Try not to suggest same audio tracks
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@@ -49,6 +49,7 @@
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#include "math/PrincipalComponents.hpp"
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#include "math/StatsAccumulator.hpp"
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#include "NearDuplicateEmbeddingConstraint.hpp"
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#include "track-selection-constraints/DuplicateTrackConstraint.hpp"
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#include "track-selection-constraints/InterpolationFitConstraint.hpp"
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#include "track-selection-constraints/MaxDistanceConstraint.hpp"
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@@ -115,9 +116,11 @@ namespace lms::recommendation
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constexpr float smoothTransitionWeight{ 0.2F };
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constexpr float sameReleaseWeight{ 0.5F };
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constexpr float sameArtistWeight{ 0.5F };
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constexpr float nearDuplicateThreshold{ 0.01F };
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_similarityEvaluator = {};
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_similarityEvaluator.addHardConstraint(std::make_unique<DuplicateTrackConstraint>());
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_similarityEvaluator.addHardConstraint(std::make_unique<NearDuplicateEmbeddingConstraint<ReducedDimCount>>(_trackVectors, nearDuplicateThreshold));
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_similarityEvaluator.addHardConstraint(std::make_unique<MaxDistanceConstraint>(_trackDistanceThreshold));
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_similarityEvaluator.addSoftConstraint(std::make_unique<InterpolationFitConstraint>(), interpolationFitWeight);
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_similarityEvaluator.addSoftConstraint(std::make_unique<SmoothTransitionConstraint>(), smoothTransitionWeight);
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@@ -126,6 +129,7 @@ namespace lms::recommendation
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_pathEvaluator = {};
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_pathEvaluator.addHardConstraint(std::make_unique<DuplicateTrackConstraint>());
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_pathEvaluator.addHardConstraint(std::make_unique<NearDuplicateEmbeddingConstraint<ReducedDimCount>>(_trackVectors, nearDuplicateThreshold));
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_pathEvaluator.addSoftConstraint(std::make_unique<InterpolationFitConstraint>(), interpolationFitWeight);
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_pathEvaluator.addSoftConstraint(std::make_unique<SmoothTransitionConstraint>(), smoothTransitionWeight);
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_pathEvaluator.addSoftConstraint(std::make_unique<SameReleaseConstraint>(_trackMetadata), sameReleaseWeight);
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+68
@@ -0,0 +1,68 @@
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/*
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* Copyright (C) 2026 Emeric Poupon
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*
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* This file is part of LMS.
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*
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* LMS is free software: you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation, either version 3 of the License, or
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* (at your option) any later version.
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*
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* LMS is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with LMS. If not, see <http://www.gnu.org/licenses/>.
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*/
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#pragma once
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#include <unordered_map>
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#include "database/objects/TrackId.hpp"
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#include "math/NormalizedCosineDistance.hpp"
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#include "math/Vector.hpp"
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#include "track-selection-constraints/ITrackCandidateHardConstraint.hpp"
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#include "Types.hpp"
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namespace lms::recommendation
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{
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// Rejects any candidate whose embedding is closer than 'threshold' to any already-selected
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// track's embedding — catches the same recording appearing in multiple compilations.
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template<std::size_t ReducedDimCount>
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class NearDuplicateEmbeddingConstraint : public ITrackCandidateHardConstraint
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{
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public:
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using ReducedVector = math::Vector<ReducedDimCount, FloatType>;
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using TrackVectorMap = std::unordered_map<db::TrackId, const ReducedVector*>;
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NearDuplicateEmbeddingConstraint(const TrackVectorMap& trackVectors, float threshold)
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: _trackVectors{ trackVectors }
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, _threshold{ threshold }
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{
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}
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bool rejects(const TrackCandidateContext& context) const override
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{
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const auto itCandidate{ _trackVectors.find(context.candidateTrackId) };
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if (itCandidate == _trackVectors.cend())
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return false;
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const math::NormalizedCosineDistance distFunc{ *itCandidate->second };
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for (const db::TrackId selectedId : context.selectedTracks)
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{
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const auto it{ _trackVectors.find(selectedId) };
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if (it != _trackVectors.cend() && distFunc(*it->second) < _threshold)
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return true;
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}
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return false;
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}
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private:
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const TrackVectorMap& _trackVectors;
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float _threshold;
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};
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} // namespace lms::recommendation
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