milvus/cpp/src/db/DBImpl.cpp
starlord c32da34302 MS-432 Search vectors params nprobe need to check max number
Former-commit-id: 5ad3c313de2028cd49512dbb740e2f401ac6a577
2019-08-29 11:08:17 +08:00

731 lines
26 KiB
C++

/*******************************************************************************
* 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 "DBImpl.h"
#include "src/db/meta/SqliteMetaImpl.h"
#include "Log.h"
#include "Utils.h"
#include "engine/EngineFactory.h"
#include "Factories.h"
#include "metrics/Metrics.h"
#include "scheduler/TaskScheduler.h"
#include "scheduler/context/DeleteContext.h"
#include "utils/TimeRecorder.h"
#include "meta/MetaConsts.h"
#include <assert.h>
#include <chrono>
#include <thread>
#include <iostream>
#include <cstring>
#include <cache/CpuCacheMgr.h>
#include <boost/filesystem.hpp>
#include "scheduler/SchedInst.h"
#include <src/cache/GpuCacheMgr.h>
namespace zilliz {
namespace milvus {
namespace engine {
namespace {
constexpr uint64_t METRIC_ACTION_INTERVAL = 1;
constexpr uint64_t COMPACT_ACTION_INTERVAL = 1;
constexpr uint64_t INDEX_ACTION_INTERVAL = 1;
}
DBImpl::DBImpl(const Options& options)
: options_(options),
shutting_down_(false),
compact_thread_pool_(1, 1),
index_thread_pool_(1, 1) {
meta_ptr_ = DBMetaImplFactory::Build(options.meta, options.mode);
mem_mgr_ = MemManagerFactory::Build(meta_ptr_, options_);
if (options.mode != Options::MODE::READ_ONLY) {
ENGINE_LOG_TRACE << "StartTimerTasks";
StartTimerTasks();
}
}
Status DBImpl::CreateTable(meta::TableSchema& table_schema) {
meta::TableSchema temp_schema = table_schema;
temp_schema.index_file_size_ *= ONE_MB;
return meta_ptr_->CreateTable(temp_schema);
}
Status DBImpl::DeleteTable(const std::string& table_id, const meta::DatesT& dates) {
//dates partly delete files of the table but currently we don't support
ENGINE_LOG_DEBUG << "Prepare to delete table " << table_id;
if (dates.empty()) {
mem_mgr_->EraseMemVector(table_id); //not allow insert
meta_ptr_->DeleteTable(table_id); //soft delete table
//scheduler will determine when to delete table files
TaskScheduler& scheduler = TaskScheduler::GetInstance();
DeleteContextPtr context = std::make_shared<DeleteContext>(table_id,
meta_ptr_,
ResMgrInst::GetInstance()->GetNumOfComputeResource());
scheduler.Schedule(context);
context->WaitAndDelete();
} else {
meta_ptr_->DropPartitionsByDates(table_id, dates);
}
return Status::OK();
}
Status DBImpl::DescribeTable(meta::TableSchema& table_schema) {
return meta_ptr_->DescribeTable(table_schema);
}
Status DBImpl::HasTable(const std::string& table_id, bool& has_or_not) {
return meta_ptr_->HasTable(table_id, has_or_not);
}
Status DBImpl::AllTables(std::vector<meta::TableSchema>& table_schema_array) {
return meta_ptr_->AllTables(table_schema_array);
}
Status DBImpl::PreloadTable(const std::string &table_id) {
meta::DatePartionedTableFilesSchema files;
meta::DatesT dates;
auto status = meta_ptr_->FilesToSearch(table_id, dates, files);
if (!status.ok()) {
return status;
}
int64_t size = 0;
int64_t cache_total = cache::CpuCacheMgr::GetInstance()->CacheCapacity();
int64_t cache_usage = cache::CpuCacheMgr::GetInstance()->CacheUsage();
int64_t available_size = cache_total - cache_usage;
for(auto &day_files : files) {
for (auto &file : day_files.second) {
ExecutionEnginePtr engine = EngineFactory::Build(file.dimension_, file.location_, (EngineType)file.engine_type_, (MetricType)file.metric_type_, file.nlist_);
if(engine == nullptr) {
ENGINE_LOG_ERROR << "Invalid engine type";
return Status::Error("Invalid engine type");
}
size += engine->PhysicalSize();
if (size > available_size) {
break;
} else {
try {
//step 1: load index
engine->Load(true);
