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108 lines
3.8 KiB
C++
108 lines
3.8 KiB
C++
// Copyright (C) 2019-2020 Zilliz. All rights reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software distributed under the License
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// is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express
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// or implied. See the License for the specific language governing permissions and limitations under the License
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#include <benchmark/benchmark.h>
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#include <tuple>
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#include <map>
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#include <google/protobuf/text_format.h>
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#include "pb/index_cgo_msg.pb.h"
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#include "index/knowhere/knowhere/index/vector_index/helpers/IndexParameter.h"
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#include "index/knowhere/knowhere/index/vector_index/adapter/VectorAdapter.h"
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#include "indexbuilder/IndexWrapper.h"
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#include "indexbuilder/index_c.h"
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#include "indexbuilder/utils.h"
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#include "test_utils/indexbuilder_test_utils.h"
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constexpr int64_t NB = 1000000;
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namespace indexcgo = milvus::proto::indexcgo;
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auto index_type_collections = [] {
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static std::map<int, milvus::knowhere::IndexType> collections{
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{0, milvus::knowhere::IndexEnum::INDEX_FAISS_IVFFLAT},
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};
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return collections;
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}();
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auto metric_type_collections = [] {
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static std::map<int, milvus::knowhere::MetricType> collections{
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{0, milvus::knowhere::Metric::L2},
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};
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return collections;
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}();
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static void
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IndexBuilder_build(benchmark::State& state) {
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auto index_type = index_type_collections.at(state.range(0));
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auto metric_type = metric_type_collections.at(state.range(0));
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indexcgo::TypeParams type_params;
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indexcgo::IndexParams index_params;
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std::tie(type_params, index_params) = generate_params(index_type, metric_type);
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std::string type_params_str, index_params_str;
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bool ok;
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ok = google::protobuf::TextFormat::PrintToString(type_params, &type_params_str);
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assert(ok);
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ok = google::protobuf::TextFormat::PrintToString(index_params, &index_params_str);
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assert(ok);
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auto is_binary = state.range(2);
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auto dataset = GenDataset(NB, metric_type, is_binary);
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auto xb_data = dataset.get_col<float>(0);
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auto xb_dataset = milvus::knowhere::GenDataset(NB, DIM, xb_data.data());
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for (auto _ : state) {
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auto index =
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std::make_unique<milvus::indexbuilder::IndexWrapper>(type_params_str.c_str(), index_params_str.c_str());
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index->BuildWithoutIds(xb_dataset);
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}
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}
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static void
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IndexBuilder_build_and_codec(benchmark::State& state) {
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auto index_type = index_type_collections.at(state.range(0));
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auto metric_type = metric_type_collections.at(state.range(0));
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indexcgo::TypeParams type_params;
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indexcgo::IndexParams index_params;
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std::tie(type_params, index_params) = generate_params(index_type, metric_type);
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std::string type_params_str, index_params_str;
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bool ok;
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ok = google::protobuf::TextFormat::PrintToString(type_params, &type_params_str);
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assert(ok);
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ok = google::protobuf::TextFormat::PrintToString(index_params, &index_params_str);
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assert(ok);
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auto is_binary = state.range(2);
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auto dataset = GenDataset(NB, metric_type, is_binary);
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auto xb_data = dataset.get_col<float>(0);
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auto xb_dataset = milvus::knowhere::GenDataset(NB, DIM, xb_data.data());
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for (auto _ : state) {
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auto index =
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std::make_unique<milvus::indexbuilder::IndexWrapper>(type_params_str.c_str(), index_params_str.c_str());
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index->BuildWithoutIds(xb_dataset);
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index->Serialize();
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}
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}
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// IVF_FLAT, L2, VectorFloat
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BENCHMARK(IndexBuilder_build)->Args({0, 0, false});
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// IVF_FLAT, L2, VectorFloat
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BENCHMARK(IndexBuilder_build_and_codec)->Args({0, 0, false});
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