// 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 #include #include #include #include "pb/index_cgo_msg.pb.h" #include "indexbuilder/VecIndexCreator.h" #include "indexbuilder/index_c.h" #include "test_utils/indexbuilder_test_utils.h" #include "common/Consts.h" constexpr int64_t NB = 1000000; namespace indexcgo = milvus::proto::indexcgo; auto index_type_collections = [] { static std::map collections{ {0, knowhere::IndexEnum::INDEX_FAISS_IVFFLAT}, }; return collections; }(); auto metric_type_collections = [] { static std::map collections{ {0, knowhere::metric::L2}, }; return collections; }(); static void IndexBuilder_build(benchmark::State& state) { auto index_type = index_type_collections.at(state.range(0)); auto metric_type = metric_type_collections.at(state.range(0)); indexcgo::TypeParams type_params; indexcgo::IndexParams index_params; std::tie(type_params, index_params) = generate_params(index_type, metric_type); milvus::Config config; for (auto i = 0; i < type_params.params_size(); ++i) { const auto& param = type_params.params(i); config[param.key()] = param.value(); } for (auto i = 0; i < index_params.params_size(); ++i) { const auto& param = index_params.params(i); config[param.key()] = param.value(); } config[milvus::index::INDEX_ENGINE_VERSION] = std::to_string(knowhere::Version::GetCurrentVersion().VersionNumber()); auto is_binary = state.range(2); auto dataset = GenFieldData(NB, metric_type, is_binary ? milvus::DataType::VECTOR_BINARY : milvus::DataType::VECTOR_FLOAT); auto xb_data = dataset.get_col(milvus::FieldId(START_USER_FIELDID)); auto xb_dataset = knowhere::GenDataSet(NB, DIM, xb_data.data()); for (auto _ : state) { auto index = std::make_unique( milvus::DataType::VECTOR_FLOAT, config); index->Build(xb_dataset); } } static void IndexBuilder_build_and_codec(benchmark::State& state) { auto index_type = index_type_collections.at(state.range(0)); auto metric_type = metric_type_collections.at(state.range(0)); indexcgo::TypeParams type_params; indexcgo::IndexParams index_params; std::tie(type_params, index_params) = generate_params(index_type, metric_type); milvus::Config config; for (auto i = 0; i < type_params.params_size(); ++i) { const auto& param = type_params.params(i); config[param.key()] = param.value(); } for (auto i = 0; i < index_params.params_size(); ++i) { const auto& param = index_params.params(i); config[param.key()] = param.value(); } auto is_binary = state.range(2); auto dataset = GenFieldData(NB, metric_type, is_binary ? milvus::DataType::VECTOR_BINARY : milvus::DataType::VECTOR_FLOAT); auto xb_data = dataset.get_col(milvus::FieldId(100)); auto xb_dataset = knowhere::GenDataSet(NB, DIM, xb_data.data()); for (auto _ : state) { auto index = std::make_unique( milvus::DataType::VECTOR_FLOAT, config); index->Build(xb_dataset); index->Serialize(); } } // IVF_FLAT, L2, VectorFloat BENCHMARK(IndexBuilder_build)->Args({0, 0, false}); // IVF_FLAT, L2, VectorFloat BENCHMARK(IndexBuilder_build_and_codec)->Args({0, 0, false});