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hnswalg.h
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// Copyright (c) 2017 Dmitry Baranchuk
//
// Permission is hereby granted, free of charge, to any person obtaining a copy
// of this software and associated documentation files (the "Software"), to deal
// in the Software without restriction, including without limitation the rights
// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
// copies of the Software, and to permit persons to whom the Software is
// furnished to do so, subject to the following conditions:
//
// The above copyright notice and this permission notice shall be included in all
// copies or substantial portions of the Software.
//
// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
// SOFTWARE.
#pragma once
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <stdint.h>
#include <unordered_map>
#include <unordered_set>
#include <map>
#include <cmath>
#include <queue>
#include <stdexcept>
extern "C" {
#include "embedding.h"
}
struct HierarchicalNSW : HnswMetadata
{
public:
HierarchicalNSW(size_t dim, size_t maxelements, size_t M, size_t maxM, size_t efConstruction);
~HierarchicalNSW();
inline coord_t *getDataByInternalId(idx_t internal_id) const {
return (coord_t *)&data_level0_memory[internal_id * size_data_per_element + offset_data];
}
inline idx_t *get_linklist0(idx_t internal_id) const {
return (idx_t*)&data_level0_memory[internal_id * size_data_per_element];
}
inline label_t *getExternalLabel(idx_t internal_id) const {
return (label_t *)&data_level0_memory[internal_id * size_data_per_element + offset_label];
}
std::priority_queue<std::pair<dist_t, idx_t>> searchBaseLayer(const coord_t *x, size_t ef);
void getNeighborsByHeuristic(std::priority_queue<std::pair<dist_t, idx_t>> &topResults, size_t NN);
void mutuallyConnectNewElement(const coord_t *x, idx_t id, std::priority_queue<std::pair<dist_t, idx_t>> topResults);
void addPoint(const coord_t *point, label_t label);
std::priority_queue<std::pair<dist_t, label_t>> searchKnn(const coord_t *query_data, size_t k);
};