ClickHouse/src/Storages/StorageMerge.cpp

#include <DataStreams/narrowBlockInputStreams.h>
#include <DataStreams/OneBlockInputStream.h>
#include <Storages/StorageMerge.h>
#include <Storages/StorageFactory.h>
#include <Storages/VirtualColumnUtils.h>
#include <Storages/AlterCommands.h>
#include <Interpreters/Context.h>
#include <Interpreters/TreeRewriter.h>
#include <Interpreters/ExpressionActions.h>
#include <Interpreters/evaluateConstantExpression.h>
#include <Interpreters/InterpreterSelectQuery.h>
#include <Interpreters/IdentifierSemantic.h>
#include <Interpreters/getHeaderForProcessingStage.h>
#include <Interpreters/addTypeConversionToAST.h>
#include <Interpreters/replaceAliasColumnsInQuery.h>
#include <Parsers/ASTSelectQuery.h>
#include <Parsers/ASTLiteral.h>
#include <Parsers/ASTIdentifier.h>
#include <Parsers/ASTExpressionList.h>
#include <DataTypes/DataTypeString.h>
#include <Columns/ColumnString.h>
#include <Common/typeid_cast.h>
#include <Common/checkStackSize.h>
#include <Databases/IDatabase.h>
#include <common/range.h>
#include <algorithm>
#include <Parsers/queryToString.h>
#include <Processors/Transforms/MaterializingTransform.h>
#include <Processors/ConcatProcessor.h>
#include <Processors/Transforms/ExpressionTransform.h>


namespace DB
{

namespace ErrorCodes
{
    extern const int LOGICAL_ERROR;
    extern const int NOT_IMPLEMENTED;
    extern const int ILLEGAL_PREWHERE;
    extern const int NUMBER_OF_ARGUMENTS_DOESNT_MATCH;
    extern const int SAMPLING_NOT_SUPPORTED;
    extern const int ALTER_OF_COLUMN_IS_FORBIDDEN;
}

StorageMerge::StorageMerge(
    const StorageID & table_id_,
    const ColumnsDescription & columns_,
    const String & comment,
    const String & source_database_name_or_regexp_,
    bool database_is_regexp_,
    const DbToTableSetMap & source_databases_and_tables_,
    ContextPtr context_)
    : IStorage(table_id_)
    , WithContext(context_->getGlobalContext())
    , source_database_regexp(source_database_name_or_regexp_)
    , source_databases_and_tables(source_databases_and_tables_)
    , source_database_name_or_regexp(source_database_name_or_regexp_)
    , database_is_regexp(database_is_regexp_)
{
    StorageInMemoryMetadata storage_metadata;
    storage_metadata.setColumns(columns_);
    storage_metadata.setComment(comment);
    setInMemoryMetadata(storage_metadata);
}

StorageMerge::StorageMerge(
    const StorageID & table_id_,
    const ColumnsDescription & columns_,
    const String & comment,
    const String & source_database_name_or_regexp_,
    bool database_is_regexp_,
    const String & source_table_regexp_,
    ContextPtr context_)
    : IStorage(table_id_)
    , WithContext(context_->getGlobalContext())
    , source_database_regexp(source_database_name_or_regexp_)
    , source_table_regexp(source_table_regexp_)
    , source_database_name_or_regexp(source_database_name_or_regexp_)
    , database_is_regexp(database_is_regexp_)
{
    StorageInMemoryMetadata storage_metadata;
    storage_metadata.setColumns(columns_);
    storage_metadata.setComment(comment);
    setInMemoryMetadata(storage_metadata);
}

template <typename F>
StoragePtr StorageMerge::getFirstTable(F && predicate) const
{
    auto database_table_iterators = getDatabaseIterators(getContext());

    for (auto & iterator : database_table_iterators)
    {
        while (iterator->isValid())
        {
            const auto & table = iterator->table();
            if (table.get() != this && predicate(table))
                return table;

            iterator->next();
        }
    }

    return {};
}


bool StorageMerge::isRemote() const
{
    auto first_remote_table = getFirstTable([](const StoragePtr & table) { return table && table->isRemote(); });
    return first_remote_table != nullptr;
}


bool StorageMerge::mayBenefitFromIndexForIn(const ASTPtr & left_in_operand, ContextPtr query_context, const StorageMetadataPtr & /*metadata_snapshot*/) const
{
    /// It's beneficial if it is true for at least one table.
    StorageListWithLocks selected_tables = getSelectedTables(query_context);

    size_t i = 0;
    for (const auto & table : selected_tables)
    {
        const auto & storage_ptr = std::get<1>(table);
        auto metadata_snapshot = storage_ptr->getInMemoryMetadataPtr();
        if (storage_ptr->mayBenefitFromIndexForIn(left_in_operand, query_context, metadata_snapshot))
            return true;