} catch (std::exception &ex) {
std::string msg = "load to cache exception" + std::string(ex.what());
ENGINE_LOG_ERROR << msg;
return Status::Error(msg);
}
}
}
}
return Status::OK();
}
Status DBImpl::UpdateTableFlag(const std::string &table_id, int64_t flag) {
return meta_ptr_->UpdateTableFlag(table_id, flag);
}
Status DBImpl::GetTableRowCount(const std::string& table_id, uint64_t& row_count) {
return meta_ptr_->Count(table_id, row_count);
}
Status DBImpl::InsertVectors(const std::string& table_id_,
uint64_t n, const float* vectors, IDNumbers& vector_ids_) {
ENGINE_LOG_DEBUG << "Insert " << n << " vectors to cache";
Status status;
zilliz::milvus::server::CollectInsertMetrics metrics(n, status);
status = mem_mgr_->InsertVectors(table_id_, n, vectors, vector_ids_);
// std::chrono::microseconds time_span = std::chrono::duration_cast<std::chrono::microseconds>(end_time - start_time);
// double average_time = double(time_span.count()) / n;
ENGINE_LOG_DEBUG << "Insert vectors to cache finished";
return status;
}
Status DBImpl::Query(const std::string &table_id, uint64_t k, uint64_t nq, uint64_t nprobe,
const float *vectors, QueryResults &results) {
server::CollectQueryMetrics metrics(nq);
meta::DatesT dates = {meta::Meta::GetDate()};
Status result = Query(table_id, k, nq, nprobe, vectors, dates, results);
return result;
}
Status DBImpl::Query(const std::string& table_id, uint64_t k, uint64_t nq, uint64_t nprobe,
const float* vectors, const meta::DatesT& dates, QueryResults& results) {
ENGINE_LOG_DEBUG << "Query by vectors " << table_id;
//get all table files from table
meta::DatePartionedTableFilesSchema files;
auto status = meta_ptr_->FilesToSearch(table_id, dates, files);
if (!status.ok()) { return status; }
meta::TableFilesSchema file_id_array;
for (auto &day_files : files) {
for (auto &file : day_files.second) {
file_id_array.push_back(file);
}
}
cache::CpuCacheMgr::GetInstance()->PrintInfo(); //print cache info before query
status = QueryAsync(table_id, file_id_array, k, nq, nprobe, vectors, dates, results);
cache::CpuCacheMgr::GetInstance()->PrintInfo(); //print cache info after query
return status;
}
Status DBImpl::Query(const std::string& table_id, const std::vector<std::string>& file_ids,
uint64_t k, uint64_t nq, uint64_t nprobe, const float* vectors,
const meta::DatesT& dates, QueryResults& results) {
ENGINE_LOG_DEBUG << "Query by file ids";
//get specified files
std::vector<size_t> ids;
for (auto &id : file_ids) {
meta::TableFileSchema table_file;
table_file.table_id_ = table_id;
std::string::size_type sz;
ids.push_back(std::stoul(id, &sz));
}
meta::DatePartionedTableFilesSchema files_array;
auto status = meta_ptr_->FilesToSearch(table_id, ids, dates, files_array);
if (!status.ok()) {
return status;
}
meta::TableFilesSchema file_id_array;
for (auto &day_files : files_array) {
for (auto &file : day_files.second) {
file_id_array.push_back(file);
}
}
if(file_id_array.empty()) {
return Status::Error("Invalid file id");
}
cache::CpuCacheMgr::GetInstance()->PrintInfo(); //print cache info before query
status = QueryAsync(table_id, file_id_array, k, nq, nprobe, vectors, dates, results);
cache::CpuCacheMgr::GetInstance()->PrintInfo(); //print cache info after query
return status;
}
Status DBImpl::QueryAsync(const std::string& table_id, const meta::TableFilesSchema& files,
uint64_t k, uint64_t nq, uint64_t nprobe, const float* vectors,
const meta::DatesT& dates, QueryResults& results) {
server::CollectQueryMetrics metrics(nq);
server::TimeRecorder rc("");
//step 1: get files to search
ENGINE_LOG_DEBUG << "Engine query begin, index file count:" << files.size() << " date range count:" << dates.size();
