        visitMultiInputOperator(op);
        List<LogicalVariable> outputVars = op.getOutputVars();
        for (int i = 0; i < op.getNumInput(); i++) {
            List<LogicalVariable> inputVars = op.getInputVariables(i);
            if (inputVars.size() != outputVars.size()) {
                throw new AlgebricksException("The cardinality of input and output are not equal for Intersection");
            }
            for (int j = 0; j < inputVars.size(); j++) {
                updateInputToOutputVarMapping(inputVars.get(j), outputVars.get(j), false);
            }
        }
        return op;
    }

    @Override
    public ILogicalOperator visitUnnestOperator(UnnestOperator op, Void arg) throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitLeftOuterUnnestOperator(LeftOuterUnnestOperator op, Void arg)
            throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitUnnestMapOperator(UnnestMapOperator op, Void arg) throws AlgebricksException {
        visitSingleInputOperator(op);
        Set<LogicalVariable> liveVars = new HashSet<>();
        VariableUtilities.getLiveVariables(op, liveVars);
        if (!liveVars.containsAll(correlatedKeyVars)) {
            op.setPropagatesInput(true);
        }
        return op;
    }

    @Override
    public ILogicalOperator visitLeftOuterUnnestMapOperator(LeftOuterUnnestMapOperator op, Void arg)
            throws AlgebricksException {
        throw new AlgebricksException(
                "The subquery de-correlation rule should always be applied before index-access-method related rules.");
    }

    @Override
    public ILogicalOperator visitDataScanOperator(DataSourceScanOperator op, Void arg) throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitDistinctOperator(DistinctOperator op, Void arg) throws AlgebricksException {
        visitSingleInputOperator(op);
        List<LogicalVariable> distinctVarList = op.getDistinctByVarList();
        for (LogicalVariable keyVar : correlatedKeyVars) {
            if (!distinctVarList.contains(keyVar)) {
                distinctVarList.add(keyVar);
            }
        }
        context.computeAndSetTypeEnvironmentForOperator(op);
        return op;
    }

    @Override
    public ILogicalOperator visitExchangeOperator(ExchangeOperator op, Void arg) throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    @Override
    public ILogicalOperator visitTokenizeOperator(TokenizeOperator op, Void arg) throws AlgebricksException {
        return visitSingleInputOperator(op);
    }

    /**
     * Wraps an AggregateOperator or RunningAggregateOperator with a group-by
     * operator where the group-by keys are variables in keyVarsToEnforce. Note
     * that the function here prevents this visitor being used to rewrite
     * arbitrary query plans. Instead, it could only be used for rewriting a
     * nested plan within a subplan operator.
     *
     * @param op
     *            the logical operator for aggregate or running aggregate.
     * @return the wrapped group-by operator if {@code keyVarsToEnforce} is not
     *         empty, and {@code op} otherwise.
     * @throws AlgebricksException
     */
    private ILogicalOperator visitAggregateOperator(ILogicalOperator op) throws AlgebricksException {
        visitSingleInputOperator(op);
        if (correlatedKeyVars.isEmpty()) {
            return op;
        }
        GroupByOperator gbyOp = new GroupByOperator();
        // Creates a copy of correlatedKeyVars, to fix the ConcurrentModificationExcetpion in ASTERIXDB-1581.
        List<LogicalVariable> copyOfCorrelatedKeyVars = new ArrayList<>(correlatedKeyVars);
        for (LogicalVariable keyVar : copyOfCorrelatedKeyVars) {
            // This limits the visitor can only be applied to a nested logical
            // plan inside a Subplan operator,
            // where the keyVarsToEnforce forms a candidate key which can
            // uniquely identify a tuple out of the nested-tuple-source.
            LogicalVariable newVar = context.newVar();
            gbyOp.getGroupByList()
                    .add(new Pair<>(newVar, new MutableObject<>(new VariableReferenceExpression(keyVar))));
            updateInputToOutputVarMapping(keyVar, newVar, false);
        }

        ILogicalOperator inputOp = op.getInputs().get(0).getValue();
        gbyOp.getInputs().add(new MutableObject<>(inputOp));

        NestedTupleSourceOperator nts = new NestedTupleSourceOperator(new MutableObject<ILogicalOperator>(gbyOp));
        op.getInputs().clear();
        op.getInputs().add(new MutableObject<>(nts));

