// Copyright (C) 2019-2020 Zilliz. All rights reserved. // // 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 #include #include #include "Status.h" /** \brief Milvus SDK namespace */ namespace milvus { /** * @brief Index Type */ enum class IndexType { INVALID = 0, FLAT = 1, IVFFLAT = 2, IVFSQ8 = 3, RNSG = 4, IVFSQ8H = 5, IVFPQ = 6, SPTAGKDT = 7, SPTAGBKT = 8, HNSW = 11, }; enum class MetricType { L2 = 1, // Euclidean Distance IP = 2, // Cosine Similarity HAMMING = 3, // Hamming Distance JACCARD = 4, // Jaccard Distance TANIMOTO = 5, // Tanimoto Distance }; /** * @brief Connect API parameter */ struct ConnectParam { std::string ip_address; ///< Server IP address std::string port; ///< Server PORT }; /** * @brief Collection parameters */ struct CollectionParam { std::string collection_name; ///< Collection_name name int64_t dimension = 0; ///< Vector dimension, must be a positive value int64_t index_file_size = 1024; ///< Index file size, must be a positive value, unit: MB MetricType metric_type = MetricType::L2; ///< Index metric type }; /** * @brief Entity inserted, currently each entity represent a vector */ struct Entity { std::vector float_data; ///< Vector raw float data std::vector binary_data; ///< Vector raw binary data }; /** * @brief TopK query result */ struct QueryResult { std::vector ids; ///< Query entity ids result std::vector distances; ///< Query distances result }; using TopKQueryResult = std::vector; ///< Topk query result /** * @brief Index parameters * Note: extra_params is extra parameters list, it must be json format * For different index type, parameter list is different accordingly, for example: * FLAT/IVFLAT/SQ8: {nlist: 16384} * ///< nlist range:[1, 999999] * IVFPQ: {nlist: 16384, m: 12} * ///< nlist range:[1, 999999] * ///< m is decided by dim and have a couple of results. * NSG: {search_length: 45, out_degree:50, candidate_pool_size:300, knng:100} * ///< search_length range:[10, 300] * ///< out_degree range:[5, 300] * ///< candidate_pool_size range:[50, 1000] * ///< knng range:[5, 300] * HNSW {M: 16, efConstruction:300} * ///< M range:[5, 48] * ///< efConstruction range:[100, 500] */ struct IndexParam { std::string collection_name; ///< Collection name for create index IndexType index_type; ///< Index type std::string extra_params; ///< Extra parameters according to different index type, must be json format }; /** * @brief partition parameters */ struct PartitionParam { std::string collection_name; std::string partition_tag; }; using PartitionTagList = std::vector; /** * @brief segment statistics */ struct SegmentStat { std::string segment_name; ///< Segment name int64_t row_count; ///< Segment row count std::string index_name; ///< Segment index name int64_t data_size; ///< Segment data size }; /** * @brief partition statistics */ struct PartitionStat { std::string tag; ///< Partition tag int64_t row_count; ///< Partition row count std::vector segments_stat; ///< Partition's segments statistics }; /** * @brief collection info */ struct CollectionInfo { int64_t total_row_count; ///< Collection total entity count std::vector partitions_stat; ///< Collection's partitions statistics }; /** * @brief SDK main class */ class Connection { public: /** * @brief Create connection * * Create a connection instance and return it's shared pointer * * @return connection instance pointer */ static std::shared_ptr Create(); /** * @brief Destroy connection * * Destroy the connection instance * * @param connection, the shared pointer to the instance to be destroyed * * @return if destroy is successful */ static Status Destroy(std::shared_ptr& connection_ptr); /** * @brief Connect * * This method is used to connect server. * Connect function should be called before any operations. * * @param param, use to provide server information * * @return Indicate if connect is successful */ virtual Status Connect(const ConnectParam& connect_param) = 0; /** * @brief Connect * * This method is used to connect server. * Connect function should be called before any operations. * * @param uri, use to provide server uri, example: milvus://ipaddress:port * * @return Indicate if connect is successful */ virtual Status Connect(const std::string& uri) = 0; /** * @brief Connected * * This method is used to test whether server is connected. * * @return Indicate if connection status */ virtual Status Connected() const = 0; /** * @brief Disconnect * * This method is used to disconnect server. * * @return Indicate if disconnect is successful */ virtual Status Disconnect() = 0; /** * @brief Get the client version * * This method is used to give the client version. * * @return Client version. */ virtual std::string ClientVersion() const = 0; /** * @brief Get the server version * * This method is used to give the server version. * * @return Server version. */ virtual std::string ServerVersion() const = 0; /** * @brief Get the server status * * This method is used to give the server status. * * @return Server status. */ virtual std::string ServerStatus() const = 0; /** * @brief Get config method * * This method is used to set config. * * @param node_name, config node name. * @param value, config value. * * @return Indicate if this operation is successful. */ virtual Status GetConfig(const std::string& node_name, std::string& value) const = 0; /** * @brief Set config method * * This method is used to set config. * * @param node_name, config node name. * @param value, config value. * * @return Indicate if this operation is successful. */ virtual Status SetConfig(const std::string& node_name, const std::string& value) const = 0; /** * @brief Create collection method * * This method is used to create collection. * * @param param, use to provide collection information to be created. * * @return Indicate if collection is created successfully */ virtual Status CreateCollection(const CollectionParam& param) = 0; /** * @brief Test collection existence method * * This method is used to test collection existence. * * @param collection_name, target collection's name. * * @return Indicate if collection is cexist */ virtual bool HasCollection(const std::string& collection_name) = 0; /** * @brief Drop collection method * * This method is used to drop collection(and its partitions). * * @param collection_name, target collection's name. * * @return Indicate if collection is drop successfully. */ virtual Status DropCollection(const std::string& collection_name) = 0; /** * @brief Create index method * * This method is used to create index for whole collection(and its partitions). * * @param index_param, use to provide index information to be created. * * @return Indicate if create index successfully. */ virtual Status CreateIndex(const IndexParam& index_param) = 0; /** * @brief Insert entity to collection * * This method is used to insert vector array to collection. * * @param collection_name, target collection's name. * @param partition_tag, target partition's tag, keep empty if no partition specified. * @param entity_array, entity array is inserted, each entitu represent a vector. * @param id_array, * specify id for each entity, * if this array is empty, milvus will generate unique id for each entity, * and return all ids by this parameter. * * @return Indicate if entity array are inserted successfully */ virtual Status Insert(const std::string& collection_name, const std::string& partition_tag, const std::vector& entity_array, std::vector& id_array) = 0; /** * @brief Get entity data by id * * This method is used to get entity data by id from a collection. * Return the first found entity if there are entities with duplicated id * * @param collection_name, target collection's name. * @param entity_id, target entity id. * @param entity_data, returned entity data. * * @return Indicate if the operation is succeed. */ virtual Status GetEntityByID(const std::string& collection_name, int64_t entity_id, Entity& entity_data) = 0; /** * @brief Get entity ids from a segment * * This method is used to get entity ids from a segment * Return all entity(not deleted) ids * * @param collection_name, target collection's name. * @param segment_name, target segment name. * @param id_array, returned entity id array. * * @return Indicate if the operation is succeed. */ virtual Status GetIDsInSegment(const std::string& collection_name, const std::string& segment_name, std::vector& id_array) = 0; /** * @brief Search entities in a collection * * This method is used to query entity in collection. * * @param collection_name, target collection's name. * @param partition_tag_array, target partitions, keep empty if no partition specified. * @param query_entity_array, vectors to be queried. * @param topk, how many similarity entities will be returned. * @param extra_params, extra search parameters according to different index type, must be json format. * Note: extra_params is extra parameters list, it must be json format, for example: * For different index type, parameter list is different accordingly * FLAT/IVFLAT/SQ8/IVFPQ: {nprobe: 32} * ///< nprobe range:[1,999999] * NSG: {search_length:100} * ///< search_length range:[10, 300] * HNSW {ef: 64} * ///< ef range:[topk, 4096] * @param topk_query_result, result array. * * @return Indicate if query is successful. */ virtual Status Search(const std::string& collection_name, const