#include #include #include #include #include #include #include #include #include #include #include namespace DB { namespace ErrorCodes { extern const int CANNOT_OPEN_FILE; extern const int CANNOT_PARSE_TEXT; extern const int DATABASE_ACCESS_DENIED; } namespace { class CatBoostDatasetBlockInputStream : public IProfilingBlockInputStream { public: CatBoostDatasetBlockInputStream(const std::string & file_name, const std::string & format_name, const Block & sample_block, const Context & context, size_t max_block_size) : file_name(file_name), format_name(format_name) { read_buf = std::make_unique(file_name); reader = FormatFactory().getInput(format_name, *read_buf, sample_block, context, max_block_size); } String getName() const override { return "CatBoostDataset"; } Block readImpl() override { return reader->read(); } void readPrefixImpl() override { reader->readPrefix(); } void readSuffixImpl() override { reader->readSuffix(); } Block getHeader() const override { return sample_block; }; private: Block sample_block; std::unique_ptr read_buf; BlockInputStreamPtr reader; std::string file_name; std::string format_name; }; } static boost::filesystem::path canonicalPath(std::string && path) { return boost::filesystem::canonical(boost::filesystem::path(path)); } static std::string resolvePath(const boost::filesystem::path & base_path, std::string && path) { boost::filesystem::path resolved_path(path); if (!resolved_path.is_absolute()) return (base_path / resolved_path).string(); return resolved_path.string(); } static void checkCreationIsAllowed(const String & base_path, const String & path) { if (base_path != path.substr(0, base_path.size())) throw Exception( "Using file descriptor or user specified path as source of storage isn't allowed for server daemons", ErrorCodes::DATABASE_ACCESS_DENIED); } StorageCatBoostPool::StorageCatBoostPool(const Context & context, String column_description_file_name_, String data_description_file_name_) : column_description_file_name(std::move(column_description_file_name_)), data_description_file_name(std::move(data_description_file_name_)) { auto base_path = canonicalPath(context.getPath()); column_description_file_name = resolvePath(base_path, std::move(column_description_file_name)); data_description_file_name = resolvePath(base_path, std::move(data_description_file_name)); if (context.getApplicationType() == Context::ApplicationType::SERVER) { const auto & base_path_str = base_path.string(); checkCreationIsAllowed(base_path_str, column_description_file_name); checkCreationIsAllowed(base_path_str, data_description_file_name); } parseColumnDescription(); createSampleBlockAndColumns(); } std::string StorageCatBoostPool::getColumnTypesString(const ColumnTypesMap & columnTypesMap) { std::string types_string; bool first = true; for (const auto & value : columnTypesMap) { if (!first) types_string.append(", "); first = false; types_string += value.first; } return types_string; } void StorageCatBoostPool::checkDatasetDescription() { std::ifstream in(data_description_file_name); if (!in.good()) throw Exception("Cannot open file: " + data_description_file_name, ErrorCodes::CANNOT_OPEN_FILE); std::string line; if (!std::getline(in, line)) throw Exception("File is empty: " + data_description_file_name, ErrorCodes::CANNOT_PARSE_TEXT); size_t columns_count = 1; for (char sym : line) if (sym == '\t') ++columns_count; columns_description.resize(columns_count); } void StorageCatBoostPool::parseColumnDescription() { /// NOTE: simple parsing /// TODO: use ReadBufferFromFile checkDatasetDescription(); std::ifstream in(column_description_file_name); if (!in.good()) throw Exception("Cannot open file: " + column_description_file_name, ErrorCodes::CANNOT_OPEN_FILE); std::string line; size_t line_num = 0; auto column_types_map = getColumnTypesMap(); auto column_types_string = getColumnTypesString(column_types_map); /// Enumerate default names for columns as Auxiliary, Auxiliary1, Auxiliary2, ... std::map columns_per_type_count; while (std::getline(in, line)) { ++line_num; std::string str_line_num = std::to_string(line_num); if (line.empty()) continue; std::istringstream iss(line); std::vector tokens; std::string token; while (std::getline(iss, token, '\t')) tokens.push_back(token); if (tokens.size() != 2 && tokens.size() != 3) throw Exception("Cannot parse column description at line " + str_line_num + " '" + line + "' " + ": expected 2 or 3 columns, got " + std::to_string(tokens.size()), ErrorCodes::CANNOT_PARSE_TEXT); std::string str_id = tokens[0]; std::string col_type = tokens[1]; std::string col_alias = tokens.size() > 2 ? tokens[2] : ""; size_t num_id; try { num_id = std::stoull(str_id); } catch (std::exception & e) { throw Exception("Cannot parse column index at row " + str_line_num + ": " + e.what(), ErrorCodes::CANNOT_PARSE_TEXT); } if (num_id >= columns_description.size()) throw Exception("Invalid index at row " + str_line_num + ": " + str_id + ", expected in range [0, " + std::to_string(columns_description.size()) + ")", ErrorCodes::CANNOT_PARSE_TEXT); if (column_types_map.count(col_type) == 0) throw Exception("Invalid column type: " + col_type + ", expected: " + column_types_string, ErrorCodes::CANNOT_PARSE_TEXT); auto type = column_types_map[col_type]; std::string col_name; bool is_feature_column = type == DatasetColumnType::Num || type == DatasetColumnType::Categ; auto & col_number = columns_per_type_count[type]; /// If column is not feature skip '0' after the name (to use 'Target' instead of 'Target0'). col_name = col_type + (is_feature_column || col_number ? std::to_string(col_number) : ""); ++col_number; columns_description[num_id] = ColumnDescription(col_name, col_alias, type); } } void StorageCatBoostPool::createSampleBlockAndColumns() { NamesAndTypesList cat_columns; NamesAndTypesList num_columns; sample_block.clear(); for (auto & desc : columns_description) { DataTypePtr type; if (desc.column_type == DatasetColumnType::Categ || desc.column_type == DatasetColumnType::Auxiliary || desc.column_type == DatasetColumnType::DocId) type = std::make_shared(); else type = std::make_shared(); if (desc.column_type == DatasetColumnType::Categ) cat_columns.emplace_back(desc.column_name, type); else if (desc.column_type == DatasetColumnType::Num) num_columns.emplace_back(desc.column_name, type); else columns.materialized.emplace_back(desc.column_name, type); if (!desc.alias.empty()) { auto alias = std::make_shared(desc.column_name); columns.defaults[desc.alias] = {ColumnDefaultKind::Alias, alias}; columns.aliases.emplace_back(desc.alias, type); } sample_block.insert(ColumnWithTypeAndName(type, desc.column_name)); } columns.ordinary.insert(columns.ordinary.end(), num_columns.begin(), num_columns.end()); columns.ordinary.insert(columns.ordinary.end(), cat_columns.begin(), cat_columns.end()); } BlockInputStreams StorageCatBoostPool::read(const Names & column_names, const SelectQueryInfo & /*query_info*/, const Context & context, QueryProcessingStage::Enum & /*processed_stage*/, size_t max_block_size, unsigned /*threads*/) { auto stream = std::make_shared( data_description_file_name, "TSV", sample_block, context, max_block_size); auto filter_stream = std::make_shared(stream, column_names, false); return { filter_stream }; } }