// vim:set sw=2 ts=2 sts et: // // Copyright 2024 Rutger Broekhoff. Licensed under the EUPL. #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include using namespace std::string_view_literals; namespace ac = arrow::acero; namespace ds = arrow::dataset; namespace cp = arrow::compute; using namespace arrow; using TimingClock = std::conditional_t< std::chrono::high_resolution_clock::is_steady, std::chrono::high_resolution_clock, std::chrono::steady_clock>; std::string readKv1() { fputs("Reading KV1 from standard input\n", stderr); char buf[4096]; std::string data; while (!feof(stdin) && !ferror(stdin)) { size_t read = fread(buf, sizeof(char), 4096, stdin); data.append(buf, read); } if (ferror(stdin)) { fputs("Error when reading from stdin\n", stderr); exit(1); } fprintf(stderr, "Read %lu bytes\n", data.size()); return data; } std::vector lex() { std::string data = readKv1(); auto start = TimingClock::now(); Kv1Lexer lexer(data); lexer.lex(); auto end = TimingClock::now(); std::chrono::duration elapsed{end - start}; double bytes = static_cast(data.size()) / 1'000'000; double speed = bytes / elapsed.count(); if (!lexer.errors.empty()) { fputs("Lexer reported errors:\n", stderr); for (const auto &error : lexer.errors) fprintf(stderr, "- %s\n", error.c_str()); exit(1); } fprintf(stderr, "Got %lu tokens\n", lexer.tokens.size()); fprintf(stderr, "Duration: %f s\n", elapsed.count()); fprintf(stderr, "Speed: %f MB/s\n", speed); return std::move(lexer.tokens); } bool parse(Kv1Records &into) { std::vector tokens = lex(); Kv1Parser parser(tokens, into); parser.parse(); bool ok = true; if (!parser.global_errors.empty()) { ok = false; fputs("Parser reported errors:\n", stderr); for (const auto &error : parser.global_errors) fprintf(stderr, "- %s\n", error.c_str()); } if (!parser.warns.empty()) { fputs("Parser reported warnings:\n", stderr); for (const auto &warn : parser.warns) fprintf(stderr, "- %s\n", warn.c_str()); } fprintf(stderr, "Parsed %lu records\n", into.size()); return ok; } void printParsedRecords(const Kv1Records &records) { fputs("Parsed records:\n", stderr); fprintf(stderr, " organizational_units: %lu\n", records.organizational_units.size()); fprintf(stderr, " higher_organizational_units: %lu\n", records.higher_organizational_units.size()); fprintf(stderr, " user_stop_points: %lu\n", records.user_stop_points.size()); fprintf(stderr, " user_stop_areas: %lu\n", records.user_stop_areas.size()); fprintf(stderr, " timing_links: %lu\n", records.timing_links.size()); fprintf(stderr, " links: %lu\n", records.links.size()); fprintf(stderr, " lines: %lu\n", records.lines.size()); fprintf(stderr, " destinations: %lu\n", records.destinations.size()); fprintf(stderr, " journey_patterns: %lu\n", records.journey_patterns.size()); fprintf(stderr, " concession_financer_relations: %lu\n", records.concession_financer_relations.size()); fprintf(stderr, " concession_areas: %lu\n", records.concession_areas.size()); fprintf(stderr, " financers: %lu\n", records.financers.size()); fprintf(stderr, " journey_pattern_timing_links: %lu\n", records.journey_pattern_timing_links.size()); fprintf(stderr, " points: %lu\n", records.points.size()); fprintf(stderr, " point_on_links: %lu\n", records.point_on_links.size()); fprintf(stderr, " icons: %lu\n", records.icons.size()); fprintf(stderr, " notices: %lu\n", records.notices.size()); fprintf(stderr, " notice_assignments: %lu\n", records.notice_assignments.size()); fprintf(stderr, " time_demand_groups: %lu\n", records.time_demand_groups.size()); fprintf(stderr, " time_demand_group_run_times: %lu\n", records.time_demand_group_run_times.size()); fprintf(stderr, " period_groups: %lu\n", records.period_groups.size()); fprintf(stderr, " specific_days: %lu\n", records.specific_days.size()); fprintf(stderr, " timetable_versions: %lu\n", records.timetable_versions.size()); fprintf(stderr, " public_journeys: %lu\n", records.public_journeys.size()); fprintf(stderr, " period_group_validities: %lu\n", records.period_group_validities.size()); fprintf(stderr, " exceptional_operating_days: %lu\n", records.exceptional_operating_days.size()); fprintf(stderr, " schedule_versions: %lu\n", records.schedule_versions.size()); fprintf(stderr, " public_journey_passing_times: %lu\n", records.public_journey_passing_times.size()); fprintf(stderr, " operating_days: %lu\n", records.operating_days.size()); } void printIndexSize(const Kv1Index &index) { fputs("Index size:\n", stderr); fprintf(stderr, " organizational_units: %lu\n", index.organizational_units.size()); fprintf(stderr, " user_stop_points: %lu\n", index.user_stop_points.size()); fprintf(stderr, " user_stop_areas: %lu\n", index.user_stop_areas.size()); fprintf(stderr, " timing_links: %lu\n", index.timing_links.size()); fprintf(stderr, " links: %lu\n", index.links.size()); fprintf(stderr, " lines: %lu\n", index.lines.size()); fprintf(stderr, " destinations: %lu\n", index.destinations.size()); fprintf(stderr, " journey_patterns: %lu\n", index.journey_patterns.size()); fprintf(stderr, " concession_financer_relations: %lu\n", index.concession_financer_relations.size()); fprintf(stderr, " concession_areas: %lu\n", index.concession_areas.size()); fprintf(stderr, " financers: %lu\n", index.financers.size()); fprintf(stderr, " journey_pattern_timing_links: %lu\n", index.journey_pattern_timing_links.size()); fprintf(stderr, " points: %lu\n", index.points.size()); fprintf(stderr, " point_on_links: %lu\n", index.point_on_links.size()); fprintf(stderr, " icons: %lu\n", index.icons.size()); fprintf(stderr, " notices: %lu\n", index.notices.size()); fprintf(stderr, " time_demand_groups: %lu\n", index.time_demand_groups.size()); fprintf(stderr, " time_demand_group_run_times: %lu\n", index.time_demand_group_run_times.size()); fprintf(stderr, " period_groups: %lu\n", index.period_groups.size()); fprintf(stderr, " specific_days: %lu\n", index.specific_days.size()); fprintf(stderr, " timetable_versions: %lu\n", index.timetable_versions.size()); fprintf(stderr, " public_journeys: %lu\n", index.public_journeys.size()); fprintf(stderr, " period_group_validities: %lu\n", index.period_group_validities.size()); fprintf(stderr, " exceptional_operating_days: %lu\n", index.exceptional_operating_days.size()); fprintf(stderr, " schedule_versions: %lu\n", index.schedule_versions.size()); fprintf(stderr, " public_journey_passing_times: %lu\n", index.public_journey_passing_times.size()); fprintf(stderr, " operating_days: %lu\n", index.operating_days.size()); } struct BasicJourneyKey { std::string data_owner_code; std::string line_planning_number; int journey_number; auto operator<=>(const BasicJourneyKey &) const = default; }; size_t hash_value(const BasicJourneyKey &k) { size_t seed = 0; boost::hash_combine(seed, k.data_owner_code); boost::hash_combine(seed, k.line_planning_number); boost::hash_combine(seed, k.journey_number); return seed; } using BasicJourneyKeySet = std::unordered_set>; arrow::Result basicJourneys(std::shared_ptr table) { ac::TableSourceNodeOptions table_source_node_options(table); ac::Declaration table_source("table_source", std::move(table_source_node_options)); auto aggregate_options = ac::AggregateNodeOptions{ /* .aggregates = */ {}, /* .keys = */ { "data_owner_code", "line_planning_number", "journey_number" }, }; ac::Declaration aggregate("aggregate", { std::move(table_source) }, std::move(aggregate_options)); std::shared_ptr result; ARROW_ASSIGN_OR_RAISE(result, ac::DeclarationToTable(std::move(aggregate))); std::shared_ptr data_owner_codes = result->GetColumnByName("data_owner_code"); std::shared_ptr line_planning_numbers = result->GetColumnByName("line_planning_number"); std::shared_ptr journey_numbers = result->GetColumnByName("journey_number"); int i_data_owner_codes_chunk = 0; int i_journey_numbers_chunk = 0; int i_line_planning_numbers_chunk = 0; int i_in_data_owner_codes_chunk = 0; int i_in_journey_numbers_chunk = 0; int i_in_line_planning_numbers_chunk = 0; BasicJourneyKeySet journeys; for (int64_t i = 0; i < result->num_rows(); i++) { auto data_owner_codes_chunk = std::static_pointer_cast(data_owner_codes->chunk(i_data_owner_codes_chunk)); auto line_planning_numbers_chunk = std::static_pointer_cast(line_planning_numbers->chunk(i_line_planning_numbers_chunk)); auto journey_numbers_chunk = std::static_pointer_cast(journey_numbers->chunk(i_journey_numbers_chunk)); std::string_view data_owner_code = data_owner_codes_chunk->Value(i_in_data_owner_codes_chunk); std::string_view line_planning_number = line_planning_numbers_chunk->Value(i_in_line_planning_numbers_chunk); uint32_t journey_number = journey_numbers_chunk->Value(i_in_journey_numbers_chunk); journeys.emplace( std::string(data_owner_code), std::string(line_planning_number), journey_number ); i_in_data_owner_codes_chunk++; i_in_line_planning_numbers_chunk++; i_in_journey_numbers_chunk++; if (i_in_data_owner_codes_chunk >= data_owner_codes_chunk->length()) { i_data_owner_codes_chunk++; i_in_data_owner_codes_chunk = 0; } if (i_in_line_planning_numbers_chunk >= line_planning_numbers_chunk->length()) { i_line_planning_numbers_chunk++; i_in_line_planning_numbers_chunk = 0; } if (i_in_journey_numbers_chunk >= journey_numbers_chunk->length()) { i_journey_numbers_chunk++; i_in_journey_numbers_chunk = 0; } } return journeys; } struct DistanceKey { BasicJourneyKey journey; std::string last_passed_user_stop_code; auto operator<=>(const DistanceKey &) const = default; }; size_t hash_value(const DistanceKey &k) { size_t seed = 0; boost::hash_combine(seed, k.journey); boost::hash_combine(seed, k.last_passed_user_stop_code); return seed; } struct DistanceTimingLink { const Kv1JourneyPatternTimingLink *jopatili; double distance_since_start_of_journey = 0; // at the start of the link }; using DistanceMap = std::unordered_map>; // Returns a map, where // DataOwnerCode + LinePlanningNumber + JourneyNumber + UserStopCode -> // Distance of Last User Stop DistanceMap makeDistanceMap(Kv1Records &records, Kv1Index &index, BasicJourneyKeySet &journeys) { std::unordered_map< Kv1JourneyPattern::Key, std::vector, boost::hash> jopatili_index; std::unordered_map< BasicJourneyKey, const Kv1PublicJourney *, boost::hash> journey_index; for (size_t i = 0; i < records.public_journeys.size(); i++) { const Kv1PublicJourney *pujo = &records.public_journeys[i]; BasicJourneyKey journey_key( pujo->key.data_owner_code, pujo->key.line_planning_number, pujo->key.journey_number); if (journeys.contains(journey_key)) { journey_index[journey_key] = pujo; Kv1JourneyPattern::Key jopa_key( pujo->key.data_owner_code, pujo->key.line_planning_number, pujo->journey_pattern_code); jopatili_index[jopa_key] = {}; } } for (size_t i = 0; i < records.journey_pattern_timing_links.size(); i++) { const Kv1JourneyPatternTimingLink *jopatili = &records.journey_pattern_timing_links[i]; Kv1JourneyPattern::Key jopa_key( jopatili->key.data_owner_code, jopatili->key.line_planning_number, jopatili->key.journey_pattern_code); if (jopatili_index.contains(jopa_key)) { jopatili_index[jopa_key].push_back(DistanceTimingLink(jopatili, 0)); } } for (auto &[jopa_key, timing_links] : jopatili_index) { std::sort(timing_links.begin(), timing_links.end(), [](auto a, auto b) { return a.jopatili->key.timing_link_order < b.jopatili->key.timing_link_order; }); const std::string transport_type = index.journey_patterns[jopa_key]->p_line->transport_type; for (size_t i = 1; i < timing_links.size(); i++) { DistanceTimingLink *timing_link = &timing_links[i]; DistanceTimingLink *prev_timing_link = &timing_links[i - 1]; const Kv1Link::Key link_key( prev_timing_link->jopatili->key.data_owner_code, prev_timing_link->jopatili->user_stop_code_begin, prev_timing_link->jopatili->user_stop_code_end, transport_type); double