DBImpl.cpp 104.4 KB
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// 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
// 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
//
// 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.
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#include "db/DBImpl.h"
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#include <assert.h>
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#include <fiu-local.h>
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#include <algorithm>
#include <boost/filesystem.hpp>
#include <chrono>
#include <cstring>
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#include <functional>
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#include <iostream>
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#include <limits>
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#include <mutex>
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#include <queue>
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#include <set>
#include <thread>
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#include <unordered_map>
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#include <utility>

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#include "Utils.h"
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#include "cache/CpuCacheMgr.h"
#include "cache/GpuCacheMgr.h"
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#include "db/IDGenerator.h"
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#include "db/merge/MergeManagerFactory.h"
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#include "engine/EngineFactory.h"
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#include "index/knowhere/knowhere/index/vector_index/helpers/BuilderSuspend.h"
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#include "index/thirdparty/faiss/utils/distances.h"
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#include "insert/MemManagerFactory.h"
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#include "meta/MetaConsts.h"
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#include "meta/MetaFactory.h"
#include "meta/SqliteMetaImpl.h"
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#include "metrics/Metrics.h"
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#include "scheduler/Definition.h"
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#include "scheduler/SchedInst.h"
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#include "scheduler/job/BuildIndexJob.h"
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#include "scheduler/job/DeleteJob.h"
#include "scheduler/job/SearchJob.h"
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#include "segment/SegmentReader.h"
#include "segment/SegmentWriter.h"
#include "utils/Exception.h"
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#include "utils/Log.h"
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#include "utils/StringHelpFunctions.h"
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#include "utils/TimeRecorder.h"
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#include "utils/ValidationUtil.h"
#include "wal/WalDefinations.h"
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#include "search/TaskInst.h"

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namespace milvus {
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namespace engine {
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namespace {
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constexpr uint64_t BACKGROUND_METRIC_INTERVAL = 1;
constexpr uint64_t BACKGROUND_INDEX_INTERVAL = 1;
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constexpr uint64_t WAIT_BUILD_INDEX_INTERVAL = 5;
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constexpr const char* JSON_ROW_COUNT = "row_count";
constexpr const char* JSON_PARTITIONS = "partitions";
constexpr const char* JSON_PARTITION_TAG = "tag";
constexpr const char* JSON_SEGMENTS = "segments";
constexpr const char* JSON_SEGMENT_NAME = "name";
constexpr const char* JSON_INDEX_NAME = "index_name";
constexpr const char* JSON_DATA_SIZE = "data_size";

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static const Status SHUTDOWN_ERROR = Status(DB_ERROR, "Milvus server is shutdown!");
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}  // namespace
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DBImpl::DBImpl(const DBOptions& options)
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    : options_(options), initialized_(false), merge_thread_pool_(1, 1), index_thread_pool_(1, 1) {
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    meta_ptr_ = MetaFactory::Build(options.meta_, options.mode_);
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    mem_mgr_ = MemManagerFactory::Build(meta_ptr_, options_);
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    merge_mgr_ptr_ = MergeManagerFactory::Build(meta_ptr_, options_);
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    if (options_.wal_enable_) {
        wal::MXLogConfiguration mxlog_config;
        mxlog_config.recovery_error_ignore = options_.recovery_error_ignore_;
        // 2 buffers in the WAL
        mxlog_config.buffer_size = options_.buffer_size_ / 2;
        mxlog_config.mxlog_path = options_.mxlog_path_;
        wal_mgr_ = std::make_shared<wal::WalManager>(mxlog_config);
    }

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    SetIdentity("DBImpl");
    AddCacheInsertDataListener();
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    AddUseBlasThresholdListener();
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    Start();
}

DBImpl::~DBImpl() {
    Stop();
}

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///////////////////////////////////////////////////////////////////////////////////////////////////////////////////
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// external api
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///////////////////////////////////////////////////////////////////////////////////////////////////////////////////
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Status
DBImpl::Start() {
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    if (initialized_.load(std::memory_order_acquire)) {
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        return Status::OK();
    }

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    // LOG_ENGINE_TRACE_ << "DB service start";
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    initialized_.store(true, std::memory_order_release);
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    // server may be closed unexpected, these un-merge files need to be merged when server restart
    // and soft-delete files need to be deleted when server restart
    std::set<std::string> merge_collection_ids;
    std::vector<meta::CollectionSchema> collection_schema_array;
    meta_ptr_->AllCollections(collection_schema_array);
    for (auto& schema : collection_schema_array) {
        merge_collection_ids.insert(schema.collection_id_);
    }
    StartMergeTask(merge_collection_ids, true);

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    // wal
    if (options_.wal_enable_) {
        auto error_code = DB_ERROR;
        if (wal_mgr_ != nullptr) {
            error_code = wal_mgr_->Init(meta_ptr_);
        }
        if (error_code != WAL_SUCCESS) {
            throw Exception(error_code, "Wal init error!");
        }

        // recovery
        while (1) {
            wal::MXLogRecord record;
            auto error_code = wal_mgr_->GetNextRecovery(record);
            if (error_code != WAL_SUCCESS) {
                throw Exception(error_code, "Wal recovery error!");
            }
            if (record.type == wal::MXLogType::None) {
                break;
            }
            ExecWalRecord(record);
        }

        // for distribute version, some nodes are read only
        if (options_.mode_ != DBOptions::MODE::CLUSTER_READONLY) {
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            // background wal thread
            bg_wal_thread_ = std::thread(&DBImpl::BackgroundWalThread, this);
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        }
    } else {
        // for distribute version, some nodes are read only
        if (options_.mode_ != DBOptions::MODE::CLUSTER_READONLY) {
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            // background flush thread
            bg_flush_thread_ = std::thread(&DBImpl::BackgroundFlushThread, this);
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        }
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    }
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    // for distribute version, some nodes are read only
    if (options_.mode_ != DBOptions::MODE::CLUSTER_READONLY) {
        // background build index thread
        bg_index_thread_ = std::thread(&DBImpl::BackgroundIndexThread, this);
    }

    // background metric thread
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    if (options_.metric_enable_) {
        bg_metric_thread_ = std::thread(&DBImpl::BackgroundMetricThread, this);
    }
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    return Status::OK();
}

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Status
DBImpl::Stop() {
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    if (!initialized_.load(std::memory_order_acquire)) {
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        return Status::OK();
    }
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    initialized_.store(false, std::memory_order_release);
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    if (options_.mode_ != DBOptions::MODE::CLUSTER_READONLY) {
        if (options_.wal_enable_) {
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            // wait wal thread finish
            swn_wal_.Notify();
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            bg_wal_thread_.join();
        } else {
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            // flush all without merge
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            wal::MXLogRecord record;
            record.type = wal::MXLogType::Flush;
            ExecWalRecord(record);

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            // wait flush thread finish
            swn_flush_.Notify();
            bg_flush_thread_.join();
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        }
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        WaitMergeFileFinish();

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        swn_index_.Notify();
        bg_index_thread_.join();

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        meta_ptr_->CleanUpShadowFiles();
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    }

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    // wait metric thread exit
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    if (options_.metric_enable_) {
        swn_metric_.Notify();
        bg_metric_thread_.join();
    }
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    // LOG_ENGINE_TRACE_ << "DB service stop";
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    return Status::OK();
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}

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Status
DBImpl::DropAll() {
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    return meta_ptr_->DropAll();
}

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Status
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DBImpl::CreateCollection(meta::CollectionSchema& collection_schema) {
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    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

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    meta::CollectionSchema temp_schema = collection_schema;
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    temp_schema.index_file_size_ *= MB;  // store as MB
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    if (options_.wal_enable_) {
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        temp_schema.flush_lsn_ = wal_mgr_->CreateCollection(collection_schema.collection_id_);
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    }

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    return meta_ptr_->CreateCollection(temp_schema);
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}

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Status
DBImpl::CreateHybridCollection(meta::CollectionSchema& collection_schema, meta::hybrid::FieldsSchema& fields_schema) {
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

    meta::CollectionSchema temp_schema = collection_schema;
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    temp_schema.index_file_size_ *= MB;
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    if (options_.wal_enable_) {
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        temp_schema.flush_lsn_ = wal_mgr_->CreateHybridCollection(collection_schema.collection_id_);
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    }

    return meta_ptr_->CreateHybridCollection(temp_schema, fields_schema);
}

Status
DBImpl::DescribeHybridCollection(meta::CollectionSchema& collection_schema,
                                 milvus::engine::meta::hybrid::FieldsSchema& fields_schema) {
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

    auto stat = meta_ptr_->DescribeHybridCollection(collection_schema, fields_schema);
    return stat;
}

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Status
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DBImpl::DropCollection(const std::string& collection_id) {
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    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

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    // dates partly delete files of the collection but currently we don't support
    LOG_ENGINE_DEBUG_ << "Prepare to delete collection " << collection_id;

    Status status;
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    if (options_.wal_enable_) {
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        wal_mgr_->DropCollection(collection_id);
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    }

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    status = mem_mgr_->EraseMemVector(collection_id);      // not allow insert
    status = meta_ptr_->DropCollections({collection_id});  // soft delete collection
    index_failed_checker_.CleanFailedIndexFileOfCollection(collection_id);

    std::vector<meta::CollectionSchema> partition_array;
    status = meta_ptr_->ShowPartitions(collection_id, partition_array);
    std::vector<std::string> partition_id_array;
    for (auto& schema : partition_array) {
        if (options_.wal_enable_) {
            wal_mgr_->DropCollection(schema.collection_id_);
        }
        status = mem_mgr_->EraseMemVector(schema.collection_id_);
        index_failed_checker_.CleanFailedIndexFileOfCollection(schema.collection_id_);
        partition_id_array.push_back(schema.collection_id_);
    }

    status = meta_ptr_->DropCollections(partition_id_array);
    fiu_do_on("DBImpl.DropCollection.failed", status = Status(DB_ERROR, ""));
    if (!status.ok()) {
        return status;
    }

    return Status::OK();
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}

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Status
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DBImpl::DescribeCollection(meta::CollectionSchema& collection_schema) {
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    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

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    auto stat = meta_ptr_->DescribeCollection(collection_schema);
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    collection_schema.index_file_size_ /= MB;  // return as MB
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    return stat;
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}

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Status
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DBImpl::HasCollection(const std::string& collection_id, bool& has_or_not) {
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    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

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    return meta_ptr_->HasCollection(collection_id, has_or_not, false);
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}

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Status
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DBImpl::HasNativeCollection(const std::string& collection_id, bool& has_or_not) {
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    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

