ClickHouse/src/Interpreters/ExpressionAnalyzer.cpp

#include <Poco/Util/Application.h>
#include <Poco/String.h>

#include <Core/Block.h>

#include <Parsers/ASTFunction.h>
#include <Parsers/ASTIdentifier.h>
#include <Parsers/ASTLiteral.h>
#include <Parsers/ASTQualifiedAsterisk.h>
#include <Parsers/ASTExpressionList.h>
#include <Parsers/ASTSelectQuery.h>
#include <Parsers/ASTSelectWithUnionQuery.h>
#include <Parsers/ASTSubquery.h>
#include <Parsers/ASTOrderByElement.h>
#include <Parsers/formatAST.h>
#include <Parsers/DumpASTNode.h>

#include <DataTypes/DataTypeNullable.h>
#include <DataTypes/NestedUtils.h>
#include <DataTypes/DataTypesNumber.h>
#include <DataTypes/DataTypeLowCardinality.h>

#include <Columns/IColumn.h>

#include <Interpreters/ExpressionAnalyzer.h>
#include <Interpreters/ExpressionActions.h>
#include <Interpreters/LogicalExpressionsOptimizer.h>
#include <Interpreters/ExternalDictionariesLoader.h>
#include <Interpreters/Set.h>
#include <Interpreters/TableJoin.h>
#include <Interpreters/JoinSwitcher.h>
#include <Interpreters/HashJoin.h>
#include <Interpreters/MergeJoin.h>
#include <Interpreters/DictionaryReader.h>
#include <Interpreters/Context.h>

#include <AggregateFunctions/AggregateFunctionFactory.h>
#include <AggregateFunctions/parseAggregateFunctionParameters.h>

#include <Storages/StorageDistributed.h>
#include <Storages/StorageDictionary.h>
#include <Storages/StorageJoin.h>

#include <DataStreams/copyData.h>
#include <DataStreams/IBlockInputStream.h>

#include <Dictionaries/IDictionary.h>
#include <Dictionaries/DictionaryStructure.h>

#include <Common/typeid_cast.h>
#include <Common/StringUtils/StringUtils.h>

#include <ext/range.h>
#include <DataTypes/DataTypeFactory.h>
#include <Functions/FunctionsMiscellaneous.h>
#include <Parsers/ExpressionListParsers.h>
#include <Parsers/parseQuery.h>
#include <Parsers/queryToString.h>
#include <Interpreters/interpretSubquery.h>
#include <Interpreters/DatabaseAndTableWithAlias.h>
#include <Interpreters/misc.h>

#include <Interpreters/ActionsVisitor.h>

#include <Interpreters/GlobalSubqueriesVisitor.h>
#include <Interpreters/GetAggregatesVisitor.h>

namespace DB
{

using LogAST = DebugASTLog<false>; /// set to true to enable logs


namespace ErrorCodes
{
    extern const int UNKNOWN_TYPE_OF_AST_NODE;
    extern const int UNKNOWN_IDENTIFIER;
    extern const int ILLEGAL_PREWHERE;
    extern const int LOGICAL_ERROR;
    extern const int ILLEGAL_TYPE_OF_ARGUMENT;
}

namespace
{

/// Check if there is an ignore function. It's used for disabling constant folding in query
///  predicates because some performance tests use ignore function as a non-optimize guard.
bool allowEarlyConstantFolding(const ExpressionActions & actions, const Settings & settings)
{
    if (!settings.enable_early_constant_folding)
        return false;

    for (const auto & action : actions.getActions())
    {
        if (action.type == action.APPLY_FUNCTION && action.function_base)
        {
            auto name = action.function_base->getName();
            if (name == "ignore")
                return false;
        }
    }
    return true;
}

}

bool sanitizeBlock(Block & block, bool throw_if_cannot_create_column)
{
    for (auto & col : block)
    {
        if (!col.column)
        {
            if (isNotCreatable(col.type->getTypeId()))
            {
                if (throw_if_cannot_create_column)
                    throw Exception("Cannot create column of type " + col.type->getName(), ErrorCodes::ILLEGAL_TYPE_OF_ARGUMENT);

                return false;
            }

            col.column = col.type->createColumn();
        }
        else if (!col.column->empty())
            col.column = col.column->cloneEmpty();
    }
    return true;
}


ExpressionAnalyzer::ExpressionAnalyzer(
    const ASTPtr & query_,
    const SyntaxAnalyzerResultPtr & syntax_analyzer_result_,
    const Context & context_,
    size_t subquery_depth_,
    bool do_global)
    : query(query_), context(context_), settings(context.getSettings())
    , subquery_depth(subquery_depth_)
    , syntax(syntax_analyzer_result_)
{
    /// external_tables, subqueries_for_sets for global subqueries.
    /// Replaces global subqueries with the generated names of temporary tables that will be sent to remote servers.
    initGlobalSubqueriesAndExternalTables(do_global);

    /// has_aggregation, aggregation_keys, aggregate_descriptions, aggregated_columns.
    /// This analysis should be performed after processing global subqueries, because otherwise,
    /// if the aggregate function contains a global subquery, then `analyzeAggregation` method will save
    /// in `aggregate_descriptions` the information about the parameters of this aggregate function, among which
    /// global subquery. Then, when you call `initGlobalSubqueriesAndExternalTables` method, this
    /// the global subquery will be replaced with a temporary table, resulting in aggregate_descriptions
    /// will contain out-of-date information, which will lead to an error when the query is executed.
    analyzeAggregation();
}

bool ExpressionAnalyzer::isRemoteStorage() const
{
    return storage() && storage()->isRemote();
}


void ExpressionAnalyzer::analyzeAggregation()
{
    /** Find aggregation keys (aggregation_keys), information about aggregate functions (aggregate_descriptions),
     *  as well as a set of columns obtained after the aggregation, if any,
     *  or after all the actions that are usually performed before aggregation (aggregated_columns).
     *
     * Everything below (compiling temporary ExpressionActions) - only for the purpose of query analysis (type output).
     */

    auto * select_query = query->as<ASTSelectQuery>();

