// Copyright (c) ppy Pty Ltd . Licensed under the MIT Licence. // See the LICENCE file in the repository root for full licence text. using System; using System.Collections.Generic; using System.Linq; using osu.Game.Rulesets.Difficulty.Preprocessing; using osu.Game.Rulesets.Osu.Difficulty.Preprocessing; using osu.Game.Rulesets.Osu.Objects; namespace osu.Game.Rulesets.Osu.Difficulty.Evaluators { public static class RhythmEvaluator { private readonly struct Island : IEquatable { public Island() { } public Island(int firstDelta, double epsilon) { AddDelta(firstDelta, epsilon); } public List Deltas { get; } = new List(); public void AddDelta(int delta, double epsilon) { int existingDelta = Deltas.FirstOrDefault(x => Math.Abs(x - delta) >= epsilon); Deltas.Add(existingDelta == default ? delta : existingDelta); } public double AverageDelta() => Deltas.Count > 0 ? Math.Max(Deltas.Average(), OsuDifficultyHitObject.MIN_DELTA_TIME) : 0; public bool IsSimilarPolarity(Island other, double epsilon) { // consider islands to be of similar polarity only if they're having the same average delta (we don't want to consider 3 singletaps similar to a triple) return Math.Abs(AverageDelta() - other.AverageDelta()) < epsilon && Deltas.Count % 2 == other.Deltas.Count % 2; } public override int GetHashCode() { // we need to compare all deltas and they must be in the exact same order we added them string joinedDeltas = string.Join(string.Empty, Deltas); return joinedDeltas.GetHashCode(); } public bool Equals(Island other) { return other.GetHashCode() == GetHashCode(); } public override bool Equals(object? obj) { return obj?.GetHashCode() == GetHashCode(); } } private const int history_time_max = 5 * 1000; // 5 seconds of calculatingRhythmBonus max. private const double rhythm_multiplier = 1.05; private const int max_island_size = 7; /// /// Calculates a rhythm multiplier for the difficulty of the tap associated with historic data of the current . /// public static double EvaluateDifficultyOf(DifficultyHitObject current) { if (current.BaseObject is Spinner) return 0; double rhythmComplexitySum = 0; var island = new Island(); var previousIsland = new Island(); Dictionary islandCounts = new Dictionary(); double startRatio = 0; // store the ratio of the current start of an island to buff for tighter rhythms bool firstDeltaSwitch = false; int historicalNoteCount = Math.Min(current.Index, 32); int rhythmStart = 0; while (rhythmStart < historicalNoteCount - 2 && current.StartTime - current.Previous(rhythmStart).StartTime < history_time_max) rhythmStart++; OsuDifficultyHitObject prevObj = (OsuDifficultyHitObject)current.Previous(rhythmStart); OsuDifficultyHitObject lastObj = (OsuDifficultyHitObject)current.Previous(rhythmStart + 1); for (int i = rhythmStart; i > 0; i--) { OsuDifficultyHitObject currObj = (OsuDifficultyHitObject)current.Previous(i - 1); double currHistoricalDecay = (history_time_max - (current.StartTime - currObj.StartTime)) / history_time_max; // scales note 0 to 1 from history to now currHistoricalDecay = Math.Min((double)(historicalNoteCount - i) / historicalNoteCount, currHistoricalDecay); // either we're limited by time or limited by object count. double currDelta = currObj.StrainTime; double prevDelta = prevObj.StrainTime; double lastDelta = lastObj.StrainTime; double currRatio = 1.0 + 8.0 * Math.Min(0.5, Math.Pow(Math.Sin(Math.PI / (Math.Min(prevDelta, currDelta) / Math.Max(prevDelta, currDelta))), 2)); // fancy function to calculate rhythmbonuses. double windowPenalty = Math.Min(1, Math.Max(0, Math.Abs(prevDelta - currDelta) - currObj.HitWindowGreat * 0.3) / (currObj.HitWindowGreat * 0.3)); windowPenalty = Math.Min(1, windowPenalty); double effectiveRatio = windowPenalty * currRatio; double deltaDifferenceEpsilon = currObj.HitWindowGreat * 0.3; if (firstDeltaSwitch) { if (!(Math.Abs(prevDelta - currDelta) > deltaDifferenceEpsilon)) { if (island.Deltas.Count < max_island_size) { // island is still progressing island.AddDelta((int)currDelta, deltaDifferenceEpsilon); } } else { if (currObj.BaseObject is Slider) // bpm change is into slider, this is easy acc window effectiveRatio *= 0.125; if (prevObj.BaseObject is Slider) // bpm change was from a slider, this is easier typically than circle -> circle effectiveRatio *= 0.25; if (island.IsSimilarPolarity(previousIsland, deltaDifferenceEpsilon)) // repeated island polartiy (2 -> 4, 3 -> 5) effectiveRatio *= 0.50; if (lastDelta > prevDelta + deltaDifferenceEpsilon && prevDelta > currDelta + deltaDifferenceEpsilon) // previous increase happened a note ago, 1/1->1/2-1/4, dont want to buff this. effectiveRatio *= 0.125; if (!islandCounts.TryAdd(island, 1)) { islandCounts[island]++; // repeated island (ex: triplet -> triplet) double power = logistic(island.AverageDelta(), 4, 0.165, 10); effectiveRatio *= Math.Min(1.0 / islandCounts[island], Math.Pow(1.0 / islandCounts[island], power)); } rhythmComplexitySum += Math.Sqrt(effectiveRatio * startRatio) * currHistoricalDecay; startRatio = effectiveRatio; previousIsland = island; if (prevDelta + deltaDifferenceEpsilon < currDelta) // we're slowing down, stop counting firstDeltaSwitch = false; // if we're speeding up, this stays true and we keep counting island size. island = new Island((int)currDelta, deltaDifferenceEpsilon); } } else if (prevDelta > currDelta + deltaDifferenceEpsilon) // we want to be speeding up. { // Begin counting island until we change speed again. firstDeltaSwitch = true; startRatio = effectiveRatio; island = new Island((int)currDelta, deltaDifferenceEpsilon); } lastObj = prevObj; prevObj = currObj; } return Math.Sqrt(4 + rhythmComplexitySum * rhythm_multiplier) / 2; //produces multiplier that can be applied to strain. range [1, infinity) (not really though) } private static double logistic(double x, double maxValue, double multiplier, double offset) => (maxValue / (1 + Math.Pow(Math.E, offset - (multiplier * x)))); } }