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    return meta_ptr_->HasCollection(collection_id, has_or_not, true);
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}

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Status
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DBImpl::AllCollections(std::vector<meta::CollectionSchema>& collection_schema_array) {
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    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

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    std::vector<meta::CollectionSchema> all_collections;
    auto status = meta_ptr_->AllCollections(all_collections);
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    // only return real collections, dont return partition collections
    collection_schema_array.clear();
    for (auto& schema : all_collections) {
        if (schema.owner_collection_.empty()) {
            collection_schema_array.push_back(schema);
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        }
    }

    return status;
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}

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Status
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DBImpl::GetCollectionInfo(const std::string& collection_id, std::string& collection_info) {
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    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

    // step1: get all partition ids
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    std::vector<meta::CollectionSchema> partition_array;
    auto status = meta_ptr_->ShowPartitions(collection_id, partition_array);
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    std::vector<int> file_types{meta::SegmentSchema::FILE_TYPE::RAW, meta::SegmentSchema::FILE_TYPE::TO_INDEX,
                                meta::SegmentSchema::FILE_TYPE::INDEX};
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    milvus::json json_info;
    milvus::json json_partitions;
    size_t total_row_count = 0;
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    auto get_info = [&](const std::string& col_id, const std::string& tag) {
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        meta::FilesHolder files_holder;
        status = meta_ptr_->FilesByType(col_id, file_types, files_holder);
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        if (!status.ok()) {
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            std::string err_msg = "Failed to get collection info: " + status.ToString();
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            LOG_ENGINE_ERROR_ << err_msg;
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            return Status(DB_ERROR, err_msg);
        }

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        milvus::json json_partition;
        json_partition[JSON_PARTITION_TAG] = tag;

        milvus::json json_segments;
        size_t row_count = 0;
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        milvus::engine::meta::SegmentsSchema& collection_files = files_holder.HoldFiles();
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        for (auto& file : collection_files) {
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            milvus::json json_segment;
            json_segment[JSON_SEGMENT_NAME] = file.segment_id_;
            json_segment[JSON_ROW_COUNT] = file.row_count_;
            json_segment[JSON_INDEX_NAME] = utils::GetIndexName(file.engine_type_);
            json_segment[JSON_DATA_SIZE] = (int64_t)file.file_size_;
            json_segments.push_back(json_segment);

            row_count += file.row_count_;
            total_row_count += file.row_count_;
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        }

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        json_partition[JSON_ROW_COUNT] = row_count;
        json_partition[JSON_SEGMENTS] = json_segments;

        json_partitions.push_back(json_partition);

        return Status::OK();
    };
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    // step2: get default partition info
    status = get_info(collection_id, milvus::engine::DEFAULT_PARTITON_TAG);
    if (!status.ok()) {
        return status;
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    }

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    // step3: get partitions info
    for (auto& schema : partition_array) {
        status = get_info(schema.collection_id_, schema.partition_tag_);
        if (!status.ok()) {
            return status;
        }
    }

    json_info[JSON_ROW_COUNT] = total_row_count;
    json_info[JSON_PARTITIONS] = json_partitions;

    collection_info = json_info.dump();

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    return Status::OK();
}

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Status
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DBImpl::PreloadCollection(const std::shared_ptr<server::Context>& context, const std::string& collection_id,
                          bool force) {
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    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

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    // step 1: get all collection files from parent collection
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    meta::FilesHolder files_holder;
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#if 0
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    auto status = meta_ptr_->FilesToSearch(collection_id, files_holder);
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    if (!status.ok()) {
        return status;
    }
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    // step 2: get files from partition collections
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    std::vector<meta::CollectionSchema> partition_array;
    status = meta_ptr_->ShowPartitions(collection_id, partition_array);
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    for (auto& schema : partition_array) {
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        status = meta_ptr_->FilesToSearch(schema.collection_id_, files_holder);
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    }
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#else
    auto status = meta_ptr_->FilesToSearch(collection_id, files_holder);
    if (!status.ok()) {
        return status;
    }

    std::vector<meta::CollectionSchema> partition_array;
    status = meta_ptr_->ShowPartitions(collection_id, partition_array);

    std::set<std::string> partition_ids;
    for (auto& schema : partition_array) {
        partition_ids.insert(schema.collection_id_);
    }

    status = meta_ptr_->FilesToSearchEx(collection_id, partition_ids, files_holder);
    if (!status.ok()) {
        return status;
    }
#endif
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    int64_t size = 0;
    int64_t cache_total = cache::CpuCacheMgr::GetInstance()->CacheCapacity();
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    int64_t cache_usage = cache::CpuCacheMgr::GetInstance()->CacheUsage();
    int64_t available_size = cache_total - cache_usage;
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    // step 3: load file one by one
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    milvus::engine::meta::SegmentsSchema& files_array = files_holder.HoldFiles();
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    LOG_ENGINE_DEBUG_ << "Begin pre-load collection:" + collection_id + ", totally " << files_array.size()
                      << " files need to be pre-loaded";
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    TimeRecorderAuto rc("Pre-load collection:" + collection_id);
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    for (auto& file : files_array) {
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        // client break the connection, no need to continue
        if (context && context->IsConnectionBroken()) {
            LOG_ENGINE_DEBUG_ << "Client connection broken, stop load collection";
            break;
        }

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        EngineType engine_type;
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        if (file.file_type_ == meta::SegmentSchema::FILE_TYPE::RAW ||
            file.file_type_ == meta::SegmentSchema::FILE_TYPE::TO_INDEX ||
            file.file_type_ == meta::SegmentSchema::FILE_TYPE::BACKUP) {
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            engine_type =
                utils::IsBinaryMetricType(file.metric_type_) ? EngineType::FAISS_BIN_IDMAP : EngineType::FAISS_IDMAP;
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        } else {
            engine_type = (EngineType)file.engine_type_;
        }
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        auto json = milvus::json::parse(file.index_params_);
        ExecutionEnginePtr engine =
            EngineFactory::Build(file.dimension_, file.location_, engine_type, (MetricType)file.metric_type_, json);
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        fiu_do_on("DBImpl.PreloadCollection.null_engine", engine = nullptr);
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        if (engine == nullptr) {
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            LOG_ENGINE_ERROR_ << "Invalid engine type";
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            return Status(DB_ERROR, "Invalid engine type");
        }
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        fiu_do_on("DBImpl.PreloadCollection.exceed_cache", size = available_size + 1);
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        try {
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            fiu_do_on("DBImpl.PreloadCollection.engine_throw_exception", throw std::exception());
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            std::string msg = "Pre-loaded file: " + file.file_id_ + " size: " + std::to_string(file.file_size_);
            TimeRecorderAuto rc_1(msg);
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            status = engine->Load(true);
            if (!status.ok()) {
                return status;
            }
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            size += engine->Size();
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            if (!force && size > available_size) {
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                LOG_ENGINE_DEBUG_ << "Pre-load cancelled since cache is almost full";
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                return Status(SERVER_CACHE_FULL, "Cache is full");
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            }
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        } catch (std::exception& ex) {
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            std::string msg = "Pre-load collection encounter exception: " + std::string(ex.what());
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            LOG_ENGINE_ERROR_ << msg;
524
            return Status(DB_ERROR, msg);
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        }
    }
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    return Status::OK();
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}

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Status
DBImpl::ReLoadSegmentsDeletedDocs(const std::string& collection_id, const std::vector<int64_t>& segment_ids) {
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

    meta::FilesHolder files_holder;
    std::vector<size_t> file_ids;
    for (auto& id : segment_ids) {
        file_ids.emplace_back(id);
    }

    auto status = meta_ptr_->FilesByID(file_ids, files_holder);
    if (!status.ok()) {
        std::string err_msg = "Failed get file holders by ids: " + status.ToString();
        LOG_ENGINE_ERROR_ << err_msg;
        return Status(DB_ERROR, err_msg);
    }

    milvus::engine::meta::SegmentsSchema hold_files = files_holder.HoldFiles();

    for (auto& file : hold_files) {
        std::string segment_dir;
        utils::GetParentPath(file.location_, segment_dir);

        auto data_obj_ptr = cache::CpuCacheMgr::GetInstance()->GetIndex(file.location_);
        auto index = std::static_pointer_cast<knowhere::VecIndex>(data_obj_ptr);
        if (nullptr == index) {
            LOG_ENGINE_WARNING_ << "Index " << file.location_ << " not found";
            continue;
        }

        segment::SegmentReader segment_reader(segment_dir);

        segment::DeletedDocsPtr delete_docs = std::make_shared<segment::DeletedDocs>();
        segment_reader.LoadDeletedDocs(delete_docs);
        auto& docs_offsets = delete_docs->GetDeletedDocs();

        faiss::ConcurrentBitsetPtr blacklist = index->GetBlacklist();
        if (nullptr == blacklist) {
            LOG_ENGINE_WARNING_ << "Index " << file.location_ << " is empty";
            faiss::ConcurrentBitsetPtr concurrent_bitset_ptr =
                std::make_shared<faiss::ConcurrentBitset>(index->Count());
            index->SetBlacklist(concurrent_bitset_ptr);
            blacklist = concurrent_bitset_ptr;
        }

        for (auto& i : docs_offsets) {
            if (!blacklist->test(i)) {
                blacklist->set(i);
            }
        }
    }

    return Status::OK();
}

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Status
589
DBImpl::UpdateCollectionFlag(const std::string& collection_id, int64_t flag) {
590
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

594
    return meta_ptr_->UpdateCollectionFlag(collection_id, flag);
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}

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Status
598
DBImpl::GetCollectionRowCount(const std::string& collection_id, uint64_t& row_count) {
599
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
    }

603
    return GetCollectionRowCountRecursively(collection_id, row_count);
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}

Status
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DBImpl::CreatePartition(const std::string& collection_id, const std::string& partition_name,
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                        const std::string& partition_tag) {
609
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
    }

613
    uint64_t lsn = 0;
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    if (options_.wal_enable_) {
        lsn = wal_mgr_->CreatePartition(collection_id, partition_tag);
    } else {
        meta_ptr_->GetCollectionFlushLSN(collection_id, lsn);
    }
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    return meta_ptr_->CreatePartition(collection_id, partition_name, partition_tag, lsn);
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}

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Status
DBImpl::HasPartition(const std::string& collection_id, const std::string& tag, bool& has_or_not) {
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

