// Licensed to the Apache Software Foundation (ASF) under one // or more contributor license agreements. See the NOTICE file // distributed with this work for additional information // regarding copyright ownership. The ASF licenses this file // to you 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 #include #include "knowhere/adapter/SptagAdapter.h" #include "knowhere/adapter/Structure.h" #include "knowhere/common/Exception.h" #include "knowhere/index/vector_index/IndexKDT.h" #include "knowhere/index/vector_index/helpers/Definitions.h" #include "unittest/utils.h" using ::testing::Combine; using ::testing::TestWithParam; using ::testing::Values; class KDTTest : public DataGen, public ::testing::Test { protected: void SetUp() override { Generate(96, 1000, 10); index_ = std::make_shared(); auto tempconf = std::make_shared(); tempconf->tptnubmber = 1; tempconf->k = 10; conf = tempconf; Init_with_default(); } protected: knowhere::Config conf; std::shared_ptr index_ = nullptr; }; // TODO(lxj): add test about count() and dimension() TEST_F(KDTTest, kdt_basic) { assert(!xb.empty()); auto preprocessor = index_->BuildPreprocessor(base_dataset, conf); index_->set_preprocessor(preprocessor); auto model = index_->Train(base_dataset, conf); index_->set_index_model(model); index_->Add(base_dataset, conf); auto result = index_->Search(query_dataset, conf); AssertAnns(result, nq, k); { auto ids = result->array()[0]; auto dists = result->array()[1]; std::stringstream ss_id; std::stringstream ss_dist; for (auto i = 0; i < nq; i++) { for (auto j = 0; j < k; ++j) { ss_id << *ids->data()->GetValues(1, i * k + j) << " "; ss_dist << *dists->data()->GetValues(1, i * k + j) << " "; } ss_id << std::endl; ss_dist << std::endl; } std::cout << "id\n" << ss_id.str() << std::endl; std::cout << "dist\n" << ss_dist.str() << std::endl; } } // TODO(zirui): enable test // TEST_F(KDTTest, kdt_serialize) { // assert(!xb.empty()); // // auto preprocessor = index_->BuildPreprocessor(base_dataset, conf); // index_->set_preprocessor(preprocessor); // // auto model = index_->Train(base_dataset, conf); // // index_->Add(base_dataset, conf); // auto binaryset = index_->Serialize(); // auto new_index = std::make_shared(); // new_index->Load(binaryset); // auto result = new_index->Search(query_dataset, conf); // AssertAnns(result, nq, k); // PrintResult(result, nq, k); // ASSERT_EQ(new_index->Count(), nb); // ASSERT_EQ(new_index->Dimension(), dim); // ASSERT_THROW({ new_index->Clone(); }, knowhere::KnowhereException); // ASSERT_NO_THROW({ new_index->Seal(); }); // // { // int fileno = 0; // const std::string& base_name = "/tmp/kdt_serialize_test_bin_"; // std::vector filename_list; // std::vector> meta_list; // for (auto& iter : binaryset.binary_map_) { // const std::string& filename = base_name + std::to_string(fileno); // FileIOWriter writer(filename); // writer(iter.second->data.get(), iter.second->size); // // meta_list.emplace_back(std::make_pair(iter.first, iter.second->size)); // filename_list.push_back(filename); // ++fileno; // } // // knowhere::BinarySet load_data_list; // for (int i = 0; i < filename_list.size() && i < meta_list.size(); ++i) { // auto bin_size = meta_list[i].second; // FileIOReader reader(filename_list[i]); // // auto load_data = new uint8_t[bin_size]; // reader(load_data, bin_size); // auto data = std::make_shared(); // data.reset(load_data); // load_data_list.Append(meta_list[i].first, data, bin_size); // } // // auto new_index = std::make_shared(); // new_index->Load(load_data_list); // auto result = new_index->Search(query_dataset, conf); // AssertAnns(result, nq, k); // PrintResult(result, nq, k); // } //}