PartitionTagList& partition_tag_array, const std::vector& entity_array, int64_t topk, const std::string& extra_params, TopKQueryResult& topk_query_result) = 0; /** * @brief Show collection description * * This method is used to show collection information. * * @param collection_name, target collection's name. * @param collection_param, collection_param is given when operation is successful. * * @return Indicate if this operation is successful. */ virtual Status DescribeCollection(const std::string& collection_name, CollectionParam& collection_param) = 0; /** * @brief Get collection entity count * * This method is used to get collection entity count. * * @param collection_name, target collection's name. * @param entity_count, collection total entity count(including partitions). * * @return Indicate if this operation is successful. */ virtual Status CountCollection(const std::string& collection_name, int64_t& entity_count) = 0; /** * @brief Show all collections in database * * This method is used to list all collections. * * @param collection_array, all collections in database. * * @return Indicate if this operation is successful. */ virtual Status ShowCollections(std::vector& collection_array) = 0; /** * @brief Show collection information * * This method is used to get detail information of a collection. * * @param collection_name, target collection's name. * @param collection_info, target collection's information * * @return Indicate if this operation is successful. */ virtual Status ShowCollectionInfo(const std::string& collection_name, CollectionInfo& collection_info) = 0; /** * @brief Delete entity by id * * This method is used to delete entity by id. * * @param collection_name, target collection's name. * @param id_array, entity id array to be deleted. * * @return Indicate if this operation is successful. */ virtual Status DeleteByID(const std::string& collection_name, const std::vector& id_array) = 0; /** * @brief Preload collection * * This method is used to preload collection data into memory * * @param collection_name, target collection's name. * * @return Indicate if this operation is successful. */ virtual Status PreloadCollection(const std::string& collection_name) const = 0; /** * @brief Describe index * * This method is used to describe index * * @param collection_name, target collection's name. * @param index_param, returned index information. * * @return Indicate if this operation is successful. */ virtual Status DescribeIndex(const std::string& collection_name, IndexParam& index_param) const = 0; /** * @brief Drop index * * This method is used to drop index of collection(and its partitions) * * @param collection_name, target collection's name. * * @return Indicate if this operation is successful. */ virtual Status DropIndex(const std::string& collection_name) const = 0; /** * @brief Create partition method * * This method is used to create collection's partition * * @param partition_param, use to provide partition information to be created. * * @return Indicate if partition is created successfully */ virtual Status CreatePartition(const PartitionParam& partition_param) = 0; /** * @brief Show all partitions method * * This method is used to show all partitions(return their tags) * * @param collection_name, target collection's name. * @param partition_tag_array, partition tag array of the collection. * * @return Indicate if this operation is successful */ virtual Status ShowPartitions(const std::string& collection_name, PartitionTagList& partition_tag_array) const = 0; /** * @brief Delete partition method * * This method is used to delete collection's partition. * * @param partition_param, target partition to be deleted. * * @return Indicate if partition is delete successfully. */ virtual Status DropPartition(const PartitionParam& partition_param) = 0; /** * @brief Flush collection buffer into storage * * This method is used to flush collection buffer into storage * * @param collection_name, target collection's name. * * @return Indicate if this operation is successful. */ virtual Status FlushCollection(const std::string& collection_name) = 0; /** * @brief Flush all buffer into storage * * This method is used to all collection buffer into storage * * @return Indicate if this operation is successful. */ virtual Status Flush() = 0; /** * @brief Compact collection, permanently remove deleted vectors * * This method is used to compact collection * * @param collection_name, target collection's name. * * @return Indicate if this operation is successful. */ virtual Status CompactCollection(const std::string& collection_name) = 0; }; } // namespace milvus