    // trim side-blank of tag, only compare valid characters
    // for example: " ab cd " is treated as "ab cd"
    std::string valid_tag = tag;
    server::StringHelpFunctions::TrimStringBlank(valid_tag);

    if (valid_tag == milvus::engine::DEFAULT_PARTITON_TAG) {
        has_or_not = true;
        return Status::OK();
    }

    return meta_ptr_->HasPartition(collection_id, valid_tag, has_or_not);
}

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Status
DBImpl::DropPartition(const std::string& partition_name) {
643
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

647
    mem_mgr_->EraseMemVector(partition_name);                // not allow insert
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    auto status = meta_ptr_->DropPartition(partition_name);  // soft delete collection
649
    if (!status.ok()) {
650
        LOG_ENGINE_ERROR_ << status.message();
651 652
        return status;
    }
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    // scheduler will determine when to delete collection files
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    auto nres = scheduler::ResMgrInst::GetInstance()->GetNumOfComputeResource();
    scheduler::DeleteJobPtr job = std::make_shared<scheduler::DeleteJob>(partition_name, meta_ptr_, nres);
    scheduler::JobMgrInst::GetInstance()->Put(job);
    job->WaitAndDelete();

    return Status::OK();
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}

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Status
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DBImpl::DropPartitionByTag(const std::string& collection_id, const std::string& partition_tag) {
665
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
    }

    std::string partition_name;
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    auto status = meta_ptr_->GetPartitionName(collection_id, partition_tag, partition_name);
671
    if (!status.ok()) {
672
        LOG_ENGINE_ERROR_ << status.message();
673 674 675
        return status;
    }

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    if (options_.wal_enable_) {
        wal_mgr_->DropPartition(collection_id, partition_tag);
    }

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    return DropPartition(partition_name);
}

Status
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DBImpl::ShowPartitions(const std::string& collection_id, std::vector<meta::CollectionSchema>& partition_schema_array) {
685
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
    }

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    return meta_ptr_->ShowPartitions(collection_id, partition_schema_array);
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}

Status
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DBImpl::InsertVectors(const std::string& collection_id, const std::string& partition_tag, VectorsData& vectors) {
694
    //    LOG_ENGINE_DEBUG_ << "Insert " << n << " vectors to cache";
695
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }
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    // insert vectors into target collection
700 701
    // (zhiru): generate ids
    if (vectors.id_array_.empty()) {
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        SafeIDGenerator& id_generator = SafeIDGenerator::GetInstance();
        Status status = id_generator.GetNextIDNumbers(vectors.vector_count_, vectors.id_array_);
        if (!status.ok()) {
705
            LOG_ENGINE_ERROR_ << LogOut("[%s][%ld] Get next id number fail: %s", "insert", 0, status.message().c_str());
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            return status;
        }
708 709
    }

710
    Status status;
711
    if (options_.wal_enable_) {
712 713
        std::string target_collection_name;
        status = GetPartitionByTag(collection_id, partition_tag, target_collection_name);
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        if (!status.ok()) {
715
            LOG_ENGINE_ERROR_ << LogOut("[%s][%ld] Get partition fail: %s", "insert", 0, status.message().c_str());
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            return status;
        }
718 719

        if (!vectors.float_data_.empty()) {
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            wal_mgr_->Insert(collection_id, partition_tag, vectors.id_array_, vectors.float_data_);
721
        } else if (!vectors.binary_data_.empty()) {
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            wal_mgr_->Insert(collection_id, partition_tag, vectors.id_array_, vectors.binary_data_);
723
        }
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        swn_wal_.Notify();
725 726 727
    } else {
        wal::MXLogRecord record;
        record.lsn = 0;  // need to get from meta ?
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        record.collection_id = collection_id;
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        record.partition_tag = partition_tag;
        record.ids = vectors.id_array_.data();
        record.length = vectors.vector_count_;
        if (vectors.binary_data_.empty()) {
            record.type = wal::MXLogType::InsertVector;
            record.data = vectors.float_data_.data();
            record.data_size = vectors.float_data_.size() * sizeof(float);
        } else {
            record.type = wal::MXLogType::InsertBinary;
            record.ids = vectors.id_array_.data();
            record.length = vectors.vector_count_;
            record.data = vectors.binary_data_.data();
            record.data_size = vectors.binary_data_.size() * sizeof(uint8_t);
        }

        status = ExecWalRecord(record);
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    }

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    return status;
}

750
Status
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CopyToAttr(std::vector<uint8_t>& record, uint64_t row_num, const std::vector<std::string>& field_names,
           std::unordered_map<std::string, meta::hybrid::DataType>& attr_types,
           std::unordered_map<std::string, std::vector<uint8_t>>& attr_datas,
           std::unordered_map<std::string, uint64_t>& attr_nbytes,
           std::unordered_map<std::string, uint64_t>& attr_data_size) {
756
    uint64_t offset = 0;
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    for (auto name : field_names) {
        switch (attr_types.at(name)) {
759 760
            case meta::hybrid::DataType::INT8: {
                std::vector<uint8_t> data;
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                data.resize(row_num * sizeof(int8_t));
762

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                std::vector<int64_t> attr_value(row_num, 0);
                memcpy(attr_value.data(), record.data() + offset, row_num * sizeof(int64_t));
765

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                std::vector<int8_t> raw_value(row_num, 0);
                for (uint64_t i = 0; i < row_num; ++i) {
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                    raw_value[i] = attr_value[i];
                }

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                memcpy(data.data(), raw_value.data(), row_num * sizeof(int8_t));
                attr_datas.insert(std::make_pair(name, data));
773

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                attr_nbytes.insert(std::make_pair(name, sizeof(int8_t)));
                attr_data_size.insert(std::make_pair(name, row_num * sizeof(int8_t)));
                offset += row_num * sizeof(int64_t);
777 778 779 780
                break;
            }
            case meta::hybrid::DataType::INT16: {
                std::vector<uint8_t> data;
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                data.resize(row_num * sizeof(int16_t));
782

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                std::vector<int64_t> attr_value(row_num, 0);
                memcpy(attr_value.data(), record.data() + offset, row_num * sizeof(int64_t));
785

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                std::vector<int16_t> raw_value(row_num, 0);
                for (uint64_t i = 0; i < row_num; ++i) {
788 789 790
                    raw_value[i] = attr_value[i];
                }

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                memcpy(data.data(), raw_value.data(), row_num * sizeof(int16_t));
                attr_datas.insert(std::make_pair(name, data));
793

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                attr_nbytes.insert(std::make_pair(name, sizeof(int16_t)));
                attr_data_size.insert(std::make_pair(name, row_num * sizeof(int16_t)));
                offset += row_num * sizeof(int64_t);
797 798 799 800
                break;
            }
            case meta::hybrid::DataType::INT32: {
                std::vector<uint8_t> data;
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                data.resize(row_num * sizeof(int32_t));
802

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                std::vector<int64_t> attr_value(row_num, 0);
                memcpy(attr_value.data(), record.data() + offset, row_num * sizeof(int64_t));
805

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                std::vector<int32_t> raw_value(row_num, 0);
                for (uint64_t i = 0; i < row_num; ++i) {
808 809 810
                    raw_value[i] = attr_value[i];
                }

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                memcpy(data.data(), raw_value.data(), row_num * sizeof(int32_t));
                attr_datas.insert(std::make_pair(name, data));
813

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                attr_nbytes.insert(std::make_pair(name, sizeof(int32_t)));
                attr_data_size.insert(std::make_pair(name, row_num * sizeof(int32_t)));
                offset += row_num * sizeof(int64_t);
817 818 819 820
                break;
            }
            case meta::hybrid::DataType::INT64: {
                std::vector<uint8_t> data;
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                data.resize(row_num * sizeof(int64_t));
                memcpy(data.data(), record.data() + offset, row_num * sizeof(int64_t));
                attr_datas.insert(std::make_pair(name, data));

                std::vector<int64_t> test_data(row_num);
                memcpy(test_data.data(), record.data(), row_num * sizeof(int64_t));
827

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                attr_nbytes.insert(std::make_pair(name, sizeof(int64_t)));
                attr_data_size.insert(std::make_pair(name, row_num * sizeof(int64_t)));
                offset += row_num * sizeof(int64_t);
831 832 833 834
                break;
            }
            case meta::hybrid::DataType::FLOAT: {
                std::vector<uint8_t> data;
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                data.resize(row_num * sizeof(float));
836

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                std::vector<double> attr_value(row_num, 0);
                memcpy(attr_value.data(), record.data() + offset, row_num * sizeof(double));
839

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yukun 已提交
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                std::vector<float> raw_value(row_num, 0);
                for (uint64_t i = 0; i < row_num; ++i) {
842 843 844
                    raw_value[i] = attr_value[i];
                }

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                memcpy(data.data(), raw_value.data(), row_num * sizeof(float));
                attr_datas.insert(std::make_pair(name, data));
847

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                attr_nbytes.insert(std::make_pair(name, sizeof(float)));
                attr_data_size.insert(std::make_pair(name, row_num * sizeof(float)));
                offset += row_num * sizeof(double);
851 852 853 854
                break;
            }
            case meta::hybrid::DataType::DOUBLE: {
                std::vector<uint8_t> data;
Y
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                data.resize(row_num * sizeof(double));
                memcpy(data.data(), record.data() + offset, row_num * sizeof(double));
                attr_datas.insert(std::make_pair(name, data));
858

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                attr_nbytes.insert(std::make_pair(name, sizeof(double)));
                attr_data_size.insert(std::make_pair(name, row_num * sizeof(double)));
                offset += row_num * sizeof(double);
862 863
                break;
            }
864 865
            default:
                break;
866 867
        }
    }
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    return Status::OK();
}

Status
DBImpl::InsertEntities(const std::string& collection_id, const std::string& partition_tag,
                       const std::vector<std::string>& field_names, Entity& entity,
                       std::unordered_map<std::string, meta::hybrid::DataType>& attr_types) {
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

    // Generate id
    if (entity.id_array_.empty()) {
        SafeIDGenerator& id_generator = SafeIDGenerator::GetInstance();
        Status status = id_generator.GetNextIDNumbers(entity.entity_count_, entity.id_array_);
        if (!status.ok()) {
            return status;
        }
    }

