Program Listing for File distance.h

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// Copyright 2017 Kakao Corp. <http://www.kakaocorp.com>
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
//     http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.

#pragma once

#include <eigen3/Eigen/Dense>

#include "hnsw_node.h"

namespace n2
{
class L2Distance {
public:
    inline float operator()(const float* v1, const float* v2, size_t qty) const {
        Eigen::Map<const Eigen::VectorXf, Eigen::Unaligned> p(v1, qty, 1), q(v2, qty, 1);
        return (p - q).squaredNorm();
    }
    inline float operator()(const HnswNode* n1, const HnswNode* n2, size_t qty) const {
        return (*this)(n1->GetData(), n2->GetData(), qty);
    }
};

class AngularDistance {
public:
    inline float operator()(const float* v1, const float* v2, size_t qty) const {
        Eigen::Map<const Eigen::VectorXf, Eigen::Unaligned> p(v1, qty, 1), q(v2, qty, 1);
        return 1.0 - p.dot(q);
    }
    inline float operator()(const HnswNode* n1, const HnswNode* n2, size_t qty) const {
        return (*this)(n1->GetData(), n2->GetData(), qty);
    }
};

class DotDistance {
public:
    inline float operator()(const float* v1, const float* v2, size_t qty) const {
        Eigen::Map<const Eigen::VectorXf, Eigen::Unaligned> p(v1, qty, 1), q(v2, qty, 1);
        return -p.dot(q);
    }
    inline float operator()(const HnswNode* n1, const HnswNode* n2, size_t qty) const {
        return (*this)(n1->GetData(), n2->GetData(), qty);
    }
};

} // namespace n2