    ExpressionActionsPtr temp_actions = std::make_shared<ExpressionActions>(sourceColumns(), context);

    if (select_query)
    {
        bool is_array_join_left;
        ASTPtr array_join_expression_list = select_query->arrayJoinExpressionList(is_array_join_left);
        if (array_join_expression_list)
        {
            getRootActionsNoMakeSet(array_join_expression_list, true, temp_actions, false);
            addMultipleArrayJoinAction(temp_actions, is_array_join_left);

            array_join_columns.clear();
            for (auto & column : temp_actions->getSampleBlock().getNamesAndTypesList())
                if (syntax->array_join_result_to_source.count(column.name))
                    array_join_columns.emplace_back(column);
        }

        const ASTTablesInSelectQueryElement * join = select_query->join();
        if (join)
        {
            getRootActionsNoMakeSet(analyzedJoin().leftKeysList(), true, temp_actions, false);
            addJoinAction(temp_actions);
        }
    }

    has_aggregation = makeAggregateDescriptions(temp_actions);
    if (select_query && (select_query->groupBy() || select_query->having()))
        has_aggregation = true;

    if (has_aggregation)
    {

        /// Find out aggregation keys.
        if (select_query)
        {
            if (select_query->groupBy())
            {
                NameSet unique_keys;
                ASTs & group_asts = select_query->groupBy()->children;
                for (ssize_t i = 0; i < ssize_t(group_asts.size()); ++i)
                {
                    ssize_t size = group_asts.size();
                    getRootActionsNoMakeSet(group_asts[i], true, temp_actions, false);

                    const auto & column_name = group_asts[i]->getColumnName();
                    const auto & block = temp_actions->getSampleBlock();

                    if (!block.has(column_name))
                        throw Exception("Unknown identifier (in GROUP BY): " + column_name, ErrorCodes::UNKNOWN_IDENTIFIER);

                    const auto & col = block.getByName(column_name);

                    /// Constant expressions have non-null column pointer at this stage.
                    if (col.column && isColumnConst(*col.column))
                    {
                        /// But don't remove last key column if no aggregate functions, otherwise aggregation will not work.
                        if (!aggregate_descriptions.empty() || size > 1)
                        {
                            if (i + 1 < static_cast<ssize_t>(size))
                                group_asts[i] = std::move(group_asts.back());

                            group_asts.pop_back();

                            --i;
                            continue;
                        }
                    }

                    NameAndTypePair key{column_name, col.type};

                    /// Aggregation keys are uniqued.
                    if (!unique_keys.count(key.name))
                    {
                        unique_keys.insert(key.name);
                        aggregation_keys.push_back(key);

                        /// Key is no longer needed, therefore we can save a little by moving it.
                        aggregated_columns.push_back(std::move(key));
                    }
                }

                if (group_asts.empty())
                {
                    select_query->setExpression(ASTSelectQuery::Expression::GROUP_BY, {});
                    has_aggregation = select_query->having() || !aggregate_descriptions.empty();
                }
            }
        }
        else
            aggregated_columns = temp_actions->getSampleBlock().getNamesAndTypesList();

        for (const auto & desc : aggregate_descriptions)
            aggregated_columns.emplace_back(desc.column_name, desc.function->getReturnType());
    }
    else
    {
        aggregated_columns = temp_actions->getSampleBlock().getNamesAndTypesList();
    }
}


void ExpressionAnalyzer::initGlobalSubqueriesAndExternalTables(bool do_global)
{
    if (do_global)
    {
        GlobalSubqueriesVisitor::Data subqueries_data(context, subquery_depth, isRemoteStorage(),
                                                   external_tables, subqueries_for_sets, has_global_subqueries);
        GlobalSubqueriesVisitor(subqueries_data).visit(query);
    }
}


NamesAndTypesList ExpressionAnalyzer::sourceWithJoinedColumns() const
{
    auto result_columns = sourceColumns();
    result_columns.insert(result_columns.end(), array_join_columns.begin(), array_join_columns.end());
    result_columns.insert(result_columns.end(),
                        analyzedJoin().columnsAddedByJoin().begin(), analyzedJoin().columnsAddedByJoin().end());
    return result_columns;
}


void SelectQueryExpressionAnalyzer::tryMakeSetForIndexFromSubquery(const ASTPtr & subquery_or_table_name)
{
    auto set_key = PreparedSetKey::forSubquery(*subquery_or_table_name);

    if (prepared_sets.count(set_key))
        return; /// Already prepared.

    if (auto set_ptr_from_storage_set = isPlainStorageSetInSubquery(subquery_or_table_name))
    {
        prepared_sets.insert({set_key, set_ptr_from_storage_set});
        return;
    }

    auto interpreter_subquery = interpretSubquery(subquery_or_table_name, context, {}, query_options);
    auto stream = interpreter_subquery->execute().getInputStream();