    Status status;
    std::unordered_map<std::string, std::vector<uint8_t>> attr_data;
    std::unordered_map<std::string, uint64_t> attr_nbytes;
    std::unordered_map<std::string, uint64_t> attr_data_size;
    status = CopyToAttr(entity.attr_value_, entity.entity_count_, field_names, attr_types, attr_data, attr_nbytes,
                        attr_data_size);
    if (!status.ok()) {
        return status;
    }

    wal::MXLogRecord record;
    record.lsn = 0;
    record.collection_id = collection_id;
    record.partition_tag = partition_tag;
    record.ids = entity.id_array_.data();
    record.length = entity.entity_count_;

    auto vector_it = entity.vector_data_.begin();
    if (vector_it->second.binary_data_.empty()) {
        record.type = wal::MXLogType::Entity;
        record.data = vector_it->second.float_data_.data();
        record.data_size = vector_it->second.float_data_.size() * sizeof(float);
        record.attr_data = attr_data;
        record.attr_nbytes = attr_nbytes;
        record.attr_data_size = attr_data_size;
    } else {
        //        record.type = wal::MXLogType::InsertBinary;
        //        record.data = entities.vector_data_[0].binary_data_.data();
        //        record.length = entities.vector_data_[0].binary_data_.size() * sizeof(uint8_t);
    }
918 919

    status = ExecWalRecord(record);
Y
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#if 0
    if (options_.wal_enable_) {
        std::string target_collection_name;
        status = GetPartitionByTag(collection_id, partition_tag, target_collection_name);
        if (!status.ok()) {
            LOG_ENGINE_ERROR_ << LogOut("[%s][%ld] Get partition fail: %s", "insert", 0, status.message().c_str());
            return status;
        }

        auto vector_it = entity.vector_data_.begin();
        if (!vector_it->second.binary_data_.empty()) {
            wal_mgr_->InsertEntities(collection_id, partition_tag, entity.id_array_, vector_it->second.binary_data_,
                                     attr_nbytes, attr_data);
        } else if (!vector_it->second.float_data_.empty()) {
            wal_mgr_->InsertEntities(collection_id, partition_tag, entity.id_array_, vector_it->second.float_data_,
                                     attr_nbytes, attr_data);
        }
        swn_wal_.Notify();
    } else {
        // insert entities: collection_name is field id
        wal::MXLogRecord record;
        record.lsn = 0;
        record.collection_id = collection_id;
        record.partition_tag = partition_tag;
        record.ids = entity.id_array_.data();
        record.length = entity.entity_count_;

        auto vector_it = entity.vector_data_.begin();
        if (vector_it->second.binary_data_.empty()) {
            record.type = wal::MXLogType::Entity;
            record.data = vector_it->second.float_data_.data();
            record.data_size = vector_it->second.float_data_.size() * sizeof(float);
            record.attr_data = attr_data;
            record.attr_nbytes = attr_nbytes;
            record.attr_data_size = attr_data_size;
        } else {
            //        record.type = wal::MXLogType::InsertBinary;
            //        record.data = entities.vector_data_[0].binary_data_.data();
            //        record.length = entities.vector_data_[0].binary_data_.size() * sizeof(uint8_t);
        }

        status = ExecWalRecord(record);
    }
#endif

966 967 968
    return status;
}

969
Status
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970
DBImpl::DeleteVector(const std::string& collection_id, IDNumber vector_id) {
971 972
    IDNumbers ids;
    ids.push_back(vector_id);
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    return DeleteVectors(collection_id, ids);
974 975 976
}

Status
J
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977
DBImpl::DeleteVectors(const std::string& collection_id, IDNumbers vector_ids) {
978 979 980 981 982 983
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

    Status status;
    if (options_.wal_enable_) {
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        wal_mgr_->DeleteById(collection_id, vector_ids);
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        swn_wal_.Notify();
986 987 988 989
    } else {
        wal::MXLogRecord record;
        record.lsn = 0;  // need to get from meta ?
        record.type = wal::MXLogType::Delete;
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        record.collection_id = collection_id;
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        record.ids = vector_ids.data();
        record.length = vector_ids.size();

        status = ExecWalRecord(record);
    }

    return status;
}

Status
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1001
DBImpl::Flush(const std::string& collection_id) {
1002 1003 1004 1005 1006
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

    Status status;
1007 1008
    bool has_collection;
    status = HasCollection(collection_id, has_collection);
1009 1010 1011
    if (!status.ok()) {
        return status;
    }
1012
    if (!has_collection) {
1013
        LOG_ENGINE_ERROR_ << "Collection to flush does not exist: " << collection_id;
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        return Status(DB_NOT_FOUND, "Collection to flush does not exist");
1015 1016
    }

1017
    LOG_ENGINE_DEBUG_ << "Begin flush collection: " << collection_id;
1018 1019

    if (options_.wal_enable_) {
1020
        LOG_ENGINE_DEBUG_ << "WAL flush";
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        auto lsn = wal_mgr_->Flush(collection_id);
1022
        if (lsn != 0) {
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            swn_wal_.Notify();
            flush_req_swn_.Wait();
1025 1026
        }
    } else {
1027
        LOG_ENGINE_DEBUG_ << "MemTable flush";
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1028
        InternalFlush(collection_id);
1029 1030
    }

1031
    LOG_ENGINE_DEBUG_ << "End flush collection: " << collection_id;
1032 1033 1034 1035 1036 1037 1038 1039 1040 1041

    return status;
}

Status
DBImpl::Flush() {
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

1042
    LOG_ENGINE_DEBUG_ << "Begin flush all collections";
1043 1044 1045

    Status status;
    if (options_.wal_enable_) {
1046
        LOG_ENGINE_DEBUG_ << "WAL flush";
1047 1048
        auto lsn = wal_mgr_->Flush();
        if (lsn != 0) {
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            swn_wal_.Notify();
            flush_req_swn_.Wait();
1051 1052
        }
    } else {
1053
        LOG_ENGINE_DEBUG_ << "MemTable flush";
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        InternalFlush();
1055 1056
    }

1057
    LOG_ENGINE_DEBUG_ << "End flush all collections";
1058 1059 1060 1061 1062

    return status;
}

Status
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DBImpl::Compact(const std::shared_ptr<server::Context>& context, const std::string& collection_id, double threshold) {
1064 1065 1066 1067
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

1068 1069 1070
    engine::meta::CollectionSchema collection_schema;
    collection_schema.collection_id_ = collection_id;
    auto status = DescribeCollection(collection_schema);
1071 1072
    if (!status.ok()) {
        if (status.code() == DB_NOT_FOUND) {
1073
            LOG_ENGINE_ERROR_ << "Collection to compact does not exist: " << collection_id;
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            return Status(DB_NOT_FOUND, "Collection to compact does not exist");
1075 1076 1077 1078
        } else {
            return status;
        }
    } else {
1079
        if (!collection_schema.owner_collection_.empty()) {
1080
            LOG_ENGINE_ERROR_ << "Collection to compact does not exist: " << collection_id;
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            return Status(DB_NOT_FOUND, "Collection to compact does not exist");
1082 1083 1084
        }
    }

1085
    LOG_ENGINE_DEBUG_ << "Before compacting, wait for build index thread to finish...";
1086

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    std::vector<meta::CollectionSchema> collection_array;
    status = meta_ptr_->ShowPartitions(collection_id, collection_array);
    collection_array.push_back(collection_schema);
1090

Z
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1091
    const std::lock_guard<std::mutex> index_lock(build_index_mutex_);
Z
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1092
    const std::lock_guard<std::mutex> merge_lock(flush_merge_compact_mutex_);
Z
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1093

1094
    LOG_ENGINE_DEBUG_ << "Compacting collection: " << collection_id;
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1095

1096
    // Get files to compact from meta.
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    std::vector<int> file_types{meta::SegmentSchema::FILE_TYPE::RAW, meta::SegmentSchema::FILE_TYPE::TO_INDEX,
                                meta::SegmentSchema::FILE_TYPE::BACKUP};
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    meta::FilesHolder files_holder;
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    status = meta_ptr_->FilesByTypeEx(collection_array, file_types, files_holder);
1101 1102
    if (!status.ok()) {
        std::string err_msg = "Failed to get files to compact: " + status.message();
1103
        LOG_ENGINE_ERROR_ << err_msg;
1104 1105 1106
        return Status(DB_ERROR, err_msg);
    }

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    LOG_ENGINE_DEBUG_ << "Found " << files_holder.HoldFiles().size() << " segment to compact";
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1108 1109

    Status compact_status;
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1110 1111
    // attention: here is a copy, not reference, since files_holder.UnmarkFile will change the array internal
    milvus::engine::meta::SegmentsSchema files_to_compact = files_holder.HoldFiles();
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    for (auto iter = files_to_compact.begin(); iter != files_to_compact.end();) {
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        // client break the connection, no need to continue
        if (context && context->IsConnectionBroken()) {
            LOG_ENGINE_DEBUG_ << "Client connection broken, stop compact operation";
            break;
        }

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        meta::SegmentSchema file = *iter;
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        iter = files_to_compact.erase(iter);

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1122 1123 1124
        // Check if the segment needs compacting
        std::string segment_dir;
        utils::GetParentPath(file.location_, segment_dir);
1125

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1126
        segment::SegmentReader segment_reader(segment_dir);
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        size_t deleted_docs_size;
        status = segment_reader.ReadDeletedDocsSize(deleted_docs_size);
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1129
        if (!status.ok()) {
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            files_holder.UnmarkFile(file);
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1131
            continue;  // skip this file and try compact next one
Z
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1132 1133
        }

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        meta::SegmentsSchema files_to_update;
Z
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        if (deleted_docs_size != 0) {
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1136
            compact_status = CompactFile(file, threshold, files_to_update);
Z
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            if (!compact_status.ok()) {
1139 1140
                LOG_ENGINE_ERROR_ << "Compact failed for segment " << file.segment_id_ << ": "
                                  << compact_status.message();
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                files_holder.UnmarkFile(file);
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                continue;  // skip this file and try compact next one
Z
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1143 1144
            }
        } else {
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            files_holder.UnmarkFile(file);
1146
            LOG_ENGINE_DEBUG_ << "Segment " << file.segment_id_ << " has no deleted data. No need to compact";
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            continue;  // skip this file and try compact next one
1148
        }
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1150
        LOG_ENGINE_DEBUG_ << "Updating meta after compaction...";
1151
        status = meta_ptr_->UpdateCollectionFiles(files_to_update);
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        files_holder.UnmarkFile(file);
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1153 1154 1155 1156
        if (!status.ok()) {
            compact_status = status;
            break;  // meta error, could not go on
        }
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1157 1158
    }

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    if (compact_status.ok()) {
1160
        LOG_ENGINE_DEBUG_ << "Finished compacting collection: " << collection_id;
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    }
1162

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    return compact_status;
1164 1165 1166
}

