#include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include namespace DB { namespace ErrorCodes { extern const int LOGICAL_ERROR; extern const int UNKNOWN_TYPE_OF_AST_NODE; } namespace { const std::unordered_set possibly_injective_function_names { "dictGet", "dictGetString", "dictGetUInt8", "dictGetUInt16", "dictGetUInt32", "dictGetUInt64", "dictGetInt8", "dictGetInt16", "dictGetInt32", "dictGetInt64", "dictGetFloat32", "dictGetFloat64", "dictGetDate", "dictGetDateTime" }; /** You can not completely remove GROUP BY. Because if there were no aggregate functions, then it turns out that there will be no aggregation. * Instead, leave `GROUP BY const`. * Next, see deleting the constants in the analyzeAggregation method. */ void appendUnusedGroupByColumn(ASTSelectQuery * select_query) { /// You must insert a constant that is not the name of the column in the table. Such a case is rare, but it happens. /// Also start unused_column integer must not intersect with ([1, source_columns.size()]) /// might be in positional GROUP BY. select_query->setExpression(ASTSelectQuery::Expression::GROUP_BY, std::make_shared()); select_query->groupBy()->children.emplace_back(std::make_shared(Int64(-1))); } /// Eliminates injective function calls and constant expressions from group by statement. void optimizeGroupBy(ASTSelectQuery * select_query, ContextPtr context) { const FunctionFactory & function_factory = FunctionFactory::instance(); if (!select_query->groupBy()) return; const auto is_literal = [] (const ASTPtr & ast) -> bool { return ast->as(); }; auto & group_exprs = select_query->groupBy()->children; /// removes expression at index idx by making it last one and calling .pop_back() const auto remove_expr_at_index = [&group_exprs] (const size_t idx) { if (idx < group_exprs.size() - 1) std::swap(group_exprs[idx], group_exprs.back()); group_exprs.pop_back(); }; const auto & settings = context->getSettingsRef(); /// iterate over each GROUP BY expression, eliminate injective function calls and literals for (size_t i = 0; i < group_exprs.size();) { if (const auto * function = group_exprs[i]->as()) { /// assert function is injective if (possibly_injective_function_names.count(function->name)) { /// do not handle semantic errors here if (function->arguments->children.size() < 2) { ++i; continue; } const auto * dict_name_ast = function->arguments->children[0]->as(); const auto * attr_name_ast = function->arguments->children[1]->as(); if (!dict_name_ast || !attr_name_ast) { ++i; continue; } const auto & dict_name = dict_name_ast->value.safeGet(); const auto & attr_name = attr_name_ast->value.safeGet(); const auto & dict_ptr = context->getExternalDictionariesLoader().getDictionary(dict_name, context); if (!dict_ptr->isInjective(attr_name)) { ++i; continue; } } else if (!function_factory.get(function->name, context)->isInjective({})) { ++i; continue; } /// copy shared pointer to args in order to ensure lifetime auto args_ast = function->arguments; /** remove function call and take a step back to ensure * next iteration does not skip not yet processed data */ remove_expr_at_index(i); /// copy non-literal arguments std::remove_copy_if( std::begin(args_ast->children), std::end(args_ast->children), std::back_inserter(group_exprs), is_literal ); } else if (is_literal(group_exprs[i])) { bool keep_position = false; if (settings.enable_positional_arguments) { const auto & value = group_exprs[i]->as()->value; if (value.getType() == Field::Types::UInt64) { auto pos = value.get(); if (pos > 0 && pos <= select_query->select()->children.size()) keep_position = true; } } if (keep_position) ++i; else remove_expr_at_index(i); } else { /// if neither a function nor literal - advance to next expression ++i; } } if (group_exprs.empty()) appendUnusedGroupByColumn(select_query); } struct GroupByKeysInfo { NameSet key_names; ///set of keys' short names bool has_function = false; }; GroupByKeysInfo getGroupByKeysInfo(const ASTs & group_by_keys) { GroupByKeysInfo data; /// filling set with short names of keys for (const auto & group_key : group_by_keys) { if (group_key->as()) data.has_function = true; data.key_names.insert(group_key->getColumnName()); } return data; } ///eliminate functions of other GROUP BY keys void optimizeGroupByFunctionKeys(ASTSelectQuery * select_query) { if (!select_query->groupBy()) return; auto group_by = select_query->groupBy(); const auto & group_by_keys = group_by->children; ASTs modified; ///result GroupByKeysInfo group_by_keys_data = getGroupByKeysInfo(group_by_keys); if (!group_by_keys_data.has_function) return; GroupByFunctionKeysVisitor::Data visitor_data{group_by_keys_data.key_names}; GroupByFunctionKeysVisitor(visitor_data).visit(group_by); modified.reserve(group_by_keys.size()); /// filling the result for (const auto & group_key : group_by_keys) if (group_by_keys_data.key_names.count(group_key->getColumnName())) modified.push_back(group_key); /// modifying the input group_by->children = modified; } /// Eliminates min/max/any-aggregators of functions of GROUP BY keys void optimizeAggregateFunctionsOfGroupByKeys(ASTSelectQuery * select_query, ASTPtr & node) { if (!select_query->groupBy()) return; const auto & group_by_keys = select_query->groupBy()->children; GroupByKeysInfo group_by_keys_data = getGroupByKeysInfo(group_by_keys); SelectAggregateFunctionOfGroupByKeysVisitor::Data visitor_data{group_by_keys_data.key_names}; SelectAggregateFunctionOfGroupByKeysVisitor(visitor_data).visit(node); } /// Remove duplicate items from ORDER BY. void optimizeDuplicatesInOrderBy(const ASTSelectQuery * select_query) { if (!select_query->orderBy()) return; /// Make unique sorting conditions. using NameAndLocale = std::pair; std::set elems_set; ASTs & elems = select_query->orderBy()->children; ASTs unique_elems; unique_elems.reserve(elems.size()); for (const auto & elem : elems) { String name = elem->children.front()->getColumnName(); const auto & order_by_elem = elem->as(); if (order_by_elem.with_fill /// Always keep elements WITH FILL as they affects other. || elems_set.emplace(name, order_by_elem.collation ? order_by_elem.collation->getColumnName() : "").second) unique_elems.emplace_back(elem); } if (unique_elems.size() < elems.size()) elems = std::move(unique_elems); } /// Optimize duplicate ORDER BY void optimizeDuplicateOrderBy(ASTPtr & query, ContextPtr context) { DuplicateOrderByVisitor::Data order_by_data{context}; DuplicateOrderByVisitor(order_by_data).visit(query); } /// Return simple subselect (without UNIONs or JOINs or SETTINGS) if any const ASTSelectQuery * getSimpleSubselect(const ASTSelectQuery & select) { if (!select.tables()) return nullptr; const auto & tables = select.tables()->children; if (tables.empty() || tables.size() != 1) return nullptr; const auto & ast_table_expression = tables[0]->as()->table_expression; if (!ast_table_expression) return nullptr; const auto & table_expression = ast_table_expression->as(); if (!table_expression->subquery) return nullptr; const auto & subquery = table_expression->subquery->as(); if (!subquery || subquery->children.size() != 1) return nullptr; const auto & subselect_union = subquery->children[0]->as(); if (!subselect_union || !subselect_union->list_of_selects || subselect_union->list_of_selects->children.size() != 1) return nullptr; const auto & subselect = subselect_union->list_of_selects->children[0]->as(); if (subselect && subselect->settings()) return nullptr; return subselect; } std::unordered_set getDistinctNames(const