SearchContextPtr context = std::make_shared<SearchContext>(k, nq, nprobe, vectors);
for (auto &file : files) {
TableFileSchemaPtr file_ptr = std::make_shared<meta::TableFileSchema>(file);
context->AddIndexFile(file_ptr);
}
//step 2: put search task to scheduler
TaskScheduler& scheduler = TaskScheduler::GetInstance();
scheduler.Schedule(context);
context->WaitResult();
//step 3: print time cost information
double load_cost = context->LoadCost();
double search_cost = context->SearchCost();
double reduce_cost = context->ReduceCost();
std::string load_info = server::TimeRecorder::GetTimeSpanStr(load_cost);
std::string search_info = server::TimeRecorder::GetTimeSpanStr(search_cost);
std::string reduce_info = server::TimeRecorder::GetTimeSpanStr(reduce_cost);
if(search_cost > 0.0 || reduce_cost > 0.0) {
double total_cost = load_cost + search_cost + reduce_cost;
double load_percent = load_cost/total_cost;
double search_percent = search_cost/total_cost;
double reduce_percent = reduce_cost/total_cost;
ENGINE_LOG_DEBUG << "Engine load index totally cost:" << load_info << " percent: " << load_percent*100 << "%";
ENGINE_LOG_DEBUG << "Engine search index totally cost:" << search_info << " percent: " << search_percent*100 << "%";
ENGINE_LOG_DEBUG << "Engine reduce topk totally cost:" << reduce_info << " percent: " << reduce_percent*100 << "%";
} else {
ENGINE_LOG_DEBUG << "Engine load cost:" << load_info
<< " search cost: " << search_info
<< " reduce cost: " << reduce_info;
}
//step 4: construct results
results = context->GetResult();
rc.ElapseFromBegin("Engine query totally cost");
return Status::OK();
}
void DBImpl::StartTimerTasks() {
bg_timer_thread_ = std::thread(&DBImpl::BackgroundTimerTask, this);
}
void DBImpl::BackgroundTimerTask() {
Status status;
server::SystemInfo::GetInstance().Init();
while (true) {
if (shutting_down_.load(std::memory_order_acquire)){
for(auto& iter : compact_thread_results_) {
iter.wait();
}
for(auto& iter : index_thread_results_) {
iter.wait();
}
ENGINE_LOG_DEBUG << "DB background thread exit";
break;
}
std::this_thread::sleep_for(std::chrono::seconds(1));
StartMetricTask();
StartCompactionTask();
StartBuildIndexTask();
}
}
void DBImpl::StartMetricTask() {
static uint64_t metric_clock_tick = 0;
metric_clock_tick++;
if(metric_clock_tick%METRIC_ACTION_INTERVAL != 0) {
return;
}
ENGINE_LOG_TRACE << "Start metric task";
server::Metrics::GetInstance().KeepingAliveCounterIncrement(METRIC_ACTION_INTERVAL);
int64_t cache_usage = cache::CpuCacheMgr::GetInstance()->CacheUsage();
int64_t cache_total = cache::CpuCacheMgr::GetInstance()->CacheCapacity();
server::Metrics::GetInstance().CpuCacheUsageGaugeSet(cache_usage*100/cache_total);
server::Metrics::GetInstance().GpuCacheUsageGaugeSet();
uint64_t size;
Size(size);
server::Metrics::GetInstance().DataFileSizeGaugeSet(size);
server::Metrics::GetInstance().CPUUsagePercentSet();
server::Metrics::GetInstance().RAMUsagePercentSet();
server::Metrics::GetInstance().GPUPercentGaugeSet();
server::Metrics::GetInstance().GPUMemoryUsageGaugeSet();
server::Metrics::GetInstance().OctetsSet();
server::Metrics::GetInstance().CPUCoreUsagePercentSet();
server::Metrics::GetInstance().GPUTemperature();
server::Metrics::GetInstance().CPUTemperature();
ENGINE_LOG_TRACE << "Metric task finished";
}
void DBImpl::StartCompactionTask() {
static uint64_t compact_clock_tick = 0;
compact_clock_tick++;
if(compact_clock_tick%COMPACT_ACTION_INTERVAL != 0) {
return;
}
//serialize memory data
std::set<std::string> temp_table_ids;
mem_mgr_->Serialize(temp_table_ids);
for(auto& id : temp_table_ids) {
compact_table_ids_.insert(id);
}
if(!temp_table_ids.empty()) {
SERVER_LOG_DEBUG << "Insert cache serialized";
}
//compactiong has been finished?
