// 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 "pb/index_cgo_msg.pb.h" #include "index/knowhere/knowhere/index/vector_index/helpers/IndexParameter.h" #include "index/knowhere/knowhere/index/vector_index/adapter/VectorAdapter.h" #include "indexbuilder/IndexWrapper.h" #include "indexbuilder/index_c.h" #include "indexbuilder/utils.h" #include "test_utils/indexbuilder_test_utils.h" constexpr int64_t NB = 1000000; namespace indexcgo = milvus::proto::indexcgo; auto index_type_collections = [] { static std::map collections{ {0, milvus::knowhere::IndexEnum::INDEX_FAISS_IVFFLAT}, }; return collections; }(); auto metric_type_collections = [] { static std::map collections{ {0, milvus::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); std::string type_params_str, index_params_str; bool ok; ok = google::protobuf::TextFormat::PrintToString(type_params, &type_params_str); assert(ok); ok = google::protobuf::TextFormat::PrintToString(index_params, &index_params_str); assert(ok); auto is_binary = state.range(2); auto dataset = GenDataset(NB, metric_type, is_binary); auto xb_data = dataset.get_col(0); auto xb_dataset = milvus::knowhere::GenDataset(NB, DIM, xb_data.data()); for (auto _ : state) { auto index = std::make_unique(type_params_str.c_str(), index_params_str.c_str()); index->BuildWithoutIds(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); std::string type_params_str, index_params_str; bool ok; ok = google::protobuf::TextFormat::PrintToString(type_params, &type_params_str); assert(ok); ok = google::protobuf::TextFormat::PrintToString(index_params, &index_params_str); assert(ok); auto is_binary = state.range(2); auto dataset = GenDataset(NB, metric_type, is_binary); auto xb_data = dataset.get_col(0); auto xb_dataset = milvus::knowhere::GenDataset(NB, DIM, xb_data.data()); for (auto _ : state) { auto index = std::make_unique(type_params_str.c_str(), index_params_str.c_str()); index->BuildWithoutIds(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});