Status
G
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DBImpl::CompactFile(const meta::SegmentSchema& file, double threshold, meta::SegmentsSchema& files_to_update) {
    LOG_ENGINE_DEBUG_ << "Compacting segment " << file.segment_id_ << " for collection: " << file.collection_id_;
1169

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    std::string segment_dir_to_merge;
    utils::GetParentPath(file.location_, segment_dir_to_merge);

    // no need to compact if deleted vectors are too few(less than threashold)
    if (file.row_count_ > 0 && threshold > 0.0) {
        segment::SegmentReader segment_reader_to_merge(segment_dir_to_merge);
        segment::DeletedDocsPtr deleted_docs_ptr;
        auto status = segment_reader_to_merge.LoadDeletedDocs(deleted_docs_ptr);
        if (status.ok()) {
            auto delete_items = deleted_docs_ptr->GetDeletedDocs();
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            double delete_rate = (double)delete_items.size() / (double)(delete_items.size() + file.row_count_);
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            if (delete_rate < threshold) {
                LOG_ENGINE_DEBUG_ << "Delete rate less than " << threshold << ", no need to compact for"
                                  << segment_dir_to_merge;
                return Status::OK();
            }
        }
    }

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    // Create new collection file
    meta::SegmentSchema compacted_file;
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    compacted_file.collection_id_ = file.collection_id_;
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    compacted_file.file_type_ = meta::SegmentSchema::NEW_MERGE;  // TODO: use NEW_MERGE for now
G
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    auto status = meta_ptr_->CreateCollectionFile(compacted_file);
1194 1195

    if (!status.ok()) {
1196
        LOG_ENGINE_ERROR_ << "Failed to create collection file: " << status.message();
1197 1198 1199
        return status;
    }

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1200
    // Compact (merge) file to the newly created collection file
1201 1202 1203 1204
    std::string new_segment_dir;
    utils::GetParentPath(compacted_file.location_, new_segment_dir);
    auto segment_writer_ptr = std::make_shared<segment::SegmentWriter>(new_segment_dir);

1205
    LOG_ENGINE_DEBUG_ << "Compacting begin...";
1206 1207 1208
    segment_writer_ptr->Merge(segment_dir_to_merge, compacted_file.file_id_);

    // Serialize
1209
    LOG_ENGINE_DEBUG_ << "Serializing compacted segment...";
1210 1211
    status = segment_writer_ptr->Serialize();
    if (!status.ok()) {
1212
        LOG_ENGINE_ERROR_ << "Failed to serialize compacted segment: " << status.message();
J
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1213
        compacted_file.file_type_ = meta::SegmentSchema::TO_DELETE;
1214
        auto mark_status = meta_ptr_->UpdateCollectionFile(compacted_file);
1215
        if (mark_status.ok()) {
1216
            LOG_ENGINE_DEBUG_ << "Mark file: " << compacted_file.file_id_ << " to to_delete";
1217
        }
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1219 1220 1221
        return status;
    }

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    // Update compacted file state, if origin file is backup or to_index, set compacted file to to_index
1223 1224 1225 1226 1227 1228
    compacted_file.file_size_ = segment_writer_ptr->Size();
    compacted_file.row_count_ = segment_writer_ptr->VectorCount();
    if ((file.file_type_ == (int32_t)meta::SegmentSchema::BACKUP ||
         file.file_type_ == (int32_t)meta::SegmentSchema::TO_INDEX) &&
        (compacted_file.row_count_ > meta::BUILD_INDEX_THRESHOLD)) {
        compacted_file.file_type_ = meta::SegmentSchema::TO_INDEX;
1229
    } else {
J
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1230
        compacted_file.file_type_ = meta::SegmentSchema::RAW;
1231 1232 1233
    }

    if (compacted_file.row_count_ == 0) {
1234
        LOG_ENGINE_DEBUG_ << "Compacted segment is empty. Mark it as TO_DELETE";
J
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1235
        compacted_file.file_type_ = meta::SegmentSchema::TO_DELETE;
1236 1237
    }

Z
Zhiru Zhu 已提交
1238
    files_to_update.emplace_back(compacted_file);
Z
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1239

Z
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1240 1241
    // Set all files in segment to TO_DELETE
    auto& segment_id = file.segment_id_;
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1242 1243
    meta::FilesHolder files_holder;
    status = meta_ptr_->GetCollectionFilesBySegmentId(segment_id, files_holder);
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1244 1245 1246
    if (!status.ok()) {
        return status;
    }
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1247 1248

    milvus::engine::meta::SegmentsSchema& segment_files = files_holder.HoldFiles();
Z
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1249
    for (auto& f : segment_files) {
J
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        f.file_type_ = meta::SegmentSchema::FILE_TYPE::TO_DELETE;
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1251 1252
        files_to_update.emplace_back(f);
    }
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    files_holder.ReleaseFiles();
1254

1255 1256 1257
    LOG_ENGINE_DEBUG_ << "Compacted segment " << compacted_file.segment_id_ << " from "
                      << std::to_string(file.file_size_) << " bytes to " << std::to_string(compacted_file.file_size_)
                      << " bytes";
1258 1259 1260 1261 1262 1263 1264 1265 1266

    if (options_.insert_cache_immediately_) {
        segment_writer_ptr->Cache();
    }

    return status;
}

Status
G
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1267
DBImpl::GetVectorsByID(const engine::meta::CollectionSchema& collection, const IDNumbers& id_array,
1268
                       std::vector<engine::VectorsData>& vectors) {
1269 1270 1271 1272
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

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1273
    meta::FilesHolder files_holder;
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    std::vector<int> file_types{meta::SegmentSchema::FILE_TYPE::RAW, meta::SegmentSchema::FILE_TYPE::TO_INDEX,
                                meta::SegmentSchema::FILE_TYPE::BACKUP};
1276

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1277 1278 1279 1280 1281
    std::vector<meta::CollectionSchema> collection_array;
    auto status = meta_ptr_->ShowPartitions(collection.collection_id_, collection_array);

    collection_array.push_back(collection);
    status = meta_ptr_->FilesByTypeEx(collection_array, file_types, files_holder);
1282
    if (!status.ok()) {
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1283
        std::string err_msg = "Failed to get files for GetVectorByID: " + status.message();
1284
        LOG_ENGINE_ERROR_ << err_msg;
1285 1286 1287
        return status;
    }

G
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1288
    if (files_holder.HoldFiles().empty()) {
1289
        LOG_ENGINE_DEBUG_ << "No files to get vector by id from";
J
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1290
        return Status(DB_NOT_FOUND, "Collection is empty");
1291 1292 1293
    }

    cache::CpuCacheMgr::GetInstance()->PrintInfo();
G
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1294
    status = GetVectorsByIdHelper(id_array, vectors, files_holder);
1295 1296
    cache::CpuCacheMgr::GetInstance()->PrintInfo();

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1297 1298 1299 1300 1301
    if (vectors.empty()) {
        std::string msg = "Vectors not found in collection " + collection.collection_id_;
        LOG_ENGINE_DEBUG_ << msg;
    }

1302 1303 1304 1305
    return status;
}

Status
J
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1306
DBImpl::GetVectorIDs(const std::string& collection_id, const std::string& segment_id, IDNumbers& vector_ids) {
1307 1308 1309 1310
    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

J
Jin Hai 已提交
1311
    // step 1: check collection existence
1312 1313 1314
    bool has_collection;
    auto status = HasCollection(collection_id, has_collection);
    if (!has_collection) {
1315
        LOG_ENGINE_ERROR_ << "Collection " << collection_id << " does not exist: ";
J
Jin Hai 已提交
1316
        return Status(DB_NOT_FOUND, "Collection does not exist");
1317 1318 1319 1320 1321 1322
    }
    if (!status.ok()) {
        return status;
    }

    //  step 2: find segment
G
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1323 1324
    meta::FilesHolder files_holder;
    status = meta_ptr_->GetCollectionFilesBySegmentId(segment_id, files_holder);
1325 1326 1327 1328
    if (!status.ok()) {
        return status;
    }

G
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1329
    milvus::engine::meta::SegmentsSchema& collection_files = files_holder.HoldFiles();
1330
    if (collection_files.empty()) {
1331 1332 1333
        return Status(DB_NOT_FOUND, "Segment does not exist");
    }

J
Jin Hai 已提交
1334
    // check the segment is belong to this collection
1335
    if (collection_files[0].collection_id_ != collection_id) {
J
Jin Hai 已提交
1336
        // the segment could be in a partition under this collection
1337 1338 1339 1340
        meta::CollectionSchema collection_schema;
        collection_schema.collection_id_ = collection_files[0].collection_id_;
        status = DescribeCollection(collection_schema);
        if (collection_schema.owner_collection_ != collection_id) {
J
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1341
            return Status(DB_NOT_FOUND, "Segment does not belong to this collection");
1342 1343 1344 1345 1346
        }
    }

    // step 3: load segment ids and delete offset
    std::string segment_dir;
1347
    engine::utils::GetParentPath(collection_files[0].location_, segment_dir);
1348 1349 1350 1351 1352 1353 1354 1355 1356 1357 1358 1359 1360 1361 1362 1363 1364 1365 1366 1367 1368 1369 1370 1371 1372
    segment::SegmentReader segment_reader(segment_dir);

    std::vector<segment::doc_id_t> uids;
    status = segment_reader.LoadUids(uids);
    if (!status.ok()) {
        return status;
    }

    segment::DeletedDocsPtr deleted_docs_ptr;
    status = segment_reader.LoadDeletedDocs(deleted_docs_ptr);
    if (!status.ok()) {
        return status;
    }

    // step 4: construct id array
    // avoid duplicate offset and erase from max offset to min offset
    auto& deleted_offset = deleted_docs_ptr->GetDeletedDocs();
    std::set<segment::offset_t, std::greater<segment::offset_t>> ordered_offset;
    for (segment::offset_t offset : deleted_offset) {
        ordered_offset.insert(offset);
    }
    for (segment::offset_t offset : ordered_offset) {
        uids.erase(uids.begin() + offset);
    }
    vector_ids.swap(uids);
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G
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1374
    return status;
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1375 1376
}