        ++i;
        /// For simplicity reasons, check only first ten tables.
        if (i > 10)
            break;
    }

    return false;
}


QueryProcessingStage::Enum StorageMerge::getQueryProcessingStage(
    ContextPtr local_context,
    QueryProcessingStage::Enum to_stage,
    const StorageMetadataPtr &,
    SelectQueryInfo & query_info) const
{
    /// In case of JOIN the first stage (which includes JOIN)
    /// should be done on the initiator always.
    ///
    /// Since in case of JOIN query on shards will receive query w/o JOIN (and their columns).
    /// (see removeJoin())
    ///
    /// And for this we need to return FetchColumns.
    if (const auto * select = query_info.query->as<ASTSelectQuery>(); select && hasJoin(*select))
        return QueryProcessingStage::FetchColumns;

    auto stage_in_source_tables = QueryProcessingStage::FetchColumns;

    DatabaseTablesIterators database_table_iterators = getDatabaseIterators(local_context);

    size_t selected_table_size = 0;

    for (const auto & iterator : database_table_iterators)
    {
        while (iterator->isValid())
        {
            const auto & table = iterator->table();
            if (table && table.get() != this)
            {
                ++selected_table_size;
                stage_in_source_tables = std::max(
                    stage_in_source_tables,
                    table->getQueryProcessingStage(local_context, to_stage, table->getInMemoryMetadataPtr(), query_info));
            }

            iterator->next();
        }
    }

    return selected_table_size == 1 ? stage_in_source_tables : std::min(stage_in_source_tables, QueryProcessingStage::WithMergeableState);
}


Pipe StorageMerge::read(
    const Names & column_names,
    const StorageMetadataPtr & metadata_snapshot,
    SelectQueryInfo & query_info,
    ContextPtr local_context,
    QueryProcessingStage::Enum processed_stage,
    const size_t max_block_size,
    unsigned num_streams)
{
    Pipes pipes;

    bool has_database_virtual_column = false;
    bool has_table_virtual_column = false;
    Names real_column_names;
    real_column_names.reserve(column_names.size());

    for (const auto & column_name : column_names)
    {
        if (column_name == "_database" && isVirtualColumn(column_name, metadata_snapshot))
            has_database_virtual_column = true;
        else if (column_name == "_table" && isVirtualColumn(column_name, metadata_snapshot))
            has_table_virtual_column = true;
        else
            real_column_names.push_back(column_name);
    }

    /** Just in case, turn off optimization "transfer to PREWHERE",
      * since there is no certainty that it works when one of table is MergeTree and other is not.
      */
    auto modified_context = Context::createCopy(local_context);
    modified_context->setSetting("optimize_move_to_prewhere", false);

    /// What will be result structure depending on query processed stage in source tables?
    Block header = getHeaderForProcessingStage(*this, column_names, metadata_snapshot, query_info, local_context, processed_stage);

    /** First we make list of selected tables to find out its size.
      * This is necessary to correctly pass the recommended number of threads to each table.
      */
    StorageListWithLocks selected_tables
        = getSelectedTables(local_context, query_info.query, has_database_virtual_column, has_table_virtual_column);

    if (selected_tables.empty())
        /// FIXME: do we support sampling in this case?
        return createSources(
            {},
            query_info,
            processed_stage,
            max_block_size,
            header,
            {},
            {},
            real_column_names,
            modified_context,
            0,
            has_database_virtual_column,
            has_table_virtual_column);

    size_t tables_count = selected_tables.size();
    Float64 num_streams_multiplier
        = std::min(unsigned(tables_count), std::max(1U, unsigned(local_context->getSettingsRef().max_streams_multiplier_for_merge_tables)));
    num_streams *= num_streams_multiplier;
    size_t remaining_streams = num_streams;