    SetPtr set = std::make_shared<Set>(settings.size_limits_for_set, true, context.getSettingsRef().transform_null_in);
    set->setHeader(stream->getHeader());

    stream->readPrefix();
    while (Block block = stream->read())
    {
        /// If the limits have been exceeded, give up and let the default subquery processing actions take place.
        if (!set->insertFromBlock(block))
            return;
    }

    set->finishInsert();
    stream->readSuffix();

    prepared_sets[set_key] = std::move(set);
}

SetPtr SelectQueryExpressionAnalyzer::isPlainStorageSetInSubquery(const ASTPtr & subquery_or_table_name)
{
    const auto * table = subquery_or_table_name->as<ASTIdentifier>();
    if (!table)
        return nullptr;
    auto table_id = context.resolveStorageID(subquery_or_table_name);
    const auto storage = DatabaseCatalog::instance().getTable(table_id, context);
    if (storage->getName() != "Set")
        return nullptr;
    const auto storage_set = std::dynamic_pointer_cast<StorageSet>(storage);
    return storage_set->getSet();
}


/// Performance optimisation for IN() if storage supports it.
void SelectQueryExpressionAnalyzer::makeSetsForIndex(const ASTPtr & node)
{
    if (!node || !storage() || !storage()->supportsIndexForIn())
        return;

    for (auto & child : node->children)
    {
        /// Don't descend into subqueries.
        if (child->as<ASTSubquery>())
            continue;

        /// Don't descend into lambda functions
        const auto * func = child->as<ASTFunction>();
        if (func && func->name == "lambda")
            continue;

        makeSetsForIndex(child);
    }

    const auto * func = node->as<ASTFunction>();
    if (func && functionIsInOperator(func->name))
    {
        const IAST & args = *func->arguments;
        const ASTPtr & left_in_operand = args.children.at(0);

        if (storage()->mayBenefitFromIndexForIn(left_in_operand, context, metadata_snapshot))
        {
            const ASTPtr & arg = args.children.at(1);
            if (arg->as<ASTSubquery>() || arg->as<ASTIdentifier>())
            {
                if (settings.use_index_for_in_with_subqueries)
                    tryMakeSetForIndexFromSubquery(arg);
            }
            else
            {
                ExpressionActionsPtr temp_actions = std::make_shared<ExpressionActions>(sourceWithJoinedColumns(), context);
                getRootActions(left_in_operand, true, temp_actions);

                Block sample_block_with_calculated_columns = temp_actions->getSampleBlock();
                if (sample_block_with_calculated_columns.has(left_in_operand->getColumnName()))
                    makeExplicitSet(func, sample_block_with_calculated_columns, true, context,
                        settings.size_limits_for_set, prepared_sets);
            }
        }
    }
}


void ExpressionAnalyzer::getRootActions(const ASTPtr & ast, bool no_subqueries, ExpressionActionsPtr & actions, bool only_consts)
{
    LogAST log;
    ActionsVisitor::Data visitor_data(context, settings.size_limits_for_set, subquery_depth,
                                   sourceColumns(), actions, prepared_sets, subqueries_for_sets,
                                   no_subqueries, false, only_consts, !isRemoteStorage());
    ActionsVisitor(visitor_data, log.stream()).visit(ast);
    visitor_data.updateActions(actions);
}


void ExpressionAnalyzer::getRootActionsNoMakeSet(const ASTPtr & ast, bool no_subqueries, ExpressionActionsPtr & actions, bool only_consts)
{
    LogAST log;
    ActionsVisitor::Data visitor_data(context, settings.size_limits_for_set, subquery_depth,
                                   sourceColumns(), actions, prepared_sets, subqueries_for_sets,
                                   no_subqueries, true, only_consts, !isRemoteStorage());
    ActionsVisitor(visitor_data, log.stream()).visit(ast);
    visitor_data.updateActions(actions);
}


bool ExpressionAnalyzer::makeAggregateDescriptions(ExpressionActionsPtr & actions)
{
    for (const ASTFunction * node : aggregates())
    {
        AggregateDescription aggregate;
        aggregate.column_name = node->getColumnName();

        const ASTs & arguments = node->arguments->children;
        aggregate.argument_names.resize(arguments.size());
        DataTypes types(arguments.size());

        for (size_t i = 0; i < arguments.size(); ++i)
        {
            getRootActionsNoMakeSet(arguments[i], true, actions);
            const std::string & name = arguments[i]->getColumnName();
            types[i] = actions->getSampleBlock().getByName(name).type;
            aggregate.argument_names[i] = name;
        }

        AggregateFunctionProperties properties;
        aggregate.parameters = (node->parameters) ? getAggregateFunctionParametersArray(node->parameters) : Array();
        aggregate.function = AggregateFunctionFactory::instance().get(node->name, types, aggregate.parameters, properties);

        aggregate_descriptions.push_back(aggregate);
    }

    return !aggregates().empty();
}


const ASTSelectQuery * ExpressionAnalyzer::getSelectQuery() const
{
    const auto * select_query = query->as<ASTSelectQuery>();
    if (!select_query)
        throw Exception("Not a select query", ErrorCodes::LOGICAL_ERROR);
    return select_query;
}

const ASTSelectQuery * SelectQueryExpressionAnalyzer::getAggregatingQuery() const
{
    if (!has_aggregation)
        throw Exception("No aggregation", ErrorCodes::LOGICAL_ERROR);
    return getSelectQuery();
}

void ExpressionAnalyzer::initChain(ExpressionActionsChain & chain, const NamesAndTypesList & columns) const
{
    if (chain.steps.empty())
    {
        chain.steps.emplace_back(std::make_shared<ExpressionActions>(columns, context));
    }
}

/// "Big" ARRAY JOIN.
void ExpressionAnalyzer::addMultipleArrayJoinAction(ExpressionActionsPtr & actions, bool array_join_is_left) const
{
    NameSet result_columns;
    for (const auto & result_source : syntax->array_join_result_to_source)
    {
        /// Assign new names to columns, if needed.
        if (result_source.first != result_source.second)
            actions->add(ExpressionAction::copyColumn(result_source.second, result_source.first));