ASTSelectQuery & select) { if (!select.select() || select.select()->children.empty()) return {}; std::unordered_set names; std::unordered_set implicit_distinct; if (!select.distinct) { /// SELECT a, b FROM (SELECT DISTINCT a FROM ...) if (const ASTSelectQuery * subselect = getSimpleSubselect(select)) implicit_distinct = getDistinctNames(*subselect); if (implicit_distinct.empty()) return {}; } /// Extract result column names (prefer aliases, ignore table name) for (const auto & id : select.select()->children) { String alias = id->tryGetAlias(); if (const auto * identifier = id->as()) { const String & name = identifier->shortName(); if (select.distinct || implicit_distinct.count(name)) { if (alias.empty()) names.insert(name); else names.insert(alias); } } else if (select.distinct && !alias.empty()) { /// It's not possible to use getAliasOrColumnName() cause name is context specific (function arguments) names.insert(alias); } } /// SELECT a FROM (SELECT DISTINCT a, b FROM ...) if (!select.distinct && names.size() != implicit_distinct.size()) return {}; return names; } /// Remove DISTINCT from query if columns are known as DISTINCT from subquery void optimizeDuplicateDistinct(ASTSelectQuery & select) { if (!select.select() || select.select()->children.empty()) return; const ASTSelectQuery * subselect = getSimpleSubselect(select); if (!subselect) return; std::unordered_set distinct_names = getDistinctNames(*subselect); std::unordered_set selected_names; /// Check source column names from select list (ignore aliases and table names) for (const auto & id : select.select()->children) { const auto * identifier = id->as(); if (!identifier) return; String name = identifier->shortName(); if (!distinct_names.count(name)) return; /// Not a distinct column, keep DISTINCT for it. selected_names.insert(name); } /// select columns list != distinct columns list /// SELECT DISTINCT a FROM (SELECT DISTINCT a, b FROM ...)) -- cannot remove DISTINCT if (selected_names.size() != distinct_names.size()) return; select.distinct = false; } /// Replace monotonous functions in ORDER BY if they don't participate in GROUP BY expression, /// has a single argument and not an aggregate functions. void optimizeMonotonousFunctionsInOrderBy(ASTSelectQuery * select_query, ContextPtr context, const TablesWithColumns & tables_with_columns, const Names & sorting_key_columns) { auto order_by = select_query->orderBy(); if (!order_by) return; for (const auto & child : order_by->children) { auto * order_by_element = child->as(); if (!order_by_element || order_by_element->children.empty()) throw Exception("Bad ORDER BY expression AST", ErrorCodes::UNKNOWN_TYPE_OF_AST_NODE); if (order_by_element->with_fill) return; } std::unordered_set group_by_hashes; if (auto group_by = select_query->groupBy()) { for (auto & elem : group_by->children) { auto hash = elem->getTreeHash(); String key = toString(hash.first) + '_' + toString(hash.second); group_by_hashes.insert(key); } } bool is_sorting_key_prefix = true; for (size_t i = 0; i < order_by->children.size(); ++i) { auto * order_by_element = order_by->children[i]->as(); auto & ast_func = order_by_element->children[0]; if (!ast_func->as()) continue; if (i >= sorting_key_columns.size() || ast_func->getColumnName() != sorting_key_columns[i]) is_sorting_key_prefix = false; /// If order by expression matches the sorting key, do not remove /// functions to allow execute reading in order of key. if (is_sorting_key_prefix) continue; MonotonicityCheckVisitor::Data data{tables_with_columns, context, group_by_hashes}; MonotonicityCheckVisitor(data).visit(ast_func); if (!data.isRejected()) { ast_func = data.identifier->clone(); ast_func->setAlias(""); if (!data.monotonicity.is_positive) order_by_element->direction *= -1; } } } /// If ORDER BY has argument x followed by f(x) transforms it to ORDER BY x. /// Optimize ORDER BY x, y, f(x), g(x, y), f(h(x)), t(f(x), g(x)) into ORDER BY x, y /// in case if f(), g(), h(), t() are deterministic (in scope of query). /// Don't optimize ORDER BY f(x), g(x), x even if f(x) is bijection for x or g(x). void optimizeRedundantFunctionsInOrderBy(const ASTSelectQuery * select_query, ContextPtr context) { const auto & order_by = select_query->orderBy(); if (!order_by) return; for (const auto & child : order_by->children) { auto * order_by_element = child->as(); if (!order_by_element || order_by_element->children.empty()) throw Exception("Bad ORDER BY expression AST", ErrorCodes::UNKNOWN_TYPE_OF_AST_NODE); if (order_by_element->with_fill) return; } std::unordered_set prev_keys; ASTs modified; modified.reserve(order_by->children.size()); for (auto & order_by_element : order_by->children) { /// Order by contains ASTOrderByElement as children and meaning item only as a grand child. ASTPtr & name_or_function = order_by_element->children[0]; if (name_or_function->as()) { if (!prev_keys.empty()) { RedundantFunctionsInOrderByVisitor::Data data{prev_keys, context}; RedundantFunctionsInOrderByVisitor(data).visit(name_or_function); if (data.redundant) continue; } } /// @note Leave duplicate keys unchanged. They would be removed in optimizeDuplicatesInOrderBy() if (auto * identifier = name_or_function->as()) prev_keys.emplace(getIdentifierName(identifier)); modified.push_back(order_by_element); } if (modified.size() < order_by->children.size()) order_by->children = std::move(modified); } /// Remove duplicate items from LIMIT BY. void optimizeLimitBy(const ASTSelectQuery * select_query) { if (!select_query->limitBy()) return; std::set elems_set; ASTs & elems = select_query->limitBy()->children; ASTs unique_elems; unique_elems.reserve(elems.size()); for (const auto & elem : elems) { if (elems_set.emplace(elem->getColumnName()).second) unique_elems.emplace_back(elem); } if (unique_elems.size() < elems.size()) elems = std::move(unique_elems); } /// Use constraints to get rid of useless parts of query void optimizeWithConstraints(ASTSelectQuery * select_query, Aliases & /*aliases*/, const NameSet & /*source_columns_set*/, const std::vector & /*tables_with_columns*/, const StorageMetadataPtr & metadata_snapshot, const bool optimize_append_index) { WhereConstraintsOptimizer(select_query, metadata_snapshot, optimize_append_index).perform(); } void optimizeSubstituteColumn(ASTSelectQuery * select_query, Aliases & /*aliases*/, const NameSet & /*source_columns_set*/, const std::vector & /*tables_with_columns*/, const StorageMetadataPtr & metadata_snapshot, const ConstStoragePtr & storage) { SubstituteColumnOptimizer(select_query, metadata_snapshot, storage).perform(); } /// Transform WHERE to CNF for more convenient optimization. bool convertQueryToCNF(ASTSelectQuery * select_query) { if (select_query->where()) { auto cnf_form = TreeCNFConverter::tryConvertToCNF(select_query->where()); if (!cnf_form) return false; cnf_form->pushNotInFuntions(); select_query->refWhere() = TreeCNFConverter::fromCNF(*cnf_form); return true; } return false; } /// Remove duplicated columns from USING(...). void optimizeUsing(const ASTSelectQuery * select_query) { if (!select_query->join()) return; const auto * table_join = select_query->join()->table_join->as(); if (!