    InputOrderInfoPtr input_sorting_info;
    if (query_info.order_optimizer)
    {
        for (auto it = selected_tables.begin(); it != selected_tables.end(); ++it)
        {
            auto storage_ptr = std::get<1>(*it);
            auto storage_metadata_snapshot = storage_ptr->getInMemoryMetadataPtr();
            auto current_info = query_info.order_optimizer->getInputOrder(storage_metadata_snapshot, local_context);
            if (it == selected_tables.begin())
                input_sorting_info = current_info;
            else if (!current_info || (input_sorting_info && *current_info != *input_sorting_info))
                input_sorting_info.reset();

            if (!input_sorting_info)
                break;
        }

        query_info.input_order_info = input_sorting_info;
    }

    auto sample_block = getInMemoryMetadataPtr()->getSampleBlock();
    Names required_columns;

    for (const auto & table : selected_tables)
    {
        size_t current_need_streams = tables_count >= num_streams ? 1 : (num_streams / tables_count);
        size_t current_streams = std::min(current_need_streams, remaining_streams);
        remaining_streams -= current_streams;
        current_streams = std::max(size_t(1), current_streams);

        const auto & storage = std::get<1>(table);

        /// If sampling requested, then check that table supports it.
        if (query_info.query->as<ASTSelectQuery>()->sampleSize() && !storage->supportsSampling())
            throw Exception("Illegal SAMPLE: table doesn't support sampling", ErrorCodes::SAMPLING_NOT_SUPPORTED);

        Aliases aliases;
        auto storage_metadata_snapshot = storage->getInMemoryMetadataPtr();
        auto storage_columns = storage_metadata_snapshot->getColumns();

        if (processed_stage == QueryProcessingStage::FetchColumns && !storage_columns.getAliases().empty())
        {
            auto syntax_result = TreeRewriter(local_context).analyzeSelect(query_info.query, TreeRewriterResult({}, storage, storage_metadata_snapshot));
            ASTPtr required_columns_expr_list = std::make_shared<ASTExpressionList>();

            ASTPtr column_expr;
            for (const auto & column : real_column_names)
            {
                const auto column_default = storage_columns.getDefault(column);
                bool is_alias = column_default && column_default->kind == ColumnDefaultKind::Alias;

                if (is_alias)
                {
                    column_expr = column_default->expression->clone();
                    replaceAliasColumnsInQuery(column_expr, storage_metadata_snapshot->getColumns(),
                                               syntax_result->array_join_result_to_source, local_context);

                    auto column_description = storage_columns.get(column);
                    column_expr = addTypeConversionToAST(std::move(column_expr), column_description.type->getName(),
                                                         storage_metadata_snapshot->getColumns().getAll(), local_context);
                    column_expr = setAlias(column_expr, column);

                    auto type = sample_block.getByName(column).type;
                    aliases.push_back({ .name = column, .type = type, .expression = column_expr->clone() });
                }
                else
                    column_expr = std::make_shared<ASTIdentifier>(column);

                required_columns_expr_list->children.emplace_back(std::move(column_expr));
            }

            syntax_result = TreeRewriter(local_context).analyze(required_columns_expr_list, storage_columns.getAllPhysical(),
                                                                storage, storage_metadata_snapshot);
            auto alias_actions = ExpressionAnalyzer(required_columns_expr_list, syntax_result, local_context).getActionsDAG(true);
            required_columns = alias_actions->getRequiredColumns().getNames();
        }

        auto source_pipe = createSources(
            storage_metadata_snapshot,
            query_info,
            processed_stage,
            max_block_size,
            header,
            aliases,
            table,
            required_columns.empty() ? real_column_names : required_columns,
            modified_context,
            current_streams,
            has_database_virtual_column,
            has_table_virtual_column);

        pipes.emplace_back(std::move(source_pipe));
    }

    auto pipe = Pipe::unitePipes(std::move(pipes));

    if (!pipe.empty() && !query_info.input_order_info)
        // It's possible to have many tables read from merge, resize(num_streams) might open too many files at the same time.
        // Using narrowPipe instead. But in case of reading in order of primary key, we cannot do it,
        // because narrowPipe doesn't preserve order.
        narrowPipe(pipe, num_streams);

    return pipe;
}

Pipe StorageMerge::createSources(
    const StorageMetadataPtr & metadata_snapshot,
    SelectQueryInfo & query_info,
    const QueryProcessingStage::Enum & processed_stage,
    const UInt64 max_block_size,
    const Block & header,
    const Aliases & aliases,
    const StorageWithLockAndName & storage_with_lock,
    Names & real_column_names,
    ContextMutablePtr modified_context,
    size_t streams_num,
    bool has_database_virtual_column,
    bool has_table_virtual_column,
    bool concat_streams)
{
    const auto & [database_name, storage, struct_lock, table_name] = storage_with_lock;
    SelectQueryInfo modified_query_info = query_info;
    modified_query_info.query = query_info.query->clone();