        /// Make ARRAY JOIN (replace arrays with their insides) for the columns in these new names.
        result_columns.insert(result_source.first);
    }

    actions->add(ExpressionAction::arrayJoin(result_columns, array_join_is_left, context));
}

bool SelectQueryExpressionAnalyzer::appendArrayJoin(ExpressionActionsChain & chain, bool only_types)
{
    const auto * select_query = getSelectQuery();

    bool is_array_join_left;
    ASTPtr array_join_expression_list = select_query->arrayJoinExpressionList(is_array_join_left);
    if (!array_join_expression_list)
        return false;

    initChain(chain, sourceColumns());
    ExpressionActionsChain::Step & step = chain.steps.back();

    getRootActions(array_join_expression_list, only_types, step.actions);

    addMultipleArrayJoinAction(step.actions, is_array_join_left);

    return true;
}

void ExpressionAnalyzer::addJoinAction(ExpressionActionsPtr & actions, JoinPtr join) const
{
    actions->add(ExpressionAction::ordinaryJoin(syntax->analyzed_join, join));
}

bool SelectQueryExpressionAnalyzer::appendJoin(ExpressionActionsChain & chain, bool only_types)
{
    const ASTTablesInSelectQueryElement * ast_join = getSelectQuery()->join();
    if (!ast_join)
        return false;

    JoinPtr table_join = makeTableJoin(*ast_join);

    initChain(chain, sourceColumns());
    ExpressionActionsChain::Step & step = chain.steps.back();

    getRootActions(analyzedJoin().leftKeysList(), only_types, step.actions);
    addJoinAction(step.actions, table_join);
    return true;
}

static JoinPtr tryGetStorageJoin(std::shared_ptr<TableJoin> analyzed_join)
{
    if (auto * table = analyzed_join->joined_storage.get())
        if (auto * storage_join = dynamic_cast<StorageJoin *>(table))
            return storage_join->getJoin(analyzed_join);
    return {};
}

static ExpressionActionsPtr createJoinedBlockActions(const Context & context, const TableJoin & analyzed_join)
{
    ASTPtr expression_list = analyzed_join.rightKeysList();
    auto syntax_result = SyntaxAnalyzer(context).analyze(expression_list, analyzed_join.columnsFromJoinedTable());
    return ExpressionAnalyzer(expression_list, syntax_result, context).getActions(true, false);
}

static bool allowDictJoin(StoragePtr joined_storage, const Context & context, String & dict_name, String & key_name)
{
    const auto * dict = dynamic_cast<const StorageDictionary *>(joined_storage.get());
    if (!dict)
        return false;

    dict_name = dict->dictionaryName();
    auto dictionary = context.getExternalDictionariesLoader().getDictionary(dict_name);
    if (!dictionary)
        return false;

    const DictionaryStructure & structure = dictionary->getStructure();
    if (structure.id)
    {
        key_name = structure.id->name;
        return true;
    }
    return false;
}

static std::shared_ptr<IJoin> makeJoin(std::shared_ptr<TableJoin> analyzed_join, const Block & sample_block, const Context & context)
{
    bool allow_merge_join = analyzed_join->allowMergeJoin();

    /// HashJoin with Dictionary optimisation
    String dict_name;
    String key_name;
    if (analyzed_join->joined_storage && allowDictJoin(analyzed_join->joined_storage, context, dict_name, key_name))
    {
        Names original_names;
        NamesAndTypesList result_columns;
        if (analyzed_join->allowDictJoin(key_name, sample_block, original_names, result_columns))
        {
            analyzed_join->dictionary_reader = std::make_shared<DictionaryReader>(dict_name, original_names, result_columns, context);
            return std::make_shared<HashJoin>(analyzed_join, sample_block);
        }
    }

    if (analyzed_join->forceHashJoin() || (analyzed_join->preferMergeJoin() && !allow_merge_join))
        return std::make_shared<HashJoin>(analyzed_join, sample_block);
    else if (analyzed_join->forceMergeJoin() || (analyzed_join->preferMergeJoin() && allow_merge_join))
        return std::make_shared<MergeJoin>(analyzed_join, sample_block);
    return std::make_shared<JoinSwitcher>(analyzed_join, sample_block);
}

JoinPtr SelectQueryExpressionAnalyzer::makeTableJoin(const ASTTablesInSelectQueryElement & join_element)
{
    /// Two JOINs are not supported with the same subquery, but different USINGs.
    auto join_hash = join_element.getTreeHash();
    String join_subquery_id = toString(join_hash.first) + "_" + toString(join_hash.second);

    SubqueryForSet & subquery_for_join = subqueries_for_sets[join_subquery_id];

    /// Use StorageJoin if any.
    if (!subquery_for_join.join)
        subquery_for_join.join = tryGetStorageJoin(syntax->analyzed_join);

    if (!subquery_for_join.join)
    {
        /// Actions which need to be calculated on joined block.
        ExpressionActionsPtr joined_block_actions = createJoinedBlockActions(context, analyzedJoin());

        Names original_right_columns;
        if (!subquery_for_join.source)
        {
            NamesWithAliases required_columns_with_aliases = analyzedJoin().getRequiredColumns(
                joined_block_actions->getSampleBlock(), joined_block_actions->getRequiredColumns());
            for (auto & pr : required_columns_with_aliases)
                original_right_columns.push_back(pr.first);

            /** For GLOBAL JOINs (in the case, for example, of the push method for executing GLOBAL subqueries), the following occurs
                * - in the addExternalStorage function, the JOIN (SELECT ...) subquery is replaced with JOIN _data1,
                *   in the subquery_for_set object this subquery is exposed as source and the temporary table _data1 as the `table`.
                * - this function shows the expression JOIN _data1.
                */
            auto interpreter = interpretSubquery(join_element.table_expression, context, original_right_columns, query_options);

            subquery_for_join.makeSource(interpreter, std::move(required_columns_with_aliases));
        }

