// 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 "knowhere/index/vector_index/IndexIVF.h" #include "knowhere/index/vector_index/IndexIVFPQ.h" #include "knowhere/index/vector_index/IndexIVFSQ.h" #ifdef MILVUS_GPU_VERSION #include "knowhere/index/vector_index/IndexGPUIVF.h" #include "knowhere/index/vector_index/IndexGPUIVFPQ.h" #include "knowhere/index/vector_index/IndexGPUIVFSQ.h" #include "knowhere/index/vector_index/IndexIVFSQHybrid.h" #endif int DEVICEID = 0; constexpr int64_t DIM = 128; constexpr int64_t NB = 10000; constexpr int64_t NQ = 10; constexpr int64_t K = 10; constexpr int64_t PINMEM = 1024 * 1024 * 200; constexpr int64_t TEMPMEM = 1024 * 1024 * 300; constexpr int64_t RESNUM = 2; knowhere::IVFIndexPtr IndexFactory(const std::string& type) { if (type == "IVF") { return std::make_shared(); } else if (type == "IVFPQ") { return std::make_shared(); } else if (type == "IVFSQ") { return std::make_shared(); #ifdef MILVUS_GPU_VERSION } else if (type == "GPUIVF") { return std::make_shared(DEVICEID); } else if (type == "GPUIVFPQ") { return std::make_shared(DEVICEID); } else if (type == "GPUIVFSQ") { return std::make_shared(DEVICEID); } else if (type == "IVFSQHybrid") { return std::make_shared(DEVICEID); #endif } } enum class ParameterType { ivf, ivfpq, ivfsq, }; class ParamGenerator { public: static ParamGenerator& GetInstance() { static ParamGenerator instance; return instance; } knowhere::Config Gen(const ParameterType& type) { if (type == ParameterType::ivf) { auto tempconf = std::make_shared(); tempconf->d = DIM; tempconf->gpu_id = DEVICEID; tempconf->nlist = 100; tempconf->nprobe = 4; tempconf->k = K; tempconf->metric_type = knowhere::METRICTYPE::L2; return tempconf; } else if (type == ParameterType::ivfpq) { auto tempconf = std::make_shared(); tempconf->d = DIM; tempconf->gpu_id = DEVICEID; tempconf->nlist = 100; tempconf->nprobe = 4; tempconf->k = K; tempconf->m = 4; tempconf->nbits = 8; tempconf->metric_type = knowhere::METRICTYPE::L2; return tempconf; } else if (type == ParameterType::ivfsq) { auto tempconf = std::make_shared(); tempconf->d = DIM; tempconf->gpu_id = DEVICEID; tempconf->nlist = 100; tempconf->nprobe = 4; tempconf->k = K; tempconf->nbits = 8; tempconf->metric_type = knowhere::METRICTYPE::L2; return tempconf; } } }; #include class TestGpuIndexBase : public ::testing::Test { protected: void SetUp() override { #ifdef MILVUS_GPU_VERSION knowhere::FaissGpuResourceMgr::GetInstance().InitDevice(DEVICEID, PINMEM, TEMPMEM, RESNUM); #endif } void TearDown() override { #ifdef MILVUS_GPU_VERSION knowhere::FaissGpuResourceMgr::GetInstance().Free(); #endif } };