link_distance = index.links[link_key]->distance; timing_link->distance_since_start_of_journey = prev_timing_link->distance_since_start_of_journey + link_distance; } } // DataOwnerCode + LinePlanningNumber + JourneyNumber + UserStopCode -> // Distance of Last User Stop DistanceMap distance_map; for (const auto &journey : journeys) { const Kv1PublicJourney *pujo = journey_index[journey]; if (pujo == nullptr) { std::cerr << "Warning: No PUJO found for [" << journey.data_owner_code << "] " << journey.line_planning_number << "/" << journey.journey_number << std::endl; continue; } Kv1JourneyPattern::Key jopa_key( pujo->key.data_owner_code, pujo->key.line_planning_number, pujo->journey_pattern_code); for (const auto &timing_link : jopatili_index[jopa_key]) { DistanceKey key(journey, timing_link.jopatili->user_stop_code_begin); distance_map[key] = timing_link.distance_since_start_of_journey; } } return distance_map; } arrow::Result> augment( std::shared_ptr table, const DistanceMap &distance_map ) { for (int i = 0; i < table->num_columns(); i++) { if (table->column(i)->num_chunks() > 1) { std::stringstream ss; ss << "Error: Expected column " << i << " (" << table->ColumnNames()[i] << ") to have 1 chunk, got " << table->column(i)->num_chunks(); return arrow::Status::Invalid(ss.str()); } } auto data_owner_codes = std::static_pointer_cast(table->GetColumnByName("data_owner_code")->chunk(0)); auto line_planning_numbers = std::static_pointer_cast(table->GetColumnByName("line_planning_number")->chunk(0)); auto journey_numbers = std::static_pointer_cast(table->GetColumnByName("journey_number")->chunk(0)); auto user_stop_codes = std::static_pointer_cast(table->GetColumnByName("user_stop_code")->chunk(0)); auto distance_since_last_user_stops = std::static_pointer_cast(table->GetColumnByName("distance_since_last_user_stop")->chunk(0)); auto timestamps = std::static_pointer_cast(table->GetColumnByName("timestamp")->chunk(0)); auto timestamps_type = table->schema()->GetFieldByName("timestamp")->type(); if (timestamps_type->id() != arrow::Type::TIMESTAMP) return arrow::Status::Invalid("Field 'timestamp' does not have expected type TIMESTAMP"); if (std::static_pointer_cast(timestamps_type)->unit() != arrow::TimeUnit::MILLI) return arrow::Status::Invalid("Field 'timestamp' does not have unit MILLI"); if (!std::static_pointer_cast(timestamps_type)->timezone().empty()) return arrow::Status::Invalid("Field 'timestamp' should have empty time zone name"); std::shared_ptr field_distance_since_start_of_journey = arrow::field("distance_since_start_of_journey", arrow::uint32()); std::shared_ptr field_day_of_week = arrow::field("timestamp_iso_day_of_week", arrow::int64()); std::shared_ptr field_date = arrow::field("timestamp_date", arrow::date32()); std::shared_ptr field_local_time = arrow::field("timestamp_local_time", arrow::time32(arrow::TimeUnit::SECOND)); arrow::UInt32Builder distance_since_start_of_journey_builder; arrow::Int64Builder day_of_week_builder; arrow::Date32Builder date_builder; arrow::Time32Builder local_time_builder(arrow::time32(arrow::TimeUnit::SECOND), arrow::default_memory_pool()); const std::chrono::time_zone *amsterdam = std::chrono::locate_zone("Europe/Amsterdam"); for (int64_t i = 0; i < table->num_rows(); i++) { DistanceKey key( BasicJourneyKey( std::string(data_owner_codes->Value(i)), std::string(line_planning_numbers->Value(i)), journey_numbers->Value(i)), std::string(user_stop_codes->Value(i))); uint32_t distance_since_last_user_stop = distance_since_last_user_stops->Value(i); if (distance_map.contains(key)) { uint32_t total_distance = distance_since_last_user_stop + static_cast(distance_map.at(key)); ARROW_RETURN_NOT_OK(distance_since_start_of_journey_builder.Append(total_distance)); } else { ARROW_RETURN_NOT_OK(distance_since_start_of_journey_builder.AppendNull()); } // Welp, this