/******************************************************************************* * Copyright 上海赜睿信息科技有限公司(Zilliz) - All Rights Reserved * Unauthorized copying of this file, via any medium is strictly prohibited. * Proprietary and confidential. ******************************************************************************/ #include #include #include #include "Log.h" #include "src/cache/CpuCacheMgr.h" #include "ExecutionEngineImpl.h" #include "wrapper/knowhere/vec_index.h" #include "wrapper/knowhere/vec_impl.h" #include "knowhere/common/exception.h" #include "Exception.h" namespace zilliz { namespace milvus { namespace engine { ExecutionEngineImpl::ExecutionEngineImpl(uint16_t dimension, const std::string &location, EngineType type) : location_(location), dim(dimension), build_type(type) { current_type = EngineType::FAISS_IDMAP; index_ = CreatetVecIndex(EngineType::FAISS_IDMAP); if (!index_) throw Exception("Create Empty VecIndex"); auto ec = std::static_pointer_cast(index_)->Build(dimension); if (ec != server::KNOWHERE_SUCCESS) { throw Exception("Build index error"); } } ExecutionEngineImpl::ExecutionEngineImpl(VecIndexPtr index, const std::string &location, EngineType type) : index_(std::move(index)), location_(location), build_type(type) { current_type = type; } VecIndexPtr ExecutionEngineImpl::CreatetVecIndex(EngineType type) { std::shared_ptr index; switch (type) { case EngineType::FAISS_IDMAP: { index = GetVecIndexFactory(IndexType::FAISS_IDMAP); break; } case EngineType::FAISS_IVFFLAT_GPU: { index = GetVecIndexFactory(IndexType::FAISS_IVFFLAT_MIX); break; } case EngineType::FAISS_IVFFLAT_CPU: { index = GetVecIndexFactory(IndexType::FAISS_IVFFLAT_CPU); break; } case EngineType::SPTAG_KDT_RNT_CPU: { index = GetVecIndexFactory(IndexType::SPTAG_KDT_RNT_CPU); break; } default: { ENGINE_LOG_ERROR << "Invalid engine type"; return nullptr; } } return index; } Status ExecutionEngineImpl::AddWithIds(long n, const float *xdata, const long *xids) { auto ec = index_->Add(n, xdata, xids, Config::object{{"dim", dim}}); if (ec != server::KNOWHERE_SUCCESS) { return Status::Error("Add error"); } return Status::OK(); } size_t ExecutionEngineImpl::Count() const { return index_->Count(); } size_t ExecutionEngineImpl::Size() const { return (size_t) (Count() * Dimension()) * sizeof(float); } size_t ExecutionEngineImpl::Dimension() const { return index_->Dimension(); } size_t ExecutionEngineImpl::PhysicalSize() const { return (size_t) (Count() * Dimension()) * sizeof(float); } Status ExecutionEngineImpl::Serialize() { auto ec = write_index(index_, location_); if (ec != server::KNOWHERE_SUCCESS) { return Status::Error("Serialize: write to disk error"); } return Status::OK(); } Status ExecutionEngineImpl::Load() { index_ = zilliz::milvus::cache::CpuCacheMgr::GetInstance()->GetIndex(location_); bool to_cache = false; auto start_time = METRICS_NOW_TIME; if (!index_) { try { index_ = read_index(location_); to_cache = true; ENGINE_LOG_DEBUG << "Disk io from: " << location_; } catch (knowhere::KnowhereException &e) { ENGINE_LOG_ERROR << e.what(); return Status::Error(e.what()); } catch (std::exception &e) { return Status::Error(e.what()); } } if (to_cache) { Cache(); auto end_time = METRICS_NOW_TIME; auto total_time = METRICS_MICROSECONDS(start_time, end_time); server::Metrics::GetInstance().FaissDiskLoadDurationSecondsHistogramObserve(total_time); double total_size = Size(); server::Metrics::GetInstance().FaissDiskLoadSizeBytesHistogramObserve(total_size); server::Metrics::GetInstance().FaissDiskLoadIOSpeedGaugeSet(total_size / double(total_time)); } return Status::OK(); } Status ExecutionEngineImpl::Merge(const std::string &location) { if (location == location_) { return Status::Error("Cannot Merge Self"); } ENGINE_LOG_DEBUG << "Merge index file: " << location << " to: " << location_; auto to_merge = zilliz::milvus::cache::CpuCacheMgr::GetInstance()->GetIndex(location); if (!to_merge) { try { to_merge = read_index(location); } catch (knowhere::KnowhereException &e) { ENGINE_LOG_ERROR << e.what(); return Status::Error(e.what()); } catch (std::exception &e) { return Status::Error(e.what()); } } if (auto file_index = std::dynamic_pointer_cast(to_merge)) { auto ec = index_->Add(file_index->Count(), file_index->GetRawVectors(), file_index->GetRawIds()); if (ec != server::KNOWHERE_SUCCESS) { ENGINE_LOG_ERROR << "Merge: Add Error"; return Status::Error("Merge: Add Error"); } return Status::OK(); } else { return Status::Error("file index type is not idmap"); } } ExecutionEnginePtr ExecutionEngineImpl::BuildIndex(const std::string &location) { ENGINE_LOG_DEBUG << "Build index file: " << location << " from: " << location_; auto from_index = std::dynamic_pointer_cast(index_); auto to_index = CreatetVecIndex(build_type); if (!to_index) { throw Exception("Create Empty VecIndex"); } auto ec = to_index->BuildAll(Count(), from_index->GetRawVectors(), from_index->GetRawIds(), Config::object{{"dim", Dimension()}, {"gpu_id", gpu_num}}); if (ec != server::KNOWHERE_SUCCESS) { throw Exception("Build index error"); } return std::make_shared(to_index, location, build_type); } Status ExecutionEngineImpl::Search(long n, const float *data, long k, float *distances, long *labels) const { ENGINE_LOG_DEBUG << "Search Params: [k] " << k << " [nprobe] " << nprobe_; auto ec = index_->Search(n, data, distances, labels, Config::object{{"k", k}, {"nprobe", nprobe_}}); if (ec != server::KNOWHERE_SUCCESS) { ENGINE_LOG_ERROR << "Search error"; return Status::Error("Search: Search Error"); } return Status::OK(); } Status ExecutionEngineImpl::Cache() { zilliz::milvus::cache::CpuCacheMgr::GetInstance()->InsertItem(location_, index_); return Status::OK(); } Status ExecutionEngineImpl::Init() { using namespace zilliz::milvus::server; ServerConfig &config = ServerConfig::GetInstance(); ConfigNode server_config = config.GetConfig(CONFIG_SERVER); gpu_num = server_config.GetInt32Value("gpu_index", 0); switch (build_type) { case EngineType::FAISS_IVFFLAT_GPU: { } case EngineType::FAISS_IVFFLAT_CPU: { ConfigNode engine_config = config.GetConfig(CONFIG_ENGINE); nprobe_ = engine_config.GetInt32Value(CONFIG_NPROBE, 1); break; } } return Status::OK(); } } // namespace engine } // namespace milvus } // namespace zilliz