1377
Status
G
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1378 1379
DBImpl::GetVectorsByIdHelper(const IDNumbers& id_array, std::vector<engine::VectorsData>& vectors,
                             meta::FilesHolder& files_holder) {
G
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1380 1381
    // attention: this is a copy, not a reference, since the files_holder.UnMarkFile will change the array internal
    milvus::engine::meta::SegmentsSchema files = files_holder.HoldFiles();
1382
    LOG_ENGINE_DEBUG_ << "Getting vector by id in " << files.size() << " files, id count = " << id_array.size();
J
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1384 1385 1386 1387 1388 1389 1390
    // sometimes not all of id_array can be found, we need to return empty vector for id not found
    // for example:
    // id_array = [1, -1, 2, -1, 3]
    // vectors should return [valid_vector, empty_vector, valid_vector, empty_vector, valid_vector]
    // the ID2RAW is to ensure returned vector sequence is consist with id_array
    using ID2VECTOR = std::map<int64_t, VectorsData>;
    ID2VECTOR map_id2vector;
1391

1392 1393 1394
    vectors.clear();

    IDNumbers temp_ids = id_array;
1395
    for (auto& file : files) {
G
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1396 1397 1398
        if (temp_ids.empty()) {
            break;  // all vectors found, no need to continue
        }
1399 1400 1401 1402 1403 1404 1405
        // Load bloom filter
        std::string segment_dir;
        engine::utils::GetParentPath(file.location_, segment_dir);
        segment::SegmentReader segment_reader(segment_dir);
        segment::IdBloomFilterPtr id_bloom_filter_ptr;
        segment_reader.LoadBloomFilter(id_bloom_filter_ptr);

1406 1407 1408 1409 1410 1411 1412 1413 1414 1415 1416
        for (IDNumbers::iterator it = temp_ids.begin(); it != temp_ids.end();) {
            int64_t vector_id = *it;
            // each id must has a VectorsData
            // if vector not found for an id, its VectorsData's vector_count = 0, else 1
            VectorsData& vector_ref = map_id2vector[vector_id];

            // Check if the id is present in bloom filter.
            if (id_bloom_filter_ptr->Check(vector_id)) {
                // Load uids and check if the id is indeed present. If yes, find its offset.
                std::vector<segment::doc_id_t> uids;
                auto status = segment_reader.LoadUids(uids);
1417 1418 1419
                if (!status.ok()) {
                    return status;
                }
1420 1421 1422 1423 1424 1425 1426 1427

                auto found = std::find(uids.begin(), uids.end(), vector_id);
                if (found != uids.end()) {
                    auto offset = std::distance(uids.begin(), found);

                    // Check whether the id has been deleted
                    segment::DeletedDocsPtr deleted_docs_ptr;
                    status = segment_reader.LoadDeletedDocs(deleted_docs_ptr);
1428
                    if (!status.ok()) {
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1429
                        LOG_ENGINE_ERROR_ << status.message();
1430 1431
                        return status;
                    }
1432 1433 1434 1435 1436 1437 1438 1439 1440 1441 1442 1443 1444 1445 1446 1447 1448 1449 1450 1451 1452 1453 1454 1455 1456 1457
                    auto& deleted_docs = deleted_docs_ptr->GetDeletedDocs();

                    auto deleted = std::find(deleted_docs.begin(), deleted_docs.end(), offset);
                    if (deleted == deleted_docs.end()) {
                        // Load raw vector
                        bool is_binary = utils::IsBinaryMetricType(file.metric_type_);
                        size_t single_vector_bytes = is_binary ? file.dimension_ / 8 : file.dimension_ * sizeof(float);
                        std::vector<uint8_t> raw_vector;
                        status =
                            segment_reader.LoadVectors(offset * single_vector_bytes, single_vector_bytes, raw_vector);
                        if (!status.ok()) {
                            LOG_ENGINE_ERROR_ << status.message();
                            return status;
                        }

                        vector_ref.vector_count_ = 1;
                        if (is_binary) {
                            vector_ref.binary_data_.swap(raw_vector);
                        } else {
                            std::vector<float> float_vector;
                            float_vector.resize(file.dimension_);
                            memcpy(float_vector.data(), raw_vector.data(), single_vector_bytes);
                            vector_ref.float_data_.swap(float_vector);
                        }
                        temp_ids.erase(it);
                        continue;
1458 1459 1460
                    }
                }
            }
1461 1462 1463

            it++;
        }
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1464 1465 1466

        // unmark file, allow the file to be deleted
        files_holder.UnmarkFile(file);
1467 1468 1469 1470 1471 1472 1473 1474
    }

    for (auto id : id_array) {
        VectorsData& vector_ref = map_id2vector[id];

        VectorsData data;
        data.vector_count_ = vector_ref.vector_count_;
        if (data.vector_count_ > 0) {
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            data.float_data_ = vector_ref.float_data_;    // copy data since there could be duplicated id
            data.binary_data_ = vector_ref.binary_data_;  // copy data since there could be duplicated id
1477
        }
1478
        vectors.emplace_back(data);
1479 1480 1481 1482 1483
    }

    return Status::OK();
}

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1484
Status
G
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1485 1486
DBImpl::CreateIndex(const std::shared_ptr<server::Context>& context, const std::string& collection_id,
                    const CollectionIndex& index) {
1487
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
    }

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    // step 1: wait merge file thread finished to avoid duplicate data bug
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    auto status = Flush();
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    WaitMergeFileFinish();  // let merge file thread finish
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    // merge all files for this collection, including its partitions
    std::set<std::string> merge_collection_ids = {collection_id};
    std::vector<meta::CollectionSchema> partition_array;
    status = meta_ptr_->ShowPartitions(collection_id, partition_array);
    for (auto& schema : partition_array) {
        merge_collection_ids.insert(schema.collection_id_);
    }
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    StartMergeTask(merge_collection_ids, true);  // start force-merge task
    WaitMergeFileFinish();                       // let force-merge file thread finish
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    {
        std::unique_lock<std::mutex> lock(build_index_mutex_);

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        // step 2: check index difference
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        CollectionIndex old_index;
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        status = DescribeIndex(collection_id, old_index);
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        if (!status.ok()) {
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            LOG_ENGINE_ERROR_ << "Failed to get collection index info for collection: " << collection_id;
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            return status;
        }

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        // step 3: update index info
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        CollectionIndex new_index = index;
        new_index.metric_type_ = old_index.metric_type_;  // dont change metric type, it was defined by CreateCollection
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        if (!utils::IsSameIndex(old_index, new_index)) {
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            status = UpdateCollectionIndexRecursively(collection_id, new_index);
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            if (!status.ok()) {
                return status;
            }
        }
    }

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    // step 4: wait and build index
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    status = index_failed_checker_.CleanFailedIndexFileOfCollection(collection_id);
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    status = WaitCollectionIndexRecursively(context, collection_id, index);
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    return status;
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}

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Status
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DBImpl::DescribeIndex(const std::string& collection_id, CollectionIndex& index) {
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    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
    }

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    return meta_ptr_->DescribeCollectionIndex(collection_id, index);
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}

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Status
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DBImpl::DropIndex(const std::string& collection_id) {
1545
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
    }

1549
    LOG_ENGINE_DEBUG_ << "Drop index for collection: " << collection_id;
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    auto status = DropCollectionIndexRecursively(collection_id);
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    std::set<std::string> merge_collection_ids = {collection_id};
    StartMergeTask(merge_collection_ids, true);  // merge small files after drop index
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    return status;
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}

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Status
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DBImpl::QueryByIDs(const std::shared_ptr<server::Context>& context, const std::string& collection_id,
                   const std::vector<std::string>& partition_tags, uint64_t k, const milvus::json& extra_params,
                   const IDNumbers& id_array, ResultIds& result_ids, ResultDistances& result_distances) {
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    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

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    if (id_array.empty()) {
        return Status(DB_ERROR, "Empty id array during query by id");
    }

    TimeRecorder rc("Query by id in collection:" + collection_id);

    // get collection schema
    engine::meta::CollectionSchema collection_schema;
    collection_schema.collection_id_ = collection_id;
    auto status = DescribeCollection(collection_schema);
    if (!status.ok()) {
        if (status.code() == DB_NOT_FOUND) {
            std::string msg = "Collection to search does not exist: " + collection_id;
            LOG_ENGINE_ERROR_ << msg;
            return Status(DB_NOT_FOUND, msg);
        } else {
            return status;
        }
    } else {
        if (!collection_schema.owner_collection_.empty()) {
            std::string msg = "Collection to search does not exist: " + collection_id;
            LOG_ENGINE_ERROR_ << msg;
            return Status(DB_NOT_FOUND, msg);
        }
    }

    rc.RecordSection("get collection schema");

    // get target vectors data
    std::vector<milvus::engine::VectorsData> vectors;
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    status = GetVectorsByID(collection_schema, id_array, vectors);
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    if (!status.ok()) {
        std::string msg = "Failed to get vector data for collection: " + collection_id;
        LOG_ENGINE_ERROR_ << msg;
        return status;
    }

    // some vectors could not be found, no need to search them
    uint64_t valid_count = 0;
    bool is_binary = utils::IsBinaryMetricType(collection_schema.metric_type_);
    for (auto& vector : vectors) {
        if (vector.vector_count_ > 0) {
            valid_count++;
        }
    }

    // copy valid vectors data for search input
    uint64_t dimension = collection_schema.dimension_;
    VectorsData valid_vectors;
    valid_vectors.vector_count_ = valid_count;
    if (is_binary) {
        valid_vectors.binary_data_.resize(valid_count * dimension / 8);
    } else {
        valid_vectors.float_data_.resize(valid_count * dimension * sizeof(float));
    }

    int64_t valid_index = 0;
    for (size_t i = 0; i < vectors.size(); i++) {
        if (vectors[i].vector_count_ == 0) {
            continue;
        }
        if (is_binary) {
            memcpy(valid_vectors.binary_data_.data() + valid_index * dimension / 8, vectors[i].binary_data_.data(),
                   vectors[i].binary_data_.size());
        } else {
            memcpy(valid_vectors.float_data_.data() + valid_index * dimension, vectors[i].float_data_.data(),
                   vectors[i].float_data_.size() * sizeof(float));
        }
        valid_index++;
    }

    rc.RecordSection("construct query input");

    // search valid vectors
    ResultIds valid_result_ids;
    ResultDistances valid_result_distances;
    status = Query(context, collection_id, partition_tags, k, extra_params, valid_vectors, valid_result_ids,
                   valid_result_distances);
    if (!status.ok()) {
        std::string msg = "Failed to query by id in collection " + collection_id + ", error: " + status.message();
        LOG_ENGINE_ERROR_ << msg;
        return status;
    }

    if (valid_result_ids.size() != valid_count * k || valid_result_distances.size() != valid_count * k) {
        std::string msg = "Failed to query by id in collection " + collection_id + ", result doesn't match id count";
        return Status(DB_ERROR, msg);
    }

    rc.RecordSection("query vealid vectors");