has gotten a bit complicated! std::chrono::sys_seconds timestamp(std::chrono::floor(std::chrono::milliseconds(timestamps->Value(i)))); std::chrono::zoned_seconds zoned_timestamp(amsterdam, timestamp); std::chrono::local_seconds local_timestamp(zoned_timestamp); std::chrono::local_days local_date = std::chrono::floor(local_timestamp); std::chrono::year_month_day date(local_date); std::chrono::weekday day_of_week(local_date); std::chrono::hh_mm_ss time(local_timestamp - local_date); std::chrono::sys_days unix_date(date); int64_t iso_day_of_week = day_of_week.iso_encoding(); int32_t unix_days = static_cast(unix_date.time_since_epoch().count()); int32_t secs_since_midnight = static_cast(std::chrono::seconds(time).count()); ARROW_RETURN_NOT_OK(day_of_week_builder.Append(iso_day_of_week)); ARROW_RETURN_NOT_OK(date_builder.Append(unix_days)); ARROW_RETURN_NOT_OK(local_time_builder.Append(secs_since_midnight)); } ARROW_ASSIGN_OR_RAISE(auto distance_since_start_of_journey_col_chunk, distance_since_start_of_journey_builder.Finish()); ARROW_ASSIGN_OR_RAISE(auto day_of_week_col_chunk, day_of_week_builder.Finish()); ARROW_ASSIGN_OR_RAISE(auto date_col_chunk, date_builder.Finish()); ARROW_ASSIGN_OR_RAISE(auto local_time_col_chunk, local_time_builder.Finish()); auto distance_since_start_of_journey_col = std::make_shared(distance_since_start_of_journey_col_chunk); auto day_of_week_col = std::make_shared(day_of_week_col_chunk); auto date_col = std::make_shared(date_col_chunk); auto local_time_col = std::make_shared(local_time_col_chunk); ARROW_ASSIGN_OR_RAISE(table, table->AddColumn( table->num_columns(), field_distance_since_start_of_journey, distance_since_start_of_journey_col)); ARROW_ASSIGN_OR_RAISE(table, table->AddColumn(table->num_columns(), field_day_of_week, day_of_week_col)); ARROW_ASSIGN_OR_RAISE(table, table->AddColumn(table->num_columns(), field_date, date_col)); ARROW_ASSIGN_OR_RAISE(table, table->AddColumn(table->num_columns(), field_local_time, local_time_col)); return table; } arrow::Status processTables(Kv1Records &records, Kv1Index &index) { std::shared_ptr input; ARROW_ASSIGN_OR_RAISE(input, arrow::io::ReadableFile::Open("oeuf-input.parquet")); std::unique_ptr arrow_reader; ARROW_RETURN_NOT_OK(parquet::arrow::OpenFile(input, arrow::default_memory_pool(), &arrow_reader)); std::shared_ptr table; ARROW_RETURN_NOT_OK(arrow_reader->ReadTable(&table)); std::cerr << "Input KV6 file has " << table->num_rows() << " rows" << std::endl; ARROW_ASSIGN_OR_RAISE(BasicJourneyKeySet journeys, basicJourneys(table)); std::cerr << "Found " << journeys.size() << " distinct journeys" << std::endl; DistanceMap distance_map = makeDistanceMap(records, index, journeys); std::cerr << "Distance map has " << distance_map.size() << " keys" << std::endl; std::cerr << "Creating augmented table" << std::endl; ARROW_ASSIGN_OR_RAISE(std::shared_ptr augmented, augment(table, distance_map)); std::cerr << "Writing augmented table" << std::endl; return writeArrowTableAsParquetFile(*augmented, "oeuf-augmented.parquet"); } int main(int argc, char *argv[]) { Kv1Records records; if (!parse(records)) { fputs("Error parsing records, exiting\n", stderr); return EXIT_FAILURE; } printParsedRecords(records); fputs("Indexing...\n", stderr); Kv1Index index(&records); fprintf(stderr, "Indexed %lu records\n", index.size()); // Only notice assignments are not indexed. If this equality is not valid, // then this means that we had duplicate keys or that something else went // wrong. That would really not be great. assert(index.size() == records.size() - records.notice_assignments.size()); printIndexSize(index); fputs("Linking records...\n", stderr); kv1LinkRecords(index); fputs("Done linking\n", stderr); arrow::Status st = processTables(records, index); if (!st.ok()) { std::cerr << "Failed to process tables: " << st << std::endl; return EXIT_FAILURE; } }