        /// TODO You do not need to set this up when JOIN is only needed on remote servers.
        subquery_for_join.setJoinActions(joined_block_actions); /// changes subquery_for_join.sample_block inside
        subquery_for_join.join = makeJoin(syntax->analyzed_join, subquery_for_join.sample_block, context);

        /// Do not make subquery for join over dictionary.
        if (syntax->analyzed_join->dictionary_reader)
        {
            JoinPtr join = subquery_for_join.join;
            subqueries_for_sets.erase(join_subquery_id);
            return join;
        }
    }

    return subquery_for_join.join;
}

bool SelectQueryExpressionAnalyzer::appendPrewhere(
    ExpressionActionsChain & chain, bool only_types, const Names & additional_required_columns)
{
    const auto * select_query = getSelectQuery();

    if (!select_query->prewhere())
        return false;

    initChain(chain, sourceColumns());
    auto & step = chain.getLastStep();
    getRootActions(select_query->prewhere(), only_types, step.actions);
    String prewhere_column_name = select_query->prewhere()->getColumnName();
    step.required_output.push_back(prewhere_column_name);
    step.can_remove_required_output.push_back(true);

    {
        /// Remove unused source_columns from prewhere actions.
        auto tmp_actions = std::make_shared<ExpressionActions>(sourceColumns(), context);
        getRootActions(select_query->prewhere(), only_types, tmp_actions);
        tmp_actions->finalize({prewhere_column_name});
        auto required_columns = tmp_actions->getRequiredColumns();
        NameSet required_source_columns(required_columns.begin(), required_columns.end());

        /// Add required columns to required output in order not to remove them after prewhere execution.
        /// TODO: add sampling and final execution to common chain.
        for (const auto & column : additional_required_columns)
        {
            if (required_source_columns.count(column))
            {
                step.required_output.push_back(column);
                step.can_remove_required_output.push_back(true);
            }
        }

        auto names = step.actions->getSampleBlock().getNames();
        NameSet name_set(names.begin(), names.end());

        for (const auto & column : sourceColumns())
            if (required_source_columns.count(column.name) == 0)
                name_set.erase(column.name);

        Names required_output(name_set.begin(), name_set.end());
        step.actions->finalize(required_output);
    }

    {
        /// Add empty action with input = {prewhere actions output} + {unused source columns}
        /// Reasons:
        /// 1. Remove remove source columns which are used only in prewhere actions during prewhere actions execution.
        ///    Example: select A prewhere B > 0. B can be removed at prewhere step.
        /// 2. Store side columns which were calculated during prewhere actions execution if they are used.
        ///    Example: select F(A) prewhere F(A) > 0. F(A) can be saved from prewhere step.
        /// 3. Check if we can remove filter column at prewhere step. If we can, action will store single REMOVE_COLUMN.
        ColumnsWithTypeAndName columns = step.actions->getSampleBlock().getColumnsWithTypeAndName();
        auto required_columns = step.actions->getRequiredColumns();
        NameSet prewhere_input_names(required_columns.begin(), required_columns.end());
        NameSet unused_source_columns;

        for (const auto & column : sourceColumns())
        {
            if (prewhere_input_names.count(column.name) == 0)
            {
                columns.emplace_back(column.type, column.name);
                unused_source_columns.emplace(column.name);
            }
        }

        chain.steps.emplace_back(std::make_shared<ExpressionActions>(std::move(columns), context));
        chain.steps.back().additional_input = std::move(unused_source_columns);
    }

    return true;
}

void SelectQueryExpressionAnalyzer::appendPreliminaryFilter(ExpressionActionsChain & chain, ExpressionActionsPtr actions, String column_name)
{
    initChain(chain, sourceColumns());
    ExpressionActionsChain::Step & step = chain.steps.back();

    // FIXME: assert(filter_info);
    step.actions = std::move(actions);
    step.required_output.push_back(std::move(column_name));
    step.can_remove_required_output = {true};

    chain.addStep();
}

bool SelectQueryExpressionAnalyzer::appendWhere(ExpressionActionsChain & chain, bool only_types)
{
    const auto * select_query = getSelectQuery();

    if (!select_query->where())
        return false;

    initChain(chain, sourceColumns());
    ExpressionActionsChain::Step & step = chain.steps.back();

    step.required_output.push_back(select_query->where()->getColumnName());
    step.can_remove_required_output = {true};

    getRootActions(select_query->where(), only_types, step.actions);

    return true;
}

bool SelectQueryExpressionAnalyzer::appendGroupBy(ExpressionActionsChain & chain, bool only_types, bool optimize_aggregation_in_order,
                                                  ManyExpressionActions & group_by_elements_actions)
{
    const auto * select_query = getAggregatingQuery();

    if (!select_query->groupBy())
        return false;

    initChain(chain, sourceColumns());
    ExpressionActionsChain::Step & step = chain.steps.back();

    ASTs asts = select_query->groupBy()->children;
    for (const auto & ast : asts)
    {
        step.required_output.emplace_back(ast->getColumnName());
        getRootActions(ast, only_types, step.actions);
    }

    if (optimize_aggregation_in_order)
    {
        auto all_columns = sourceWithJoinedColumns();
        for (auto & child : asts)
        {
            group_by_elements_actions.emplace_back(std::make_shared<ExpressionActions>(all_columns, context));
            getRootActions(child, only_types, group_by_elements_actions.back());
        }
    }

    return true;
}

void SelectQueryExpressionAnalyzer::appendAggregateFunctionsArguments(ExpressionActionsChain & chain, bool only_types)
{
    const auto * select_query = getAggregatingQuery();

    initChain(chain, sourceColumns());
    ExpressionActionsChain::Step & step = chain.steps.back();

    for (const auto & desc : aggregate_descriptions)
        for (const auto & name : desc.argument_names)
            step.required_output.emplace_back(name);

