155 lines
4.8 KiB
Dart
155 lines
4.8 KiB
Dart
import 'dart:math';
|
|
import 'package:lunchpick/domain/entities/restaurant.dart';
|
|
import 'package:lunchpick/domain/entities/user_settings.dart';
|
|
import 'package:lunchpick/domain/entities/visit_record.dart';
|
|
import 'package:lunchpick/domain/entities/weather_info.dart';
|
|
import 'package:lunchpick/core/utils/distance_calculator.dart';
|
|
|
|
/// 추천 엔진 설정
|
|
class RecommendationConfig {
|
|
final double userLatitude;
|
|
final double userLongitude;
|
|
final double maxDistance;
|
|
final List<String> selectedCategories;
|
|
final UserSettings userSettings;
|
|
final WeatherInfo? weather;
|
|
final DateTime currentTime;
|
|
|
|
RecommendationConfig({
|
|
required this.userLatitude,
|
|
required this.userLongitude,
|
|
required this.maxDistance,
|
|
required this.selectedCategories,
|
|
required this.userSettings,
|
|
this.weather,
|
|
DateTime? currentTime,
|
|
}) : currentTime = currentTime ?? DateTime.now();
|
|
}
|
|
|
|
/// 추천 엔진 UseCase
|
|
class RecommendationEngine {
|
|
final Random _random = Random();
|
|
|
|
/// 추천 생성
|
|
Future<Restaurant?> generateRecommendation({
|
|
required List<Restaurant> allRestaurants,
|
|
required List<VisitRecord> recentVisits,
|
|
required RecommendationConfig config,
|
|
}) async {
|
|
// 1단계: 거리 필터링
|
|
final restaurantsInRange = _filterByDistance(allRestaurants, config);
|
|
if (restaurantsInRange.isEmpty) return null;
|
|
|
|
// 2단계: 재방문 방지 필터링
|
|
final eligibleRestaurants = _filterByRevisitPrevention(
|
|
restaurantsInRange,
|
|
recentVisits,
|
|
config.userSettings.revisitPreventionDays,
|
|
);
|
|
if (eligibleRestaurants.isEmpty) return null;
|
|
|
|
// 3단계: 카테고리 필터링
|
|
final filteredByCategory = _filterByCategory(
|
|
eligibleRestaurants,
|
|
config.selectedCategories,
|
|
);
|
|
if (filteredByCategory.isEmpty) return null;
|
|
|
|
// 4단계: 가중치 계산 및 선택
|
|
return _selectWithWeights(filteredByCategory, config);
|
|
}
|
|
|
|
/// 거리 기반 필터링
|
|
List<Restaurant> _filterByDistance(
|
|
List<Restaurant> restaurants,
|
|
RecommendationConfig config,
|
|
) {
|
|
// 날씨에 따른 최대 거리 조정
|
|
double effectiveMaxDistance = config.maxDistance;
|
|
if (config.weather != null && config.weather!.current.isRainy) {
|
|
// 비가 올 때는 거리를 70%로 줄임
|
|
effectiveMaxDistance *= 0.7;
|
|
}
|
|
|
|
return restaurants.where((restaurant) {
|
|
final distance = DistanceCalculator.calculateDistance(
|
|
lat1: config.userLatitude,
|
|
lon1: config.userLongitude,
|
|
lat2: restaurant.latitude,
|
|
lon2: restaurant.longitude,
|
|
);
|
|
return distance <= effectiveMaxDistance;
|
|
}).toList();
|
|
}
|
|
|
|
/// 재방문 방지 필터링
|
|
List<Restaurant> _filterByRevisitPrevention(
|
|
List<Restaurant> restaurants,
|
|
List<VisitRecord> recentVisits,
|
|
int preventionDays,
|
|
) {
|
|
final now = DateTime.now();
|
|
final cutoffDate = now.subtract(Duration(days: preventionDays));
|
|
|
|
// 최근 n일 내 방문한 식당 ID 수집
|
|
final recentlyVisitedIds = recentVisits
|
|
.where((visit) => visit.visitDate.isAfter(cutoffDate))
|
|
.map((visit) => visit.restaurantId)
|
|
.toSet();
|
|
|
|
// 최근 방문하지 않은 식당만 필터링
|
|
final filtered = restaurants.where((restaurant) {
|
|
return !recentlyVisitedIds.contains(restaurant.id);
|
|
}).toList();
|
|
|
|
if (filtered.isNotEmpty) return filtered;
|
|
|
|
// 모든 식당이 제외되면 가장 오래전에 방문한 식당을 반환
|
|
final lastVisitByRestaurant = <String, DateTime>{};
|
|
for (final visit in recentVisits) {
|
|
final current = lastVisitByRestaurant[visit.restaurantId];
|
|
if (current == null || visit.visitDate.isAfter(current)) {
|
|
lastVisitByRestaurant[visit.restaurantId] = visit.visitDate;
|
|
}
|
|
}
|
|
|
|
Restaurant? oldestRestaurant;
|
|
DateTime? oldestVisitDate;
|
|
for (final restaurant in restaurants) {
|
|
final lastVisit = lastVisitByRestaurant[restaurant.id];
|
|
if (lastVisit == null) continue;
|
|
|
|
if (oldestVisitDate == null || lastVisit.isBefore(oldestVisitDate)) {
|
|
oldestVisitDate = lastVisit;
|
|
oldestRestaurant = restaurant;
|
|
}
|
|
}
|
|
|
|
return oldestRestaurant != null ? [oldestRestaurant] : restaurants;
|
|
}
|
|
|
|
/// 카테고리 필터링
|
|
List<Restaurant> _filterByCategory(
|
|
List<Restaurant> restaurants,
|
|
List<String> selectedCategories,
|
|
) {
|
|
if (selectedCategories.isEmpty) {
|
|
return restaurants;
|
|
}
|
|
return restaurants.where((restaurant) {
|
|
return selectedCategories.contains(restaurant.category);
|
|
}).toList();
|
|
}
|
|
|
|
/// 가중치 기반 선택
|
|
Restaurant? _selectWithWeights(
|
|
List<Restaurant> restaurants,
|
|
RecommendationConfig config,
|
|
) {
|
|
if (restaurants.isEmpty) return null;
|
|
|
|
// 가중치 미적용: 거리/방문 필터를 통과한 식당 중 균등 무작위 선택
|
|
return restaurants[_random.nextInt(restaurants.length)];
|
|
}
|
|
}
|