#include #include #include #include #include #include #include #include #include #include #include #include #include #include #include namespace DB { namespace ErrorCodes { } /// Conditions like "x = N" are considered good if abs(N) > threshold. /// This is used to assume that condition is likely to have good selectivity. static constexpr auto threshold = 2; MergeTreeWhereOptimizer::MergeTreeWhereOptimizer( SelectQueryInfo & query_info, const Context & context, const MergeTreeData & data, const Names & queried_columns_, Logger * log_) : table_columns{ext::map(data.getColumns().getAllPhysical(), [] (const NameAndTypePair & col) { return col.name; })}, queried_columns{queried_columns_}, block_with_constants{KeyCondition::getBlockWithConstants(query_info.query, query_info.syntax_analyzer_result, context)}, log{log_} { if (!data.primary_key_columns.empty()) first_primary_key_column = data.primary_key_columns[0]; calculateColumnSizes(data, queried_columns); determineArrayJoinedNames(query_info.query->as()); optimize(query_info.query->as()); } void MergeTreeWhereOptimizer::calculateColumnSizes(const MergeTreeData & data, const Names & column_names) { for (const auto & column_name : column_names) { UInt64 size = data.getColumnCompressedSize(column_name); column_sizes[column_name] = size; total_size_of_queried_columns += size; } } static void collectIdentifiersNoSubqueries(const ASTPtr & ast, NameSet & set) { if (auto opt_name = tryGetIdentifierName(ast)) return (void)set.insert(*opt_name); if (ast->as()) return; for (const auto & child : ast->children) collectIdentifiersNoSubqueries(child, set); } void MergeTreeWhereOptimizer::analyzeImpl(Conditions & res, const ASTPtr & node) const { if (const auto * func_and = node->as(); func_and && func_and->name == "and") { for (const auto & elem : func_and->arguments->children) analyzeImpl(res, elem); } else { Condition cond; cond.node = node; collectIdentifiersNoSubqueries(node, cond.identifiers); cond.columns_size = getIdentifiersColumnSize(cond.identifiers); cond.viable = /// Condition depend on some column. Constant expressions are not moved. !cond.identifiers.empty() && !cannotBeMoved(node) /// Do not take into consideration the conditions consisting only of the first primary key column && !hasPrimaryKeyAtoms(node) /// Only table columns are considered. Not array joined columns. NOTE We're assuming that aliases was expanded. && isSubsetOfTableColumns(cond.identifiers) /// Do not move conditions involving all queried columns. && cond.identifiers.size() < queried_columns.size() /// Columns size of compact parts can't be counted. If all parts are compact do not move any condition. && cond.columns_size > 0; if (cond.viable) cond.good = isConditionGood(node); res.emplace_back(std::move(cond)); } } /// Transform conjunctions chain in WHERE expression to Conditions list. MergeTreeWhereOptimizer::Conditions MergeTreeWhereOptimizer::analyze(const ASTPtr & expression) const { Conditions res; analyzeImpl(res, expression); return res; } /// Transform Conditions list to WHERE or PREWHERE expression. ASTPtr MergeTreeWhereOptimizer::reconstruct(const Conditions & conditions) const { if (conditions.empty()) return {}; if (conditions.size() == 1) return conditions.front().node; const auto function = std::make_shared(); function->name = "and"; function->arguments = std::make_shared(); function->children.push_back(function->arguments); for (const auto & elem : conditions) function->arguments->children.push_back(elem.node); return function; } void MergeTreeWhereOptimizer::optimize(ASTSelectQuery & select) const { if (!select.where() || select.prewhere()) return; Conditions where_conditions = analyze(select.where()); Conditions prewhere_conditions; UInt64 total_size_of_moved_conditions = 0; /// Move condition and all other conditions depend on the same set of columns. auto move_condition = [&](Conditions::iterator cond_it) { prewhere_conditions.splice(prewhere_conditions.end(), where_conditions, cond_it); total_size_of_moved_conditions += cond_it->columns_size; /// Move all other conditions that depend on the same set of columns. for (auto jt = where_conditions.begin(); jt != where_conditions.end();) { if (jt->columns_size == cond_it->columns_size && jt->identifiers == cond_it->identifiers) prewhere_conditions.splice(prewhere_conditions.end(), where_conditions, jt++); else ++jt; } }; /// Move conditions unless the ratio of total_size_of_moved_conditions to the total_size_of_queried_columns is less than some threshold. while (!where_conditions.empty()) { /// Move the best condition to PREWHERE if it is viable. auto it = std::min_element(where_conditions.begin(), where_conditions.end()); if (!it->viable) break; /// 10% ratio is just a guess. if (total_size_of_moved_conditions > 0 && (total_size_of_moved_conditions + it->columns_size) * 10 > total_size_of_queried_columns) break; move_condition(it); } /// Nothing was moved. if (prewhere_conditions.empty()) return; /// Rewrite the SELECT query. select.setExpression(ASTSelectQuery::Expression::WHERE, reconstruct(where_conditions)); select.setExpression(ASTSelectQuery::Expression::PREWHERE, reconstruct(prewhere_conditions)); LOG_DEBUG(log, "MergeTreeWhereOptimizer: condition \"" << select.prewhere() << "\" moved to PREWHERE"); } UInt64 MergeTreeWhereOptimizer::getIdentifiersColumnSize(const NameSet & identifiers) const { UInt64 size = 0; for (const auto & identifier : identifiers) if (column_sizes.count(identifier)) size += column_sizes.at(identifier); return size; } bool MergeTreeWhereOptimizer::isConditionGood(const ASTPtr & condition) const { const auto * function = condition->as(); if (!function) return false; /** we are only considering conditions of form `equals(one, another)` or `one = another`, * especially if either `one` or `another` is ASTIdentifier */ if (function->name != "equals") return false; auto left_arg = function->arguments->children.front().get(); auto right_arg = function->arguments->children.back().get(); /// try to ensure left_arg points to ASTIdentifier if (!left_arg->as() && right_arg->as()) std::swap(left_arg, right_arg); if (left_arg->as()) { /// condition may be "good" if only right_arg is a constant and its value is outside the threshold if (const auto * literal = right_arg->as()) { const auto & field = literal->value; const auto type = field.getType(); /// check the value with respect to threshold if (type == Field::Types::UInt64) { const auto value = field.get(); return value > threshold; } else if (type == Field::Types::Int64) { const auto value = field.get(); return value < -threshold || threshold < value; } else if (type == Field::Types::Float64) { const auto value = field.get(); return value < threshold || threshold < value; } } } return false; } bool MergeTreeWhereOptimizer::hasPrimaryKeyAtoms(const ASTPtr & ast) const { if (const auto * func = ast->as()) { const auto & args = func->arguments->children; if ((func->name == "not" && 1 == args.size()) || func->name == "and" || func->name == "or") { for (const auto & arg : args) if (hasPrimaryKeyAtoms(arg)) return true; return false; } } return isPrimaryKeyAtom(ast); } bool MergeTreeWhereOptimizer::isPrimaryKeyAtom(const ASTPtr & ast) const { if (const auto * func = ast->as()) { if (!KeyCondition::atom_map.count(func->name)) return false; const auto & args = func->arguments->children; if (args.size() != 2) return false; const auto & first_arg_name = args.front()->getColumnName(); const auto & second_arg_name = args.back()->getColumnName(); if ((first_primary_key_column == first_arg_name && isConstant(args[1])) || (first_primary_key_column == second_arg_name && isConstant(args[0])) || (first_primary_key_column == first_arg_name && functionIsInOrGlobalInOperator(func->name))) return true; } return false; } bool MergeTreeWhereOptimizer::isConstant(const ASTPtr & expr) const { const auto column_name = expr->getColumnName(); return expr->as() || (block_with_constants.has(column_name) && isColumnConst(*block_with_constants.getByName(column_name).column)); } bool MergeTreeWhereOptimizer::isSubsetOfTableColumns(const NameSet & identifiers) const { for (const auto & identifier : identifiers) if (table_columns.count(identifier) == 0) return false; return true; } bool MergeTreeWhereOptimizer::cannotBeMoved(const ASTPtr & ptr) const { if (const auto * function_ptr = ptr->as()) { /// disallow arrayJoin expressions to be moved to PREWHERE for now if ("arrayJoin" == function_ptr->name) return true; /// disallow GLOBAL IN, GLOBAL NOT IN if ("globalIn" == function_ptr->name || "globalNotIn" == function_ptr->name) return true; } else if (auto opt_name = IdentifierSemantic::getColumnName(ptr)) { /// disallow moving result of ARRAY JOIN to PREWHERE if (array_joined_names.count(*opt_name) || array_joined_names.count(Nested::extractTableName(*opt_name))) return true; } for (const auto & child : ptr->children) if (cannotBeMoved(child)) return true; return false; } void MergeTreeWhereOptimizer::determineArrayJoinedNames(ASTSelectQuery & select) { auto array_join_expression_list = select.array_join_expression_list(); /// much simplified code from ExpressionAnalyzer::getArrayJoinedColumns() if (!array_join_expression_list) return; for (const auto & ast : array_join_expression_list->children) array_joined_names.emplace(ast->getAliasOrColumnName()); } }