    /// Collect aggregates removing duplicates by node.getColumnName()
    /// It's not clear why we recollect aggregates (for query parts) while we're able to use previously collected ones (for entire query)
    /// @note The original recollection logic didn't remove duplicates.
    GetAggregatesVisitor::Data data;
    GetAggregatesVisitor(data).visit(select_query->select());

    if (select_query->having())
        GetAggregatesVisitor(data).visit(select_query->having());

    if (select_query->orderBy())
        GetAggregatesVisitor(data).visit(select_query->orderBy());

    /// TODO: data.aggregates -> aggregates()
    for (const ASTFunction * node : data.aggregates)
        for (auto & argument : node->arguments->children)
            getRootActions(argument, only_types, step.actions);
}

bool SelectQueryExpressionAnalyzer::appendHaving(ExpressionActionsChain & chain, bool only_types)
{
    const auto * select_query = getAggregatingQuery();

    if (!select_query->having())
        return false;

    initChain(chain, aggregated_columns);
    ExpressionActionsChain::Step & step = chain.steps.back();

    step.required_output.push_back(select_query->having()->getColumnName());
    getRootActions(select_query->having(), only_types, step.actions);

    return true;
}

void SelectQueryExpressionAnalyzer::appendSelect(ExpressionActionsChain & chain, bool only_types)
{
    const auto * select_query = getSelectQuery();

    initChain(chain, aggregated_columns);
    ExpressionActionsChain::Step & step = chain.steps.back();

    getRootActions(select_query->select(), only_types, step.actions);

    for (const auto & child : select_query->select()->children)
        step.required_output.push_back(child->getColumnName());
}

bool SelectQueryExpressionAnalyzer::appendOrderBy(ExpressionActionsChain & chain, bool only_types, bool optimize_read_in_order,
                                                  ManyExpressionActions & order_by_elements_actions)
{
    const auto * select_query = getSelectQuery();

    if (!select_query->orderBy())
        return false;

    initChain(chain, aggregated_columns);
    ExpressionActionsChain::Step & step = chain.steps.back();

    getRootActions(select_query->orderBy(), only_types, step.actions);

    for (auto & child : select_query->orderBy()->children)
    {
        const auto * ast = child->as<ASTOrderByElement>();
        if (!ast || ast->children.empty())
            throw Exception("Bad order expression AST", ErrorCodes::UNKNOWN_TYPE_OF_AST_NODE);
        ASTPtr order_expression = ast->children.at(0);
        step.required_output.push_back(order_expression->getColumnName());
    }

    if (optimize_read_in_order)
    {
        auto all_columns = sourceWithJoinedColumns();
        for (auto & child : select_query->orderBy()->children)
        {
            order_by_elements_actions.emplace_back(std::make_shared<ExpressionActions>(all_columns, context));
            getRootActions(child, only_types, order_by_elements_actions.back());
        }
    }
    return true;
}

bool SelectQueryExpressionAnalyzer::appendLimitBy(ExpressionActionsChain & chain, bool only_types)
{
    const auto * select_query = getSelectQuery();

    if (!select_query->limitBy())
        return false;

    initChain(chain, aggregated_columns);
    ExpressionActionsChain::Step & step = chain.steps.back();

    getRootActions(select_query->limitBy(), only_types, step.actions);

    NameSet aggregated_names;
    for (const auto & column : aggregated_columns)
    {
        step.required_output.push_back(column.name);
        aggregated_names.insert(column.name);
    }

    for (const auto & child : select_query->limitBy()->children)
    {
        auto child_name = child->getColumnName();
        if (!aggregated_names.count(child_name))
            step.required_output.push_back(std::move(child_name));
    }

    return true;
}

void SelectQueryExpressionAnalyzer::appendProjectResult(ExpressionActionsChain & chain) const
{
    const auto * select_query = getSelectQuery();

    initChain(chain, aggregated_columns);
    ExpressionActionsChain::Step & step = chain.steps.back();

    NamesWithAliases result_columns;

    ASTs asts = select_query->select()->children;
    for (const auto & ast : asts)
    {
        String result_name = ast->getAliasOrColumnName();
        if (required_result_columns.empty() || required_result_columns.count(result_name))
        {
            std::string source_name = ast->getColumnName();

            /*
             * For temporary columns created by ExpressionAnalyzer for literals,
             * use the correct source column. Using the default display name
             * returned by getColumnName is not enough, and we have to use the
             * column id set by EA. In principle, this logic applies to all kinds
             * of columns, not only literals. Literals are especially problematic
             * for two reasons:
             * 1) confusing different literal columns leads to weird side
             *    effects (see 01101_literal_columns_clash);
             * 2) the disambiguation mechanism in SyntaxAnalyzer, that, among
             *    other things, creates unique aliases for columns with same
             *    names from different tables, is applied before these temporary
             *    columns are created by ExpressionAnalyzer.
             * Similar problems should also manifest for function columns, which
             * are likewise created at a later stage by EA.
             * In general, we need to have explicit separation between display
             * names and identifiers for columns. This code is a workaround for
             * a particular subclass of problems, and not a proper solution.
             */
            if (const auto * as_literal = ast->as<ASTLiteral>())
            {
                source_name = as_literal->unique_column_name;
                assert(!source_name.empty());
            }

            result_columns.emplace_back(source_name, result_name);
            step.required_output.push_back(result_columns.back().second);
        }
    }

    step.actions->add(ExpressionAction::project(result_columns));
}


void ExpressionAnalyzer::appendExpression(ExpressionActionsChain & chain, const ASTPtr & expr, bool only_types)
{
    initChain(chain, sourceColumns());
    ExpressionActionsChain::Step & step = chain.steps.back();
    getRootActions(expr, only_types, step.actions);
    step.required_output.push_back(expr->getColumnName());
}