    // construct result
    if (valid_count == id_array.size()) {
        result_ids.swap(valid_result_ids);
        result_distances.swap(valid_result_distances);
    } else {
        result_ids.resize(vectors.size() * k);
        result_distances.resize(vectors.size() * k);
        int64_t valid_index = 0;
        for (uint64_t i = 0; i < vectors.size(); i++) {
            if (vectors[i].vector_count_ > 0) {
                memcpy(result_ids.data() + i * k, valid_result_ids.data() + valid_index * k, k * sizeof(int64_t));
                memcpy(result_distances.data() + i * k, valid_result_distances.data() + valid_index * k,
                       k * sizeof(float));
                valid_index++;
            } else {
                memset(result_ids.data() + i * k, -1, k * sizeof(int64_t));
                for (uint64_t j = i * k; j < i * k + k; j++) {
                    result_distances[j] = std::numeric_limits<float>::max();
                }
            }
        }
    }

    rc.RecordSection("construct result");

    return status;
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}

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Status
DBImpl::HybridQuery(const std::shared_ptr<server::Context>& context, const std::string& collection_id,
                    const std::vector<std::string>& partition_tags,
                    context::HybridSearchContextPtr hybrid_search_context, query::GeneralQueryPtr general_query,
                    std::unordered_map<std::string, engine::meta::hybrid::DataType>& attr_type, uint64_t& nq,
                    ResultIds& result_ids, ResultDistances& result_distances) {
    auto query_ctx = context->Child("Query");

    if (!initialized_.load(std::memory_order_acquire)) {
        return SHUTDOWN_ERROR;
    }

    Status status;
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    meta::FilesHolder files_holder;
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    if (partition_tags.empty()) {
        // no partition tag specified, means search in whole table
        // get all table files from parent table
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        status = meta_ptr_->FilesToSearch(collection_id, files_holder);
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        if (!status.ok()) {
            return status;
        }

        std::vector<meta::CollectionSchema> partition_array;
        status = meta_ptr_->ShowPartitions(collection_id, partition_array);
        if (!status.ok()) {
            return status;
        }
        for (auto& schema : partition_array) {
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            status = meta_ptr_->FilesToSearch(schema.collection_id_, files_holder);
1712
            if (!status.ok()) {
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                return Status(DB_ERROR, "get files to search failed in HybridQuery");
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            }
        }

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        if (files_holder.HoldFiles().empty()) {
            return Status::OK();  // no files to search
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        }
    } else {
        // get files from specified partitions
        std::set<std::string> partition_name_array;
        GetPartitionsByTags(collection_id, partition_tags, partition_name_array);

        for (auto& partition_name : partition_name_array) {
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            status = meta_ptr_->FilesToSearch(partition_name, files_holder);
1727
            if (!status.ok()) {
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                return Status(DB_ERROR, "get files to search failed in HybridQuery");
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            }
        }

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        if (files_holder.HoldFiles().empty()) {
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            return Status::OK();
        }
    }

    cache::CpuCacheMgr::GetInstance()->PrintInfo();  // print cache info before query
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    status = HybridQueryAsync(query_ctx, collection_id, files_holder, hybrid_search_context, general_query, attr_type,
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                              nq, result_ids, result_distances);
    if (!status.ok()) {
        return status;
    }
    cache::CpuCacheMgr::GetInstance()->PrintInfo();  // print cache info after query

    query_ctx->GetTraceContext()->GetSpan()->Finish();

    return status;
}

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Status
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DBImpl::Query(const std::shared_ptr<server::Context>& context, const std::string& collection_id,
1752 1753
              const std::vector<std::string>& partition_tags, uint64_t k, const milvus::json& extra_params,
              const VectorsData& vectors, ResultIds& result_ids, ResultDistances& result_distances) {
1754
    milvus::server::ContextChild tracer(context, "Query");
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    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

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    Status status;
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    meta::FilesHolder files_holder;
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    if (partition_tags.empty()) {
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#if 0
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        // no partition tag specified, means search in whole collection
        // get all collection files from parent collection
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        status = meta_ptr_->FilesToSearch(collection_id, files_holder);
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        if (!status.ok()) {
            return status;
        }

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        std::vector<meta::CollectionSchema> partition_array;
        status = meta_ptr_->ShowPartitions(collection_id, partition_array);
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        for (auto& schema : partition_array) {
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            status = meta_ptr_->FilesToSearch(schema.collection_id_, files_holder);
1775
        }
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#else
        // no partition tag specified, means search in whole collection
        // get files from root collection
        status = meta_ptr_->FilesToSearch(collection_id, files_holder);
        if (!status.ok()) {
            return status;
        }

        // get files from partitions
        std::set<std::string> partition_ids;
        std::vector<meta::CollectionSchema> partition_array;
        status = meta_ptr_->ShowPartitions(collection_id, partition_array);
        for (auto& id : partition_array) {
            partition_ids.insert(id.collection_id_);
        }

        status = meta_ptr_->FilesToSearchEx(collection_id, partition_ids, files_holder);
        if (!status.ok()) {
            return status;
        }
#endif
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        if (files_holder.HoldFiles().empty()) {
            return Status::OK();  // no files to search
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        }
    } else {
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#if 0
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        // get files from specified partitions
        std::set<std::string> partition_name_array;
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        status = GetPartitionsByTags(collection_id, partition_tags, partition_name_array);
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        if (!status.ok()) {
            return status;  // didn't match any partition.
        }
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        for (auto& partition_name : partition_name_array) {
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            status = meta_ptr_->FilesToSearch(partition_name, files_holder);
1812
        }
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#else
        std::set<std::string> partition_name_array;
        status = GetPartitionsByTags(collection_id, partition_tags, partition_name_array);
        if (!status.ok()) {
            return status;  // didn't match any partition.
        }
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        std::set<std::string> partition_ids;
        for (auto& partition_name : partition_name_array) {
            partition_ids.insert(partition_name);
        }

        status = meta_ptr_->FilesToSearchEx(collection_id, partition_ids, files_holder);
#endif
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        if (files_holder.HoldFiles().empty()) {
            return Status::OK();  // no files to search
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        }
    }

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    cache::CpuCacheMgr::GetInstance()->PrintInfo();  // print cache info before query
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    status = QueryAsync(tracer.Context(), files_holder, k, extra_params, vectors, result_ids, result_distances);
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    cache::CpuCacheMgr::GetInstance()->PrintInfo();  // print cache info after query
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    return status;
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}
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Status
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DBImpl::QueryByFileID(const std::shared_ptr<server::Context>& context, const std::vector<std::string>& file_ids,
                      uint64_t k, const milvus::json& extra_params, const VectorsData& vectors, ResultIds& result_ids,
                      ResultDistances& result_distances) {
1843
    milvus::server::ContextChild tracer(context, "Query by file id");
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1845
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

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    // get specified files
1850
    std::vector<size_t> ids;
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    for (auto& id : file_ids) {
1852
        std::string::size_type sz;
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        ids.push_back(std::stoul(id, &sz));
1854 1855
    }

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    meta::FilesHolder files_holder;
    auto status = meta_ptr_->FilesByID(ids, files_holder);
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    if (!status.ok()) {
        return status;
1860 1861
    }

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    milvus::engine::meta::SegmentsSchema& search_files = files_holder.HoldFiles();
1863
    if (search_files.empty()) {
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        return Status(DB_ERROR, "Invalid file id");
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    }

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    cache::CpuCacheMgr::GetInstance()->PrintInfo();  // print cache info before query
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    status = QueryAsync(tracer.Context(), files_holder, k, extra_params, vectors, result_ids, result_distances);
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    cache::CpuCacheMgr::GetInstance()->PrintInfo();  // print cache info after query
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    return status;
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}

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Status
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DBImpl::Size(uint64_t& result) {
1876
    if (!initialized_.load(std::memory_order_acquire)) {
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        return SHUTDOWN_ERROR;
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    }

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    return meta_ptr_->Size(result);
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}

///////////////////////////////////////////////////////////////////////////////////////////////////////////////////
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// internal methods
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///////////////////////////////////////////////////////////////////////////////////////////////////////////////////
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Status
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DBImpl::QueryAsync(const std::shared_ptr<server::Context>& context, meta::FilesHolder& files_holder, uint64_t k,
1888 1889
                   const milvus::json& extra_params, const VectorsData& vectors, ResultIds& result_ids,
                   ResultDistances& result_distances) {
1890
    milvus::server::ContextChild tracer(context, "Query Async");
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    server::CollectQueryMetrics metrics(vectors.vector_count_);
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    milvus::engine::meta::SegmentsSchema& files = files_holder.HoldFiles();
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    if (files.size() > milvus::scheduler::TASK_TABLE_MAX_COUNT) {
        std::string msg =
            "Search files count exceed scheduler limit: " + std::to_string(milvus::scheduler::TASK_TABLE_MAX_COUNT);
1897
        LOG_ENGINE_ERROR_ << msg;
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        return Status(DB_ERROR, msg);
    }

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    TimeRecorder rc("");
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1903
    // step 1: construct search job
1904
    LOG_ENGINE_DEBUG_ << LogOut("Engine query begin, index file count: %ld", files.size());
1905
    scheduler::SearchJobPtr job = std::make_shared<scheduler::SearchJob>(tracer.Context(), k, extra_params, vectors);
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    for (auto& file : files) {
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        scheduler::SegmentSchemaPtr file_ptr = std::make_shared<meta::SegmentSchema>(file);
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        job->AddIndexFile(file_ptr);
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    }

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    // Suspend builder
    SuspendIfFirst();

1914
    // step 2: put search job to scheduler and wait result
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    scheduler::JobMgrInst::GetInstance()->Put(job);
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    job->WaitResult();
1917

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    // Resume builder
    ResumeIfLast();

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    files_holder.ReleaseFiles();
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    if (!job->GetStatus().ok()) {
        return job->GetStatus();
1924
    }
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1926
    // step 3: construct results
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    result_ids = job->GetResultIds();
    result_distances = job->GetResultDistances();
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    rc.ElapseFromBegin("Engine query totally cost");
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    return Status::OK();
}

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Status
DBImpl::HybridQueryAsync(const std::shared_ptr<server::Context>& context, const std::string& table_id,
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                         meta::FilesHolder& files_holder, context::HybridSearchContextPtr hybrid_search_context,
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                         query::GeneralQueryPtr general_query,
                         std::unordered_map<std::string, engine::meta::hybrid::DataType>& attr_type, uint64_t& nq,
                         ResultIds& result_ids, ResultDistances& result_distances) {
    auto query_async_ctx = context->Child("Query Async");