(table_join && table_join->using_expression_list)) return; ASTs & expression_list = table_join->using_expression_list->children; ASTs uniq_expressions_list; std::set expressions_names; for (const auto & expression : expression_list) { auto expression_name = expression->getAliasOrColumnName(); if (expressions_names.find(expression_name) == expressions_names.end()) { uniq_expressions_list.push_back(expression); expressions_names.insert(expression_name); } } if (uniq_expressions_list.size() < expression_list.size()) expression_list = uniq_expressions_list; } void optimizeAggregationFunctions(ASTPtr & query) { /// Move arithmetic operations out of aggregation functions ArithmeticOperationsInAgrFuncVisitor::Data data; ArithmeticOperationsInAgrFuncVisitor(data).visit(query); } void optimizeAnyFunctions(ASTPtr & query) { RewriteAnyFunctionVisitor::Data data = {}; RewriteAnyFunctionVisitor(data).visit(query); } void optimizeSumIfFunctions(ASTPtr & query) { RewriteSumIfFunctionVisitor::Data data = {}; RewriteSumIfFunctionVisitor(data).visit(query); } void optimizeCountConstantAndSumOne(ASTPtr & query) { RewriteCountVariantsVisitor::visit(query); } void optimizeInjectiveFunctionsInsideUniq(ASTPtr & query, ContextPtr context) { RemoveInjectiveFunctionsVisitor::Data data(context); RemoveInjectiveFunctionsVisitor(data).visit(query); } void transformIfStringsIntoEnum(ASTPtr & query) { std::unordered_set function_names = {"if", "transform"}; std::unordered_set used_as_argument; FindUsedFunctionsVisitor::Data used_data{function_names, used_as_argument}; FindUsedFunctionsVisitor(used_data).visit(query); ConvertStringsToEnumVisitor::Data convert_data{used_as_argument}; ConvertStringsToEnumVisitor(convert_data).visit(query); } void optimizeFunctionsToSubcolumns(ASTPtr & query, const StorageMetadataPtr & metadata_snapshot) { RewriteFunctionToSubcolumnVisitor::Data data{metadata_snapshot}; RewriteFunctionToSubcolumnVisitor(data).visit(query); } std::shared_ptr getQuantileFuseCandidate(const String & func_name, std::vector & functions) { if (functions.size() < 2) return nullptr; const auto & common_arguments = (*functions[0])->as()->arguments->children; auto func_base = makeASTFunction(GatherFunctionQuantileData::getFusedName(func_name)); func_base->arguments->children = common_arguments; func_base->parameters = std::make_shared(); for (const auto * ast : functions) { assert(ast && *ast); const auto * func = (*ast)->as(); assert(func && func->parameters->as()); const ASTs & parameters = func->parameters->as().children; if (parameters.size() != 1) return nullptr; /// query is illegal, give up func_base->parameters->children.push_back(parameters[0]); } return func_base; } /// Rewrites multi quantile()() functions with the same arguments to quantiles()()[] /// eg:SELECT quantile(0.5)(x), quantile(0.9)(x), quantile(0.95)(x) FROM... /// rewrite to : SELECT quantiles(0.5, 0.9, 0.95)(x)[1], quantiles(0.5, 0.9, 0.95)(x)[2], quantiles(0.5, 0.9, 0.95)(x)[3] FROM ... void optimizeFuseQuantileFunctions(ASTPtr & query) { GatherFunctionQuantileVisitor::Data data{}; GatherFunctionQuantileVisitor(data).visit(query); for (auto & candidate : data.fuse_quantile) { String func_name = candidate.first; auto & args_to_functions = candidate.second; /// Try to fuse multiply `quantile*` Function to plural for (auto it : args_to_functions.arg_map_function) { std::vector & functions = it.second; auto func_base = getQuantileFuseCandidate(func_name, functions); if (!func_base) continue; for (size_t i = 0; i < functions.size(); ++i) { std::shared_ptr ast_new = makeASTFunction("arrayElement", func_base, std::make_shared(i + 1)); if (const auto & alias = (*functions[i])->tryGetAlias(); !alias.empty()) ast_new->setAlias(alias); *functions[i] = ast_new; } } } } } void TreeOptimizer::optimizeIf(ASTPtr & query, Aliases & aliases, bool if_chain_to_multiif) { /// Optimize if with constant condition after constants was substituted instead of scalar subqueries. OptimizeIfWithConstantConditionVisitor(aliases).visit(query); if (if_chain_to_multiif) OptimizeIfChainsVisitor().visit(query); } void TreeOptimizer::apply(ASTPtr & query, TreeRewriterResult & result, const std::vector & tables_with_columns, ContextPtr context) { const auto & settings = context->getSettingsRef(); auto * select_query = query->as(); if (!select_query) throw Exception("Select analyze for not select asts.", ErrorCodes::LOGICAL_ERROR); if (settings.optimize_functions_to_subcolumns && result.storage && result.storage->supportsSubcolumns() && result.metadata_snapshot) optimizeFunctionsToSubcolumns(query, result.metadata_snapshot); optimizeIf(query, result.aliases, settings.optimize_if_chain_to_multiif); /// Move arithmetic operations out of aggregation functions if (settings.optimize_arithmetic_operations_in_aggregate_functions) optimizeAggregationFunctions(query); bool converted_to_cnf = false; if (settings.convert_query_to_cnf) converted_to_cnf = convertQueryToCNF(select_query); if (converted_to_cnf && settings.optimize_using_constraints) { optimizeWithConstraints(select_query, result.aliases, result.source_columns_set, tables_with_columns, result.metadata_snapshot, settings.optimize_append_index); if (settings.optimize_substitute_columns) optimizeSubstituteColumn(select_query, result.aliases, result.source_columns_set, tables_with_columns, result.metadata_snapshot, result.storage); } /// GROUP BY injective function elimination. optimizeGroupBy(select_query, context); /// GROUP BY functions of other keys elimination. if (settings.optimize_group_by_function_keys) optimizeGroupByFunctionKeys(select_query); /// Move all operations out of any function if (settings.optimize_move_functions_out_of_any) optimizeAnyFunctions(query); if (settings.optimize_normalize_count_variants) optimizeCountConstantAndSumOne(query); if (settings.optimize_rewrite_sum_if_to_count_if) optimizeSumIfFunctions(query); /// Remove injective functions inside uniq if (settings.optimize_injective_functions_inside_uniq) optimizeInjectiveFunctionsInsideUniq(query, context); /// Eliminate min/max/any aggregators of functions of GROUP BY keys if (settings.optimize_aggregators_of_group_by_keys && !select_query->group_by_with_totals && !select_query->group_by_with_rollup && !select_query->group_by_with_cube) { optimizeAggregateFunctionsOfGroupByKeys(select_query, query); } /// Remove duplicate ORDER BY and DISTINCT from subqueries. if (settings.optimize_duplicate_order_by_and_distinct) { optimizeDuplicateOrderBy(query, context); /// DISTINCT has special meaning in Distributed query with enabled distributed_group_by_no_merge /// TODO: disable Distributed/remote() tables only if (!settings.distributed_group_by_no_merge) optimizeDuplicateDistinct(*select_query); } /// Remove functions from ORDER BY if its argument is also in ORDER BY if (settings.optimize_redundant_functions_in_order_by) optimizeRedundantFunctionsInOrderBy(select_query, context); /// Replace monotonous functions with its argument if (settings.optimize_monotonous_functions_in_order_by) optimizeMonotonousFunctionsInOrderBy(select_query, context, tables_with_columns, result.metadata_snapshot ? result.metadata_snapshot->getSortingKeyColumns() : Names{}); /// Remove duplicate items from ORDER BY. /// Execute it after all order by optimizations, /// because they can produce duplicated columns. optimizeDuplicatesInOrderBy(select_query); /// If function "if" has String-type arguments, transform them into enum if (settings.optimize_if_transform_strings_to_enum) transformIfStringsIntoEnum(query); /// Remove duplicated elements from LIMIT BY clause. optimizeLimitBy(select_query); /// Remove duplicated columns from USING(...). optimizeUsing(select_query); if (settings.optimize_syntax_fuse_functions) optimizeFuseQuantileFunctions(query); } }