    /// Original query could contain JOIN but we need only the first joined table and its columns.
    auto & modified_select = modified_query_info.query->as<ASTSelectQuery &>();

    TreeRewriterResult new_analyzer_res = *query_info.syntax_analyzer_result;
    removeJoin(modified_select, new_analyzer_res, modified_context);
    modified_query_info.syntax_analyzer_result = std::make_shared<TreeRewriterResult>(std::move(new_analyzer_res));

    VirtualColumnUtils::rewriteEntityInAst(modified_query_info.query, "_table", table_name);
    VirtualColumnUtils::rewriteEntityInAst(modified_query_info.query, "_database", database_name);

    Pipe pipe;

    if (!storage)
    {
        pipe = QueryPipelineBuilder::getPipe(InterpreterSelectQuery(
            modified_query_info.query, modified_context,
            std::make_shared<OneBlockInputStream>(header),
            SelectQueryOptions(processed_stage).analyze()).execute().pipeline);

        pipe.addInterpreterContext(modified_context);
        return pipe;
    }

    if (!modified_select.final() && storage->needRewriteQueryWithFinal(real_column_names))
    {
        /// NOTE: It may not work correctly in some cases, because query was analyzed without final.
        /// However, it's needed for MaterializedMySQL and it's unlikely that someone will use it with Merge tables.
        modified_select.setFinal();
    }

    auto storage_stage
        = storage->getQueryProcessingStage(modified_context, QueryProcessingStage::Complete, metadata_snapshot, modified_query_info);
    if (processed_stage <= storage_stage)
    {
        /// If there are only virtual columns in query, you must request at least one other column.
        if (real_column_names.empty())
            real_column_names.push_back(ExpressionActions::getSmallestColumn(metadata_snapshot->getColumns().getAllPhysical()));

        pipe = storage->read(
            real_column_names,
            metadata_snapshot,
            modified_query_info,
            modified_context,
            processed_stage,
            max_block_size,
            UInt32(streams_num));
    }
    else if (processed_stage > storage_stage)
    {
        modified_select.replaceDatabaseAndTable(database_name, table_name);

        /// Maximum permissible parallelism is streams_num
        modified_context->setSetting("max_threads", streams_num);
        modified_context->setSetting("max_streams_to_max_threads_ratio", 1);

        InterpreterSelectQuery interpreter{modified_query_info.query, modified_context, SelectQueryOptions(processed_stage)};


        pipe = QueryPipeline::getPipe(interpreter.execute().pipeline);

        /** Materialization is needed, since from distributed storage the constants come materialized.
          * If you do not do this, different types (Const and non-Const) columns will be produced in different threads,
          * And this is not allowed, since all code is based on the assumption that in the block stream all types are the same.
          */
        pipe.addSimpleTransform([](const Block & stream_header) { return std::make_shared<MaterializingTransform>(stream_header); });
    }

    if (!pipe.empty())
    {
        if (concat_streams && pipe.numOutputPorts() > 1)
        {
            // It's possible to have many tables read from merge, resize(1) might open too many files at the same time.
            // Using concat instead.
            pipe.addTransform(std::make_shared<ConcatProcessor>(pipe.getHeader(), pipe.numOutputPorts()));
        }

        /// Add virtual columns if we don't already have them.

