Exemple #1
0
        public static void Initialize()
        {
            Database.SetInitializer<LevelsContext>(new DropCreateDatabaseAlways<LevelsContext>());

            using (var levelsContext = new LevelsContext())
            {
                int count = levelsContext.Levels.Count();

                if (count < MIN_LEVELS)
                {
                    for (int i = count; i < MIN_LEVELS; i++)
                        levelsContext.Levels.Add(GenerateRandomLevel());
                }
                else if (count > MAX_LEVELS)
                {
                    int toRemove = MAX_LEVELS - count;
                    var levelsToRemove = levelsContext.Levels.OrderBy(level => levelsContext.GetAverageRatingForLevel(level)).Take(toRemove);

                    levelsContext.Levels.RemoveRange(levelsToRemove);
                }
                levelsContext.SaveChanges();
            }
            MaintainThread = new Thread(Maintain);
            MaintainThread.Start();
        }
Exemple #2
0
        /// <summary>
        /// This method runs for the life of the program, slowly evolving the level set.
        /// </summary>
        private static void Maintain()
        {
            int lastRatingsCount = 0;
            while (!IsClosing)
            {
                Thread.Sleep(1000);
                using (var levelsContext = new LevelsContext())
                {
                    int ratingsCount = levelsContext.Ratings.Count();
                    if (ratingsCount < lastRatingsCount)
                        lastRatingsCount = ratingsCount;

                    if (ratingsCount - lastRatingsCount > 10)
                    {
                        const int descendants = 3;
                        var parents = levelsContext.Levels.OrderByDescending(level => levelsContext.GetAverageRatingForLevel(level)).Take(2 * descendants).ToList();

                        for (int i = 0; i < descendants * 2; i += 2)
                        {
                            Level l1 = parents[i].Level.Mutate(MUTATION_RATE);
                            Level l2 = parents[i + 1].Level.Mutate(MUTATION_RATE);
                            Level newLevel = l1.Crossover(l2, CROSSOVER_RATE);
                            levelsContext.Levels.Add(newLevel);
                        }
                    }
                    lastRatingsCount = ratingsCount;
                    levelsContext.SaveChanges();
                }
            }
        }