if(!compact_thread_results_.empty()) {
std::chrono::milliseconds span(10);
if (compact_thread_results_.back().wait_for(span) == std::future_status::ready) {
compact_thread_results_.pop_back();
}
}
//add new compaction task
if(compact_thread_results_.empty()) {
compact_thread_results_.push_back(
compact_thread_pool_.enqueue(&DBImpl::BackgroundCompaction, this, compact_table_ids_));
compact_table_ids_.clear();
}
}
Status DBImpl::MergeFiles(const std::string& table_id, const meta::DateT& date,
const meta::TableFilesSchema& files) {
ENGINE_LOG_DEBUG << "Merge files for table " << table_id;
//step 1: create table file
meta::TableFileSchema table_file;
table_file.table_id_ = table_id;
table_file.date_ = date;
table_file.file_type_ = meta::TableFileSchema::NEW_MERGE;
Status status = meta_ptr_->CreateTableFile(table_file);
if (!status.ok()) {
ENGINE_LOG_ERROR << "Failed to create table: " << status.ToString();
return status;
}
//step 2: merge files
ExecutionEnginePtr index =
EngineFactory::Build(table_file.dimension_, table_file.location_, (EngineType)table_file.engine_type_,
(MetricType)table_file.metric_type_, table_file.nlist_);
meta::TableFilesSchema updated;
long index_size = 0;
for (auto& file : files) {
server::CollectMergeFilesMetrics metrics;
index->Merge(file.location_);
auto file_schema = file;
file_schema.file_type_ = meta::TableFileSchema::TO_DELETE;
updated.push_back(file_schema);
ENGINE_LOG_DEBUG << "Merging file " << file_schema.file_id_;
index_size = index->Size();
if (index_size >= file_schema.index_file_size_) break;
}
//step 3: serialize to disk
try {
index->Serialize();
} catch (std::exception& ex) {
//typical error: out of disk space or permition denied
std::string msg = "Serialize merged index encounter exception" + std::string(ex.what());
ENGINE_LOG_ERROR << msg;
table_file.file_type_ = meta::TableFileSchema::TO_DELETE;
status = meta_ptr_->UpdateTableFile(table_file);
ENGINE_LOG_DEBUG << "Failed to update file to index, mark file: " << table_file.file_id_ << " to to_delete";
std::cout << "ERROR: failed to persist merged index file: " << table_file.location_
<< ", possible out of disk space" << std::endl;
return Status::Error(msg);
}
//step 4: update table files state
//if index type isn't IDMAP, set file type to TO_INDEX if file size execeed index_file_size
//else set file type to RAW, no need to build index
if (table_file.engine_type_ != (int)EngineType::FAISS_IDMAP) {
table_file.file_type_ = (index->PhysicalSize() >= table_file.index_file_size_) ?
meta::TableFileSchema::TO_INDEX : meta::TableFileSchema::RAW;
} else {
table_file.file_type_ = meta::TableFileSchema::RAW;
}
table_file.file_size_ = index->PhysicalSize();
table_file.row_count_ = index->Count();
updated.push_back(table_file);
status = meta_ptr_->UpdateTableFiles(updated);
ENGINE_LOG_DEBUG << "New merged file " << table_file.file_id_ <<
" of size " << index->PhysicalSize() << " bytes";
if(options_.insert_cache_immediately_) {
index->Cache();
}
return status;
}
Status DBImpl::BackgroundMergeFiles(const std::string& table_id) {
meta::DatePartionedTableFilesSchema raw_files;
auto status = meta_ptr_->FilesToMerge(table_id, raw_files);
if (!status.ok()) {
ENGINE_LOG_ERROR << "Failed to get merge files for table: " << table_id;
return status;
}
bool has_merge = false;
for (auto& kv : raw_files) {
auto files = kv.second;
if (files.size() < options_.merge_trigger_number) {
ENGINE_LOG_DEBUG << "Files number not greater equal than merge trigger number, skip merge action";
continue;
}
has_merge = true;
MergeFiles(table_id, kv.first, kv.second);
if (shutting_down_.load(std::memory_order_acquire)){
ENGINE_LOG_DEBUG << "Server will shutdown, skip merge action for table " << table_id;
break;
}
}
return Status::OK();
}
void DBImpl::BackgroundCompaction(std::set<std::string> table_ids) {
ENGINE_LOG_TRACE << " Background compaction thread start";
Status status;
for (auto& table_id : table_ids) {
status = BackgroundMergeFiles(table_id);
if (!status.ok()) {
ENGINE_LOG_ERROR << "Merge files for table " << table_id << " failed: " << status.ToString();
continue;//let other table get chance to merge
}
if (shutting_down_.load(std::memory_order_acquire)){
ENGINE_LOG_DEBUG << "Server will shutdown, skip merge action";
break;
}
}
meta_ptr_->Archive();
int ttl = 5*meta::M_SEC;//default: file will be deleted after 5 minutes
if (options_.mode == Options::MODE::CLUSTER) {
ttl = meta::D_SEC;
}
meta_ptr_->CleanUpFilesWithTTL(ttl);
ENGINE_LOG_TRACE << " Background compaction thread exit";
}
void DBImpl::StartBuildIndexTask(bool force) {
static uint64_t index_clock_tick = 0;
index_clock_tick++;
if(!force && (index_clock_tick%INDEX_ACTION_INTERVAL != 0)) {
return;
}
//build index has been finished?