        Block pipe_header = pipe.getHeader();

        if (has_database_virtual_column && !pipe_header.has("_database"))
        {
            ColumnWithTypeAndName column;
            column.name = "_database";
            column.type = std::make_shared<DataTypeString>();
            column.column = column.type->createColumnConst(0, Field(database_name));

            auto adding_column_dag = ActionsDAG::makeAddingColumnActions(std::move(column));
            auto adding_column_actions = std::make_shared<ExpressionActions>(
                std::move(adding_column_dag),
                ExpressionActionsSettings::fromContext(modified_context, CompileExpressions::yes));

            pipe.addSimpleTransform([&](const Block & stream_header)
            {
                return std::make_shared<ExpressionTransform>(stream_header, adding_column_actions);
            });
        }

        if (has_table_virtual_column && !pipe_header.has("_table"))
        {
            ColumnWithTypeAndName column;
            column.name = "_table";
            column.type = std::make_shared<DataTypeString>();
            column.column = column.type->createColumnConst(0, Field(table_name));

            auto adding_column_dag = ActionsDAG::makeAddingColumnActions(std::move(column));
            auto adding_column_actions = std::make_shared<ExpressionActions>(
                std::move(adding_column_dag),
                ExpressionActionsSettings::fromContext(modified_context, CompileExpressions::yes));

            pipe.addSimpleTransform([&](const Block & stream_header)
            {
                return std::make_shared<ExpressionTransform>(stream_header, adding_column_actions);
            });
        }

        /// Subordinary tables could have different but convertible types, like numeric types of different width.
        /// We must return streams with structure equals to structure of Merge table.
        convertingSourceStream(header, metadata_snapshot, aliases, modified_context, modified_query_info.query, pipe, processed_stage);

        pipe.addTableLock(struct_lock);
        pipe.addStorageHolder(storage);
        pipe.addInterpreterContext(modified_context);
    }

    return pipe;
}

StorageMerge::StorageListWithLocks StorageMerge::getSelectedTables(
    ContextPtr query_context,
    const ASTPtr & query /* = nullptr */,
    bool filter_by_database_virtual_column /* = false */,
    bool filter_by_table_virtual_column /* = false */) const
{
    assert(!filter_by_database_virtual_column || !filter_by_table_virtual_column || query);

    const Settings & settings = query_context->getSettingsRef();
    StorageListWithLocks selected_tables;
    DatabaseTablesIterators database_table_iterators = getDatabaseIterators(getContext());

    MutableColumnPtr database_name_virtual_column;
    MutableColumnPtr table_name_virtual_column;
    if (filter_by_database_virtual_column)
    {
        database_name_virtual_column = ColumnString::create();
    }

    if (filter_by_table_virtual_column)
    {
        table_name_virtual_column = ColumnString::create();
    }

    for (const auto & iterator : database_table_iterators)
    {
        if (filter_by_database_virtual_column)
            database_name_virtual_column->insert(iterator->databaseName());
        while (iterator->isValid())
        {
            StoragePtr storage = iterator->table();
            if (!storage)
                continue;

            if (query && query->as<ASTSelectQuery>()->prewhere() && !storage->supportsPrewhere())
                throw Exception("Storage " + storage->getName() + " doesn't support PREWHERE.", ErrorCodes::ILLEGAL_PREWHERE);

            if (storage.get() != this)
            {
                auto table_lock = storage->lockForShare(query_context->getCurrentQueryId(), settings.lock_acquire_timeout);
                selected_tables.emplace_back(iterator->databaseName(), storage, std::move(table_lock), iterator->name());
                if (filter_by_table_virtual_column)
                    table_name_virtual_column->insert(iterator->name());
            }

            iterator->next();
        }
    }

    if (filter_by_database_virtual_column)
    {
        /// Filter names of selected tables if there is a condition on "_database" virtual column in WHERE clause
        Block virtual_columns_block
            = Block{ColumnWithTypeAndName(std::move(database_name_virtual_column), std::make_shared<DataTypeString>(), "_database")};
        VirtualColumnUtils::filterBlockWithQuery(query, virtual_columns_block, query_context);
        auto values = VirtualColumnUtils::extractSingleValueFromBlock<String>(virtual_columns_block, "_database");

        /// Remove unused databases from the list
        selected_tables.remove_if([&](const auto & elem) { return values.find(std::get<0>(elem)) == values.end(); });
    }

    if (filter_by_table_virtual_column)
    {
        /// Filter names of selected tables if there is a condition on "_table" virtual column in WHERE clause
        Block virtual_columns_block = Block{ColumnWithTypeAndName(std::move(table_name_virtual_column), std::make_shared<DataTypeString>(), "_table")};
        VirtualColumnUtils::filterBlockWithQuery(query, virtual_columns_block, query_context);
        auto values = VirtualColumnUtils::extractSingleValueFromBlock<String>(virtual_columns_block, "_table");

