// 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. #include "include/MilvusApi.h" #include "examples/binary_vector/src/ClientTest.h" #include "examples/utils/TimeRecorder.h" #include "examples/utils/Utils.h" #include #include #include #include #include namespace { const char* TABLE_NAME = milvus_sdk::Utils::GenTableName().c_str(); constexpr int64_t TABLE_DIMENSION = 512; constexpr int64_t TABLE_INDEX_FILE_SIZE = 128; constexpr milvus::MetricType TABLE_METRIC_TYPE = milvus::MetricType::TANIMOTO; constexpr int64_t BATCH_ROW_COUNT = 100000; constexpr int64_t NQ = 5; constexpr int64_t TOP_K = 10; constexpr int64_t NPROBE = 32; constexpr int64_t SEARCH_TARGET = 5000; // change this value, result is different, ensure less than BATCH_ROW_COUNT constexpr int64_t ADD_VECTOR_LOOP = 20; constexpr milvus::IndexType INDEX_TYPE = milvus::IndexType::IVFFLAT; milvus::TableSchema BuildTableSchema() { milvus::TableSchema tb_schema = {TABLE_NAME, TABLE_DIMENSION, TABLE_INDEX_FILE_SIZE, TABLE_METRIC_TYPE}; return tb_schema; } milvus::IndexParam BuildIndexParam() { JSON json_params = {{"nlist", 1024}}; milvus::IndexParam index_param = {TABLE_NAME, INDEX_TYPE, json_params.dump()}; return index_param; } void BuildBinaryVectors(int64_t from, int64_t to, std::vector& vector_record_array, std::vector& record_ids, int64_t dimension) { if (to <= from) { return; } vector_record_array.clear(); record_ids.clear(); int64_t dim_byte = dimension/8; for (int64_t k = from; k < to; k++) { milvus::RowRecord record; record.binary_data.resize(dim_byte); for (int64_t i = 0; i < dim_byte; i++) { record.binary_data[i] = (uint8_t)lrand48(); } vector_record_array.emplace_back(record); record_ids.push_back(k); } } } // namespace void ClientTest::Test(const std::string& address, const std::string& port) { std::shared_ptr conn = milvus::Connection::Create(); milvus::Status stat; { // connect server milvus::ConnectParam param = {address, port}; stat = conn->Connect(param); std::cout << "Connect function call status: " << stat.message() << std::endl; } { // create table milvus::TableSchema tb_schema = BuildTableSchema(); stat = conn->CreateTable(tb_schema); std::cout << "CreateTable function call status: " << stat.message() << std::endl; milvus_sdk::Utils::PrintTableSchema(tb_schema); bool has_table = conn->HasTable(tb_schema.table_name); if (has_table) { std::cout << "Table is created" << std::endl; } } std::vector> search_record_array; { // insert vectors for (int i = 0; i < ADD_VECTOR_LOOP; i++) { std::vector record_array; std::vector record_ids; int64_t begin_index = i * BATCH_ROW_COUNT; { // generate vectors milvus_sdk::TimeRecorder rc("Build vectors No." + std::to_string(i)); BuildBinaryVectors(begin_index, begin_index + BATCH_ROW_COUNT, record_array, record_ids, TABLE_DIMENSION); } if (search_record_array.size() < NQ) { search_record_array.push_back(std::make_pair(record_ids[SEARCH_TARGET], record_array[SEARCH_TARGET])); } std::string title = "Insert " + std::to_string(record_array.size()) + " vectors No." + std::to_string(i); milvus_sdk::TimeRecorder rc(title); stat = conn->Insert(TABLE_NAME, "", record_array, record_ids); std::cout << "InsertVector function call status: " << stat.message() << std::endl; std::cout << "Returned id array count: " << record_ids.size() << std::endl; } } { // flush buffer stat = conn->FlushTable(TABLE_NAME); std::cout << "FlushTable function call status: " << stat.message() << std::endl; } { // search vectors std::vector partition_tags; milvus::TopKQueryResult topk_query_result; milvus_sdk::Utils::DoSearch(conn, TABLE_NAME, partition_tags, TOP_K, NPROBE, search_record_array, topk_query_result); } { // wait unit build index finish milvus_sdk::TimeRecorder rc("Create index"); std::cout << "Wait until create all index done" << std::endl; milvus::IndexParam index1 = BuildIndexParam(); milvus_sdk::Utils::PrintIndexParam(index1); stat = conn->CreateIndex(index1); std::cout << "CreateIndex function call status: " << stat.message() << std::endl; milvus::IndexParam index2; stat = conn->DescribeIndex(TABLE_NAME, index2); std::cout << "DescribeIndex function call status: " << stat.message() << std::endl; milvus_sdk::Utils::PrintIndexParam(index2); } { // search vectors std::vector partition_tags; milvus::TopKQueryResult topk_query_result; milvus_sdk::Utils::DoSearch(conn, TABLE_NAME, partition_tags, TOP_K, NPROBE, search_record_array, topk_query_result); } { // drop table stat = conn->DropTable(TABLE_NAME); std::cout << "DropTable function call status: " << stat.message() << std::endl; } milvus::Connection::Destroy(conn); }