if(!index_thread_results_.empty()) {
std::chrono::milliseconds span(10);
if (index_thread_results_.back().wait_for(span) == std::future_status::ready) {
index_thread_results_.pop_back();
}
}
//add new build index task
if(index_thread_results_.empty()) {
index_thread_results_.push_back(
index_thread_pool_.enqueue(&DBImpl::BackgroundBuildIndex, this));
}
}
Status DBImpl::CreateIndex(const std::string& table_id, const TableIndex& index) {
{
std::unique_lock<std::mutex> lock(build_index_mutex_);
//step 1: check index difference
TableIndex old_index;
auto status = DescribeIndex(table_id, old_index);
if(!status.ok()) {
ENGINE_LOG_ERROR << "Failed to get table index info";
return status;
}
if(utils::IsSameIndex(old_index, index)) {
ENGINE_LOG_DEBUG << "Same index setting, no need to create index again";
return Status::OK();
}
//step 2: drop old index files
DropIndex(table_id);
//step 3: update index info
status = meta_ptr_->UpdateTableIndexParam(table_id, index);
if (!status.ok()) {
ENGINE_LOG_ERROR << "Failed to update table index info";
return status;
}
if(index.engine_type_ == (int)EngineType::FAISS_IDMAP) {
ENGINE_LOG_DEBUG << "index type = IDMAP, no need to build index";
return Status::OK();
}
}
bool has = false;
auto status = meta_ptr_->HasNonIndexFiles(table_id, has);
int times = 1;
while (has) {
ENGINE_LOG_DEBUG << "Non index files detected! Will build index " << times;
status = meta_ptr_->UpdateTableFilesToIndex(table_id);
/* StartBuildIndexTask(true); */
std::this_thread::sleep_for(std::chrono::milliseconds(std::min(10*1000, times*100)));
status = meta_ptr_->HasNonIndexFiles(table_id, has);
times++;
}
return Status::OK();
}
Status DBImpl::DescribeIndex(const std::string& table_id, TableIndex& index) {
return meta_ptr_->DescribeTableIndex(table_id, index);
}
Status DBImpl::DropIndex(const std::string& table_id) {
return meta_ptr_->DropTableIndex(table_id);
}
Status DBImpl::BuildIndex(const meta::TableFileSchema& file) {
ExecutionEnginePtr to_index =
EngineFactory::Build(file.dimension_, file.location_, (EngineType)file.engine_type_,
(MetricType)file.metric_type_, file.nlist_);
if(to_index == nullptr) {
ENGINE_LOG_ERROR << "Invalid engine type";
return Status::Error("Invalid engine type");
}
try {
//step 1: load index
to_index->Load(options_.insert_cache_immediately_);
//step 2: create table file
meta::TableFileSchema table_file;
table_file.table_id_ = file.table_id_;
table_file.date_ = file.date_;
table_file.file_type_ = meta::TableFileSchema::NEW_INDEX; //for multi-db-path, distribute index file averagely to each path
Status status = meta_ptr_->CreateTableFile(table_file);
if (!status.ok()) {
ENGINE_LOG_ERROR << "Failed to create table: " << status.ToString();
return status;
}
//step 3: build index
std::shared_ptr<ExecutionEngine> index;
try {
server::CollectBuildIndexMetrics metrics;
index = to_index->BuildIndex(table_file.location_, (EngineType)table_file.engine_type_);
} catch (std::exception& ex) {
//typical error: out of gpu memory
std::string msg = "BuildIndex encounter exception" + std::string(ex.what());
ENGINE_LOG_ERROR << msg;
table_file.file_type_ = meta::TableFileSchema::TO_DELETE;
status = meta_ptr_->UpdateTableFile(table_file);
ENGINE_LOG_DEBUG << "Failed to update file to index, mark file: " << table_file.file_id_ << " to to_delete";