        /// Remove unused tables from the list
        selected_tables.remove_if([&](const auto & elem) { return values.find(std::get<3>(elem)) == values.end(); });
    }

    return selected_tables;
}

DatabaseTablesIteratorPtr StorageMerge::getDatabaseIterator(const String & database_name, ContextPtr local_context) const
{
    auto database = DatabaseCatalog::instance().getDatabase(database_name);

    auto table_name_match = [this, &database_name](const String & table_name_) -> bool {
        if (source_databases_and_tables)
        {
            const auto & source_tables = (*source_databases_and_tables).at(database_name);
            return source_tables.count(table_name_);
        }
        else
            return source_table_regexp->match(table_name_);
    };

    return database->getTablesIterator(local_context, table_name_match);
}

StorageMerge::DatabaseTablesIterators StorageMerge::getDatabaseIterators(ContextPtr local_context) const
{
    try
    {
        checkStackSize();
    }
    catch (Exception & e)
    {
        e.addMessage("while getting table iterator of Merge table. Maybe caused by two Merge tables that will endlessly try to read each other's data");
        throw;
    }

    DatabaseTablesIterators database_table_iterators;

    /// database_name argument is not a regexp
    if (!database_is_regexp)
        database_table_iterators.emplace_back(getDatabaseIterator(source_database_name_or_regexp, local_context));

    /// database_name argument is a regexp
    else
    {
        auto databases = DatabaseCatalog::instance().getDatabases();

        for (const auto & db : databases)
        {
            if (source_database_regexp->match(db.first))
                database_table_iterators.emplace_back(getDatabaseIterator(db.first, local_context));
        }
    }

    return database_table_iterators;
}


void StorageMerge::checkAlterIsPossible(const AlterCommands & commands, ContextPtr local_context) const
{
    auto name_deps = getDependentViewsByColumn(local_context);
    for (const auto & command : commands)
    {
        if (command.type != AlterCommand::Type::ADD_COLUMN
            && command.type != AlterCommand::Type::MODIFY_COLUMN
            && command.type != AlterCommand::Type::DROP_COLUMN
            && command.type != AlterCommand::Type::COMMENT_COLUMN)
            throw Exception(ErrorCodes::NOT_IMPLEMENTED, "Alter of type '{}' is not supported by storage {}",
                command.type, getName());

        if (command.type == AlterCommand::Type::DROP_COLUMN && !command.clear)
        {
            const auto & deps_mv = name_deps[command.column_name];
            if (!deps_mv.empty())
            {
                throw Exception(
                    "Trying to ALTER DROP column " + backQuoteIfNeed(command.column_name) + " which is referenced by materialized view "
                        + toString(deps_mv),
                    ErrorCodes::ALTER_OF_COLUMN_IS_FORBIDDEN);
            }
        }
    }
}

void StorageMerge::alter(
    const AlterCommands & params, ContextPtr local_context, TableLockHolder &)
{
    auto table_id = getStorageID();

    StorageInMemoryMetadata storage_metadata = getInMemoryMetadata();
    params.apply(storage_metadata, local_context);
    DatabaseCatalog::instance().getDatabase(table_id.database_name)->alterTable(local_context, table_id, storage_metadata);
    setInMemoryMetadata(storage_metadata);
}

void StorageMerge::convertingSourceStream(
    const Block & header,
    const StorageMetadataPtr & metadata_snapshot,
    const Aliases & aliases,
    ContextPtr local_context,
    ASTPtr & query,
    Pipe & pipe,
    QueryProcessingStage::Enum processed_stage)
{
    Block before_block_header = pipe.getHeader();

    auto storage_sample_block = metadata_snapshot->getSampleBlock();
    auto pipe_columns = pipe.getHeader().getNamesAndTypesList();

    for (const auto & alias : aliases)
    {
        pipe_columns.emplace_back(NameAndTypePair(alias.name, alias.type));
        ASTPtr expr = std::move(alias.expression);
        auto syntax_result = TreeRewriter(local_context).analyze(expr, pipe_columns);
        auto expression_analyzer = ExpressionAnalyzer{alias.expression, syntax_result, local_context};

        auto dag = std::make_shared<ActionsDAG>(pipe_columns);
        auto actions_dag = expression_analyzer.getActionsDAG(true, false);
        auto actions = std::make_shared<ExpressionActions>(actions_dag, ExpressionActionsSettings::fromContext(local_context, CompileExpressions::yes));

        pipe.addSimpleTransform([&](const Block & stream_header)
        {
            return std::make_shared<ExpressionTransform>(stream_header, actions);
        });
    }

