92 lines
2.7 KiB
C++
92 lines
2.7 KiB
C++
#ifndef HUMANUS_MEMORY_MEM0_VECTOR_STORE_BASE_H
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#define HUMANUS_MEMORY_MEM0_VECTOR_STORE_BASE_H
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#include "hnswlib/hnswlib.h"
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namespace humanus {
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namespace mem0 {
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struct VectorStoreConfig {
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int dim = 16; // Dimension of the elements
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int max_elements = 10000; // Maximum number of elements, should be known beforehand
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int M = 16; // Tightly connected with internal dimensionality of the data
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// strongly affects the memory consumption
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int ef_construction = 200; // Controls index search speed/build speed tradeoff
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enum class Metric {
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L2,
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IP
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};
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Metric metric = Metric::L2;
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};
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struct VectorStoreBase {
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VectorStoreConfig config;
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VectorStoreBase(const VectorStoreConfig& config) : config(config) {
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reset();
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}
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virtual void reset() = 0;
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/**
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* @brief 插入向量到集合中
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* @param vectors 向量数据
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* @param payloads 可选的负载数据
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* @param ids 可选的ID列表
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* @return 插入的向量ID列表
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*/
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virtual std::vector<size_t> insert(const std::vector<std::vector<float>>& vectors,
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const std::vector<std::string>& payloads = {},
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const std::vector<size_t>& ids = {}) = 0;
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/**
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* @brief 搜索相似向量
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* @param query 查询向量
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* @param limit 返回结果数量限制
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* @param filters 可选的过滤条件
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* @return 相似向量的ID和距离
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*/
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std::vector<std::pair<size_t, std::vector<float>>> search(const std::vector<float>& query,
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int limit = 5,
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const std::string& filters = "") = 0;
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/**
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* @brief 通过ID删除向量
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* @param vector_id 向量ID
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*/
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virtual void delete_vector(size_t vector_id) = 0;
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/**
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* @brief 更新向量及其负载
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* @param vector_id 向量ID
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* @param vector 可选的新向量数据
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* @param payload 可选的新负载数据
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*/
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virtual void update(size_t vector_id,
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const std::vector<float>* vector = nullptr,
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const std::string* payload = nullptr) = 0;
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/**
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* @brief 通过ID获取向量
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* @param vector_id 向量ID
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* @return 向量数据
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*/
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virtual std::vector<float> get(size_t vector_id) = 0;
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/**
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* @brief 列出所有记忆
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* @param filters 可选的过滤条件
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* @param limit 可选的结果数量限制
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* @return 记忆ID列表
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*/
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virtual std::vector<size_t> list(const std::string& filters = "", int limit = 0) = 0;
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};
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}
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}
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#endif // HUMANUS_MEMORY_MEM0_VECTOR_STORE_BASE_H
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