std::cout << "ERROR: failed to build index, index file is too large or gpu memory is not enough" << std::endl;
return Status::Error(msg);
}
//step 4: if table has been deleted, dont save index file
bool has_table = false;
meta_ptr_->HasTable(file.table_id_, has_table);
if(!has_table) {
meta_ptr_->DeleteTableFiles(file.table_id_);
return Status::OK();
}
//step 5: save index file
try {
index->Serialize();
} catch (std::exception& ex) {
//typical error: out of disk space or permition denied
std::string msg = "Serialize index encounter exception" + std::string(ex.what());
ENGINE_LOG_ERROR << msg;
table_file.file_type_ = meta::TableFileSchema::TO_DELETE;
status = meta_ptr_->UpdateTableFile(table_file);
ENGINE_LOG_DEBUG << "Failed to update file to index, mark file: " << table_file.file_id_ << " to to_delete";
std::cout << "ERROR: failed to persist index file: " << table_file.location_
<< ", possible out of disk space" << std::endl;
return Status::Error(msg);
}
//step 6: update meta
table_file.file_type_ = meta::TableFileSchema::INDEX;
table_file.file_size_ = index->PhysicalSize();
table_file.row_count_ = index->Count();
auto origin_file = file;
origin_file.file_type_ = meta::TableFileSchema::BACKUP;
meta::TableFilesSchema update_files = {table_file, origin_file};
status = meta_ptr_->UpdateTableFiles(update_files);
if(status.ok()) {
ENGINE_LOG_DEBUG << "New index file " << table_file.file_id_ << " of size "
<< index->PhysicalSize() << " bytes"
<< " from file " << origin_file.file_id_;
if(options_.insert_cache_immediately_) {
index->Cache();
}
} else {
//failed to update meta, mark the new file as to_delete, don't delete old file
origin_file.file_type_ = meta::TableFileSchema::TO_INDEX;
status = meta_ptr_->UpdateTableFile(origin_file);
ENGINE_LOG_DEBUG << "Failed to update file to index, mark file: " << origin_file.file_id_ << " to to_index";
table_file.file_type_ = meta::TableFileSchema::TO_DELETE;
status = meta_ptr_->UpdateTableFile(table_file);
ENGINE_LOG_DEBUG << "Failed to update file to index, mark file: " << table_file.file_id_ << " to to_delete";
}
} catch (std::exception& ex) {
std::string msg = "Build index encounter exception" + std::string(ex.what());
ENGINE_LOG_ERROR << msg;
return Status::Error(msg);
}
return Status::OK();
}
void DBImpl::BackgroundBuildIndex() {
ENGINE_LOG_TRACE << " Background build index thread start";
std::unique_lock<std::mutex> lock(build_index_mutex_);
meta::TableFilesSchema to_index_files;
meta_ptr_->FilesToIndex(to_index_files);
Status status;
for (auto& file : to_index_files) {
status = BuildIndex(file);
if (!status.ok()) {
ENGINE_LOG_ERROR << "Building index for " << file.id_ << " failed: " << status.ToString();
return;
}
if (shutting_down_.load(std::memory_order_acquire)){
ENGINE_LOG_DEBUG << "Server will shutdown, skip build index action";
break;
}
}
ENGINE_LOG_TRACE << " Background build index thread exit";
}
Status DBImpl::DropAll() {
return meta_ptr_->DropAll();
}
Status DBImpl::Size(uint64_t& result) {
return meta_ptr_->Size(result);
}
DBImpl::~DBImpl() {
shutting_down_.store(true, std::memory_order_release);
bg_timer_thread_.join();
std::set<std::string> ids;
mem_mgr_->Serialize(ids);
}
} // namespace engine
} // namespace milvus
} // namespace zilliz