    {
        auto convert_actions_dag = ActionsDAG::makeConvertingActions(pipe.getHeader().getColumnsWithTypeAndName(),
                                                                     header.getColumnsWithTypeAndName(),
                                                                     ActionsDAG::MatchColumnsMode::Name);
        auto actions = std::make_shared<ExpressionActions>(
            convert_actions_dag,
            ExpressionActionsSettings::fromContext(local_context, CompileExpressions::yes));

        pipe.addSimpleTransform([&](const Block & stream_header)
        {
            return std::make_shared<ExpressionTransform>(stream_header, actions);
        });
    }

    auto where_expression = query->as<ASTSelectQuery>()->where();

    if (!where_expression)
        return;

    for (size_t column_index : collections::range(0, header.columns()))
    {
        ColumnWithTypeAndName header_column = header.getByPosition(column_index);
        ColumnWithTypeAndName before_column = before_block_header.getByName(header_column.name);
        /// If the processed_stage greater than FetchColumns and the block structure between streams is different.
        /// the where expression maybe invalid because of convertingBlockInputStream.
        /// So we need to throw exception.
        if (!header_column.type->equals(*before_column.type.get()) && processed_stage > QueryProcessingStage::FetchColumns)
        {
            NamesAndTypesList source_columns = metadata_snapshot->getSampleBlock().getNamesAndTypesList();
            auto virtual_column = *getVirtuals().tryGetByName("_table");
            source_columns.emplace_back(NameAndTypePair{virtual_column.name, virtual_column.type});
            auto syntax_result = TreeRewriter(local_context).analyze(where_expression, source_columns);
            ExpressionActionsPtr actions = ExpressionAnalyzer{where_expression, syntax_result, local_context}.getActions(false, false);
            Names required_columns = actions->getRequiredColumns();

            for (const auto & required_column : required_columns)
            {
                if (required_column == header_column.name)
                    throw Exception("Block structure mismatch in Merge Storage: different types:\n" + before_block_header.dumpStructure()
                                    + "\n" + header.dumpStructure(), ErrorCodes::LOGICAL_ERROR);
            }
        }
    }
}

IStorage::ColumnSizeByName StorageMerge::getColumnSizes() const
{

    auto first_materialized_mysql = getFirstTable([](const StoragePtr & table) { return table && table->getName() == "MaterializedMySQL"; });
    if (!first_materialized_mysql)
        return {};
    return first_materialized_mysql->getColumnSizes();
}

void registerStorageMerge(StorageFactory & factory)
{
    factory.registerStorage("Merge", [](const StorageFactory::Arguments & args)
    {
        /** In query, the name of database is specified as table engine argument which contains source tables,
          *  as well as regex for source-table names.
          */

        ASTs & engine_args = args.engine_args;

        if (engine_args.size() != 2)
            throw Exception("Storage Merge requires exactly 2 parameters"
                " - name of source database and regexp for table names.",
                ErrorCodes::NUMBER_OF_ARGUMENTS_DOESNT_MATCH);

        auto [is_regexp, database_ast] = evaluateDatabaseNameForMergeEngine(engine_args[0], args.getLocalContext());

        if (!is_regexp)
            engine_args[0] = database_ast;
        String source_database_name_or_regexp = database_ast->as<ASTLiteral &>().value.safeGet<String>();

        engine_args[1] = evaluateConstantExpressionAsLiteral(engine_args[1], args.getLocalContext());
        String table_name_regexp = engine_args[1]->as<ASTLiteral &>().value.safeGet<String>();

        return StorageMerge::create(
            args.table_id, args.columns, args.comment, source_database_name_or_regexp, is_regexp, table_name_regexp, args.getContext());
    });
}

NamesAndTypesList StorageMerge::getVirtuals() const
{
    NamesAndTypesList virtuals{{"_database", std::make_shared<DataTypeString>()}, {"_table", std::make_shared<DataTypeString>()}};

    auto first_table = getFirstTable([](auto && table) { return table; });
    if (first_table)
    {
        auto table_virtuals = first_table->getVirtuals();
        virtuals.insert(virtuals.end(), table_virtuals.begin(), table_virtuals.end());
    }

    return virtuals;
}
}