ExpressionActionsPtr ExpressionAnalyzer::getActions(bool add_aliases, bool project_result)
{
    ExpressionActionsPtr actions = std::make_shared<ExpressionActions>(aggregated_columns, context);
    NamesWithAliases result_columns;
    Names result_names;

    ASTs asts;

    if (const auto * node = query->as<ASTExpressionList>())
        asts = node->children;
    else
        asts = ASTs(1, query);

    for (const auto & ast : asts)
    {
        std::string name = ast->getColumnName();
        std::string alias;
        if (add_aliases)
            alias = ast->getAliasOrColumnName();
        else
            alias = name;
        result_columns.emplace_back(name, alias);
        result_names.push_back(alias);
        getRootActions(ast, false, actions);
    }

    if (add_aliases)
    {
        if (project_result)
            actions->add(ExpressionAction::project(result_columns));
        else
            actions->add(ExpressionAction::addAliases(result_columns));
    }

    if (!(add_aliases && project_result))
    {
        /// We will not delete the original columns.
        for (const auto & column_name_type : sourceColumns())
            result_names.push_back(column_name_type.name);
    }

    actions->finalize(result_names);

    return actions;
}


ExpressionActionsPtr ExpressionAnalyzer::getConstActions()
{
    ExpressionActionsPtr actions = std::make_shared<ExpressionActions>(NamesAndTypesList(), context);

    getRootActions(query, true, actions, true);
    return actions;
}

ExpressionActionsPtr SelectQueryExpressionAnalyzer::simpleSelectActions()
{
    ExpressionActionsChain new_chain(context);
    appendSelect(new_chain, false);
    return new_chain.getLastActions();
}

ExpressionAnalysisResult::ExpressionAnalysisResult(
        SelectQueryExpressionAnalyzer & query_analyzer,
        const StorageMetadataPtr & metadata_snapshot,
        bool first_stage_,
        bool second_stage_,
        bool only_types,
        const FilterInfoPtr & filter_info_,
        const Block & source_header)
    : first_stage(first_stage_)
    , second_stage(second_stage_)
    , need_aggregate(query_analyzer.hasAggregation())
{
    /// first_stage: Do I need to perform the first part of the pipeline - running on remote servers during distributed processing.
    /// second_stage: Do I need to execute the second part of the pipeline - running on the initiating server during distributed processing.

    /** First we compose a chain of actions and remember the necessary steps from it.
        *  Regardless of from_stage and to_stage, we will compose a complete sequence of actions to perform optimization and
        *  throw out unnecessary columns based on the entire query. In unnecessary parts of the query, we will not execute subqueries.
        */

    const ASTSelectQuery & query = *query_analyzer.getSelectQuery();
    const Context & context = query_analyzer.context;
    const Settings & settings = context.getSettingsRef();
    const ConstStoragePtr & storage = query_analyzer.storage();

    bool finalized = false;
    size_t where_step_num = 0;

    auto finalize_chain = [&](ExpressionActionsChain & chain)
    {
        chain.finalize();

        if (!finalized)
        {
            finalize(chain, context, where_step_num);
            finalized = true;
        }

        chain.clear();
    };

    if (storage)
    {
        query_analyzer.makeSetsForIndex(query.where());
        query_analyzer.makeSetsForIndex(query.prewhere());
    }

    {
        ExpressionActionsChain chain(context);
        Names additional_required_columns_after_prewhere;

        if (storage && (query.sampleSize() || settings.parallel_replicas_count > 1))
        {
            Names columns_for_sampling = metadata_snapshot->getColumnsRequiredForSampling();
            additional_required_columns_after_prewhere.insert(additional_required_columns_after_prewhere.end(),
                columns_for_sampling.begin(), columns_for_sampling.end());
        }

        if (storage && query.final())
        {
            Names columns_for_final = metadata_snapshot->getColumnsRequiredForFinal();
            additional_required_columns_after_prewhere.insert(additional_required_columns_after_prewhere.end(),
                columns_for_final.begin(), columns_for_final.end());
        }

        if (storage && filter_info_)
        {
            filter_info = filter_info_;
            query_analyzer.appendPreliminaryFilter(chain, filter_info->actions, filter_info->column_name);
        }

        if (query_analyzer.appendPrewhere(chain, !first_stage, additional_required_columns_after_prewhere))
        {
            prewhere_info = std::make_shared<PrewhereInfo>(
                    chain.steps.front().actions, query.prewhere()->getColumnName());

            if (allowEarlyConstantFolding(*prewhere_info->prewhere_actions, settings))
            {
                Block before_prewhere_sample = source_header;
                if (sanitizeBlock(before_prewhere_sample))
                {
                    prewhere_info->prewhere_actions->execute(before_prewhere_sample);
                    auto & column_elem = before_prewhere_sample.getByName(query.prewhere()->getColumnName());
                    /// If the filter column is a constant, record it.
                    if (column_elem.column)
                        prewhere_constant_filter_description = ConstantFilterDescription(*column_elem.column);
                }
            }
            chain.addStep();
        }

        query_analyzer.appendArrayJoin(chain, only_types || !first_stage);

        before_join = chain.getLastActions(true);
        if (before_join)
            chain.addStep();