        ILogicalPlan nestedPlan = new ALogicalPlanImpl();
        nestedPlan.getRoots().add(new MutableObject<>(op));
        gbyOp.getNestedPlans().add(nestedPlan);

        OperatorManipulationUtil.computeTypeEnvironmentBottomUp(gbyOp, context);
        return op;
    }

    private ILogicalOperator visitMultiInputOperator(ILogicalOperator op) throws AlgebricksException {
        orderingExprs.clear();
        Set<LogicalVariable> keyVarsForCurrentBranch = new HashSet<LogicalVariable>();
        for (int i = op.getInputs().size() - 1; i >= 0; --i) {
            // Stores key variables for the previous branch.
            keyVarsForCurrentBranch.addAll(correlatedKeyVars);
            correlatedKeyVars.clear();

            // Deals with single input operators.
            ILogicalOperator newChild = op.getInputs().get(i).getValue().accept(this, null);
            op.getInputs().get(i).setValue(newChild);

            if (correlatedKeyVars.isEmpty()) {
                correlatedKeyVars.addAll(keyVarsForCurrentBranch);
            }
            keyVarsForCurrentBranch.clear();
        }
        subtituteVariables(op);
        return op;
    }

    private ILogicalOperator visitSingleInputOperator(ILogicalOperator op) throws AlgebricksException {
        if (op.getInputs().size() == 1) {
            // Deals with single input operators.
            ILogicalOperator newChild = op.getInputs().get(0).getValue().accept(this, null);
            op.getInputs().get(0).setValue(newChild);
        }
        subtituteVariables(op);
        return op;
    }

    private void subtituteVariables(ILogicalOperator op) throws AlgebricksException {
        VariableUtilities.substituteVariables(op, subplanInputVarToCurrentVarMap, context);
        VariableUtilities.substituteVariables(op, varMapIntroducedByRewriting, context);
    }

    private void updateInputToOutputVarMapping(LogicalVariable oldVar, LogicalVariable newVar, boolean inNts) {
        if (correlatedKeyVars.contains(oldVar)) {
            correlatedKeyVars.remove(oldVar);
            correlatedKeyVars.add(newVar);
        }

        for (Pair<IOrder, Mutable<ILogicalExpression>> orderExpr : orderingExprs) {
            orderExpr.second.getValue().substituteVar(oldVar, newVar);
        }

        if (currentVarToSubplanInputVarMap.containsKey(oldVar)) {
            // Find the original mapped var.
            oldVar = currentVarToSubplanInputVarMap.get(oldVar);
        }
        if (subplanInputVarToCurrentVarMap.containsKey(oldVar) || inNts) {
            subplanInputVarToCurrentVarMap.put(oldVar, newVar);
            currentVarToSubplanInputVarMap.put(newVar, oldVar);
        } else {
            varMapIntroducedByRewriting.add(new Pair<LogicalVariable, LogicalVariable>(oldVar, newVar));
        }
    }

    private List<Pair<IOrder, Mutable<ILogicalExpression>>> cloneOrderingExpression(
            List<Pair<IOrder, Mutable<ILogicalExpression>>> orderExprs) {
        List<Pair<IOrder, Mutable<ILogicalExpression>>> clonedOrderExprs = new ArrayList<>();
        for (Pair<IOrder, Mutable<ILogicalExpression>> orderExpr : orderExprs) {
            clonedOrderExprs.add(new Pair<IOrder, Mutable<ILogicalExpression>>(orderExpr.first,
                    new MutableObject<ILogicalExpression>(orderExpr.second.getValue().cloneExpression())));
        }
        return clonedOrderExprs;
    }

    private void addPrimaryKeys(Map<LogicalVariable, LogicalVariable> varMap) {
        for (Entry<LogicalVariable, LogicalVariable> entry : varMap.entrySet()) {
            List<LogicalVariable> dependencyVars = context.findPrimaryKey(entry.getKey());
            if (dependencyVars == null) {
                // No key dependencies
                continue;
            }
            List<LogicalVariable> newDependencies = new ArrayList<>();
            for (LogicalVariable dependencyVar : dependencyVars) {
                LogicalVariable newDependencyVar = varMap.get(dependencyVar);
                if (newDependencyVar == null) {
                    continue;
                }
                newDependencies.add(newDependencyVar);
            }
            context.addPrimaryKey(
                    new FunctionalDependency(newDependencies, Collections.singletonList(entry.getValue())));
        }
    }

}