KnnIndex.h

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// ----------------------------------------------------------------------------
// -                        CloudViewer: www.cloudViewer.org                  -
// ----------------------------------------------------------------------------
// Copyright (c) 2018-2024 www.cloudViewer.org
// SPDX-License-Identifier: MIT
// ----------------------------------------------------------------------------
 
#pragma once
 
#include <Logging.h>
 
#include "cloudViewer/core/Dtype.h"
#include "cloudViewer/core/Tensor.h"
#include "cloudViewer/core/nns/NNSIndex.h"
#include "cloudViewer/core/nns/NeighborSearchCommon.h"
 
namespace cloudViewer {
namespace core {
namespace nns {
 
#ifdef BUILD_CUDA_MODULE
template <class T, class TIndex>
void KnnSearchCUDA(const Tensor& points,
                   const Tensor& points_row_splits,
                   const Tensor& queries,
                   const Tensor& queries_row_splits,
                   int knn,
                   Tensor& neighbors_index,
                   Tensor& neighbors_row_splits,
                   Tensor& neighbors_distance);
#endif
 
class KnnIndex : public NNSIndex {
public:
    KnnIndex();
 
    KnnIndex(const Tensor& dataset_points);
    KnnIndex(const Tensor& dataset_points, const Dtype& index_dtype);
    ~KnnIndex();
    KnnIndex(const KnnIndex&) = delete;
    KnnIndex& operator=(const KnnIndex&) = delete;
 
public:
    bool SetTensorData(const Tensor& dataset_points,
                       const Dtype& index_dtype = core::Int64) override;
    bool SetTensorData(const Tensor& dataset_points,
                       const Tensor& points_row_splits,
                       const Dtype& index_dtype = core::Int64);
    bool SetTensorData(const Tensor& dataset_points,
                       double radius,
                       const Dtype& index_dtype = core::Int64) override {
        utility::LogError(
                "[KnnIndex::SetTensorData with radius not implemented.");
    }
 
    std::pair<Tensor, Tensor> SearchKnn(const Tensor& query_points,
                                        int knn) const override;
 
    std::pair<Tensor, Tensor> SearchKnn(const Tensor& query_points,
                                        const Tensor& queries_row_splits,
                                        int knn) const;
 
    std::tuple<Tensor, Tensor, Tensor> SearchRadius(const Tensor& query_points,
                                                    const Tensor& radii,
                                                    bool sort) const override {
        utility::LogError("KnnIndex::SearchRadius not implemented.");
    }
 
    std::tuple<Tensor, Tensor, Tensor> SearchRadius(const Tensor& query_points,
                                                    const double radius,
                                                    bool sort) const override {
        utility::LogError("KnnIndex::SearchRadius not implemented.");
    }
 
    std::tuple<Tensor, Tensor, Tensor> SearchHybrid(
            const Tensor& query_points,
            const double radius,
            const int max_knn) const override {
        utility::LogError("KnnIndex::SearchHybrid not implemented.");
    }
 
protected:
    Tensor points_row_splits_;
};
 
}  // namespace nns
}  // namespace core
}  // namespace cloudViewer