        if (query_analyzer.appendJoin(chain, only_types || !first_stage))
        {
            join = chain.getLastActions();
            if (!join)
                throw Exception("No expected JOIN", ErrorCodes::LOGICAL_ERROR);
            chain.addStep();
        }

        if (query_analyzer.appendWhere(chain, only_types || !first_stage))
        {
            where_step_num = chain.steps.size() - 1;
            before_where = chain.getLastActions();
            if (allowEarlyConstantFolding(*before_where, settings))
            {
                Block before_where_sample;
                if (chain.steps.size() > 1)
                    before_where_sample = chain.steps[chain.steps.size() - 2].actions->getSampleBlock();
                else
                    before_where_sample = source_header;
                if (sanitizeBlock(before_where_sample))
                {
                    before_where->execute(before_where_sample);
                    auto & column_elem = before_where_sample.getByName(query.where()->getColumnName());
                    /// If the filter column is a constant, record it.
                    if (column_elem.column)
                        where_constant_filter_description = ConstantFilterDescription(*column_elem.column);
                }
            }
            chain.addStep();
        }

        if (need_aggregate)
        {
            /// TODO correct conditions
            optimize_aggregation_in_order =
                    context.getSettingsRef().optimize_aggregation_in_order
                    && storage && query.groupBy();

            query_analyzer.appendGroupBy(chain, only_types || !first_stage, optimize_aggregation_in_order, group_by_elements_actions);
            query_analyzer.appendAggregateFunctionsArguments(chain, only_types || !first_stage);
            before_aggregation = chain.getLastActions();

            finalize_chain(chain);

            if (query_analyzer.appendHaving(chain, only_types || !second_stage))
            {
                before_having = chain.getLastActions();
                chain.addStep();
            }
        }

        bool join_allow_read_in_order = true;
        if (hasJoin())
        {
            /// You may find it strange but we support read_in_order for HashJoin and do not support for MergeJoin.
            auto join_algo = join->getTableJoinAlgo();
            join_allow_read_in_order = typeid_cast<HashJoin *>(join_algo.get()) && !join_algo->hasStreamWithNonJoinedRows();
        }

        optimize_read_in_order =
            settings.optimize_read_in_order
            && storage && query.orderBy()
            && !query_analyzer.hasAggregation()
            && !query.final()
            && join_allow_read_in_order;

        /// If there is aggregation, we execute expressions in SELECT and ORDER BY on the initiating server, otherwise on the source servers.
        query_analyzer.appendSelect(chain, only_types || (need_aggregate ? !second_stage : !first_stage));
        selected_columns = chain.getLastStep().required_output;
        has_order_by = query_analyzer.appendOrderBy(chain, only_types || (need_aggregate ? !second_stage : !first_stage),
                                                    optimize_read_in_order, order_by_elements_actions);
        before_order_and_select = chain.getLastActions();
        chain.addStep();

        if (query_analyzer.appendLimitBy(chain, only_types || !second_stage))
        {
            before_limit_by = chain.getLastActions();
            chain.addStep();
        }

        query_analyzer.appendProjectResult(chain);
        final_projection = chain.getLastActions();

        finalize_chain(chain);
    }

    /// Before executing WHERE and HAVING, remove the extra columns from the block (mostly the aggregation keys).
    removeExtraColumns();

    checkActions();
}

void ExpressionAnalysisResult::finalize(const ExpressionActionsChain & chain, const Context & context_, size_t where_step_num)
{
    if (hasPrewhere())
    {
        const ExpressionActionsChain::Step & step = chain.steps.at(0);
        prewhere_info->remove_prewhere_column = step.can_remove_required_output.at(0);

        Names columns_to_remove;
        for (size_t i = 1; i < step.required_output.size(); ++i)
        {
            if (step.can_remove_required_output[i])
                columns_to_remove.push_back(step.required_output[i]);
        }

        if (!columns_to_remove.empty())
        {
            auto columns = prewhere_info->prewhere_actions->getSampleBlock().getNamesAndTypesList();
            ExpressionActionsPtr actions = std::make_shared<ExpressionActions>(columns, context_);
            for (const auto & column : columns_to_remove)
                actions->add(ExpressionAction::removeColumn(column));

            prewhere_info->remove_columns_actions = std::move(actions);
        }

        columns_to_remove_after_prewhere = std::move(columns_to_remove);
    }
    else if (hasFilter())
    {
        /// Can't have prewhere and filter set simultaneously
        filter_info->do_remove_column = chain.steps.at(0).can_remove_required_output.at(0);
    }
    if (hasWhere())
        remove_where_filter = chain.steps.at(where_step_num).can_remove_required_output.at(0);
}

void ExpressionAnalysisResult::removeExtraColumns() const
{
    if (hasFilter())
        filter_info->actions->prependProjectInput();
    if (hasWhere())
        before_where->prependProjectInput();
    if (hasHaving())
        before_having->prependProjectInput();
}

void ExpressionAnalysisResult::checkActions() const
{
    /// Check that PREWHERE doesn't contain unusual actions. Unusual actions are that can change number of rows.
    if (hasPrewhere())
    {
        auto check_actions = [](const ExpressionActionsPtr & actions)
        {
            if (actions)
                for (const auto & action : actions->getActions())
                    if (action.type == ExpressionAction::Type::JOIN || action.type == ExpressionAction::Type::ARRAY_JOIN)
                        throw Exception("PREWHERE cannot contain ARRAY JOIN or JOIN action", ErrorCodes::ILLEGAL_PREWHERE);
        };

        check_actions(prewhere_info->prewhere_actions);
        check_actions(prewhere_info->alias_actions);
        check_actions(prewhere_info->remove_columns_actions);
    }
}

}