#if 0
    // Construct tasks
    for (auto file : files) {
        std::unordered_map<std::string, engine::DataType> types;
        auto it = attr_type.begin();
        for (; it != attr_type.end(); it++) {
            types.insert(std::make_pair(it->first, (engine::DataType)it->second));
        }

        auto file_ptr = std::make_shared<meta::TableFileSchema>(file);
        search::TaskPtr
            task = std::make_shared<search::Task>(context, file_ptr, general_query, types, hybrid_search_context);
        search::TaskInst::GetInstance().load_queue().push(task);
        search::TaskInst::GetInstance().load_cv().notify_one();
        hybrid_search_context->tasks_.emplace_back(task);
    }

#endif

    //#if 0
    TimeRecorder rc("");

    // step 1: construct search job
    VectorsData vectors;
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    milvus::engine::meta::SegmentsSchema& files = files_holder.HoldFiles();
    LOG_ENGINE_DEBUG_ << LogOut("Engine query begin, index file count: %ld", files_holder.HoldFiles().size());
1968 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978
    scheduler::SearchJobPtr job =
        std::make_shared<scheduler::SearchJob>(query_async_ctx, general_query, attr_type, vectors);
    for (auto& file : files) {
        scheduler::SegmentSchemaPtr file_ptr = std::make_shared<meta::SegmentSchema>(file);
        job->AddIndexFile(file_ptr);
    }

    // step 2: put search job to scheduler and wait result
    scheduler::JobMgrInst::GetInstance()->Put(job);
    job->WaitResult();

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    files_holder.ReleaseFiles();
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    if (!job->GetStatus().ok()) {
        return job->GetStatus();
    }

    // step 3: construct results
    nq = job->vector_count();
    result_ids = job->GetResultIds();
    result_distances = job->GetResultDistances();
    rc.ElapseFromBegin("Engine query totally cost");

    query_async_ctx->GetTraceContext()->GetSpan()->Finish();
    //#endif

    return Status::OK();
}

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void
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DBImpl::BackgroundIndexThread() {
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    SetThreadName("index_thread");
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    server::SystemInfo::GetInstance().Init();
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    while (true) {
2001
        if (!initialized_.load(std::memory_order_acquire)) {
2002 2003
            WaitMergeFileFinish();
            WaitBuildIndexFinish();
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2005
            LOG_ENGINE_DEBUG_ << "DB background thread exit";
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            break;
        }
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        swn_index_.Wait_For(std::chrono::seconds(BACKGROUND_INDEX_INTERVAL));
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        WaitMergeFileFinish();
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        StartBuildIndexTask();
    }
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}

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void
DBImpl::WaitMergeFileFinish() {
2018
    //    LOG_ENGINE_DEBUG_ << "Begin WaitMergeFileFinish";
2019 2020
    std::lock_guard<std::mutex> lck(merge_result_mutex_);
    for (auto& iter : merge_thread_results_) {
2021 2022
        iter.wait();
    }
2023
    //    LOG_ENGINE_DEBUG_ << "End WaitMergeFileFinish";
2024 2025
}

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void
DBImpl::WaitBuildIndexFinish() {
2028
    //    LOG_ENGINE_DEBUG_ << "Begin WaitBuildIndexFinish";
2029
    std::lock_guard<std::mutex> lck(index_result_mutex_);
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    for (auto& iter : index_thread_results_) {
2031 2032
        iter.wait();
    }
2033
    //    LOG_ENGINE_DEBUG_ << "End WaitBuildIndexFinish";
2034 2035
}

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void
DBImpl::StartMetricTask() {
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    server::Metrics::GetInstance().KeepingAliveCounterIncrement(BACKGROUND_METRIC_INTERVAL);
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    int64_t cache_usage = cache::CpuCacheMgr::GetInstance()->CacheUsage();
    int64_t cache_total = cache::CpuCacheMgr::GetInstance()->CacheCapacity();
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    fiu_do_on("DBImpl.StartMetricTask.InvalidTotalCache", cache_total = 0);

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    if (cache_total > 0) {
        double cache_usage_double = cache_usage;
        server::Metrics::GetInstance().CpuCacheUsageGaugeSet(cache_usage_double * 100 / cache_total);
    } else {
        server::Metrics::GetInstance().CpuCacheUsageGaugeSet(0);
    }

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    server::Metrics::GetInstance().GpuCacheUsageGaugeSet();
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    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();
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    server::Metrics::GetInstance().CPUCoreUsagePercentSet();
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    server::Metrics::GetInstance().GPUTemperature();
    server::Metrics::GetInstance().CPUTemperature();
2063
    server::Metrics::GetInstance().PushToGateway();
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}

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void
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DBImpl::StartMergeTask(const std::set<std::string>& merge_collection_ids, bool force_merge_all) {
2068
    // LOG_ENGINE_DEBUG_ << "Begin StartMergeTask";
2069
    // merge task has been finished?
2070
    {
2071 2072
        std::lock_guard<std::mutex> lck(merge_result_mutex_);
        if (!merge_thread_results_.empty()) {
2073
            std::chrono::milliseconds span(10);
2074 2075
            if (merge_thread_results_.back().wait_for(span) == std::future_status::ready) {
                merge_thread_results_.pop_back();
2076
            }
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        }
    }
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2080
    // add new merge task
2081
    {
2082 2083
        std::lock_guard<std::mutex> lck(merge_result_mutex_);
        if (merge_thread_results_.empty()) {
2084
            // start merge file thread
2085
            merge_thread_results_.push_back(
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                merge_thread_pool_.enqueue(&DBImpl::BackgroundMerge, this, merge_collection_ids, force_merge_all));
2087
        }
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    }
2089

2090
    // LOG_ENGINE_DEBUG_ << "End StartMergeTask";
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}

2093
Status
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DBImpl::MergeHybridFiles(const std::string& collection_id, meta::FilesHolder& files_holder) {
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    // const std::lock_guard<std::mutex> lock(flush_merge_compact_mutex_);

    LOG_ENGINE_DEBUG_ << "Merge files for collection: " << collection_id;

    // step 1: create table file
    meta::SegmentSchema table_file;
    table_file.collection_id_ = collection_id;
    table_file.file_type_ = meta::SegmentSchema::NEW_MERGE;
    Status status = meta_ptr_->CreateHybridCollectionFile(table_file);

    if (!status.ok()) {
        LOG_ENGINE_ERROR_ << "Failed to create collection: " << 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::SegmentsSchema updated;

    std::string new_segment_dir;
    utils::GetParentPath(table_file.location_, new_segment_dir);
    auto segment_writer_ptr = std::make_shared<segment::SegmentWriter>(new_segment_dir);

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    // attention: here is a copy, not reference, since files_holder.UnmarkFile will change the array internal
    milvus::engine::meta::SegmentsSchema files = files_holder.HoldFiles();
2124 2125 2126 2127 2128
    for (auto& file : files) {
        server::CollectMergeFilesMetrics metrics;
        std::string segment_dir_to_merge;
        utils::GetParentPath(file.location_, segment_dir_to_merge);
        segment_writer_ptr->Merge(segment_dir_to_merge, table_file.file_id_);
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        files_holder.UnmarkFile(file);

2132 2133 2134
        auto file_schema = file;
        file_schema.file_type_ = meta::SegmentSchema::TO_DELETE;
        updated.push_back(file_schema);
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        int64_t size = segment_writer_ptr->Size();
2136 2137 2138 2139 2140 2141 2142 2143 2144 2145 2146 2147 2148 2149 2150 2151 2152 2153 2154 2155 2156 2157 2158 2159 2160 2161 2162 2163 2164 2165 2166 2167
        if (size >= file_schema.index_file_size_) {
            break;
        }
    }

    // step 3: serialize to disk
    try {
        status = segment_writer_ptr->Serialize();
        fiu_do_on("DBImpl.MergeFiles.Serialize_ThrowException", throw std::exception());
        fiu_do_on("DBImpl.MergeFiles.Serialize_ErrorStatus", status = Status(DB_ERROR, ""));
    } catch (std::exception& ex) {
        std::string msg = "Serialize merged index encounter exception: " + std::string(ex.what());
        LOG_ENGINE_ERROR_ << msg;
        status = Status(DB_ERROR, msg);
    }

    if (!status.ok()) {
        LOG_ENGINE_ERROR_ << "Failed to persist merged segment: " << new_segment_dir << ". Error: " << status.message();

        // if failed to serialize merge file to disk
        // typical error: out of disk space, out of memory or permission denied
        table_file.file_type_ = meta::SegmentSchema::TO_DELETE;
        status = meta_ptr_->UpdateCollectionFile(table_file);
        LOG_ENGINE_DEBUG_ << "Failed to update file to index, mark file: " << table_file.file_id_ << " to to_delete";

        return status;
    }

    // step 4: update table files state
    // if index type isn't IDMAP, set file type to TO_INDEX if file size exceed index_file_size
    // else set file type to RAW, no need to build index
    if (!utils::IsRawIndexType(table_file.engine_type_)) {
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        table_file.file_type_ = (segment_writer_ptr->Size() >= (size_t)(table_file.index_file_size_))
2169 2170 2171 2172 2173 2174 2175 2176 2177 2178 2179 2180 2181 2182 2183 2184 2185 2186 2187
                                    ? meta::SegmentSchema::TO_INDEX
                                    : meta::SegmentSchema::RAW;
    } else {
        table_file.file_type_ = meta::SegmentSchema::RAW;
    }
    table_file.file_size_ = segment_writer_ptr->Size();
    table_file.row_count_ = segment_writer_ptr->VectorCount();
    updated.push_back(table_file);
    status = meta_ptr_->UpdateCollectionFiles(updated);
    LOG_ENGINE_DEBUG_ << "New merged segment " << table_file.segment_id_ << " of size " << segment_writer_ptr->Size()
                      << " bytes";

    if (options_.insert_cache_immediately_) {
        segment_writer_ptr->Cache();
    }

    return status;
}

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void
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DBImpl::BackgroundMerge(std::set<std::string> collection_ids, bool force_merge_all) {
2190
    // LOG_ENGINE_TRACE_ << " Background merge thread start";
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2191

G
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2192
    Status status;
2193
    for (auto& collection_id : collection_ids) {
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2194 2195
        const std::lock_guard<std::mutex> lock(flush_merge_compact_mutex_);

G
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        auto old_strategy = merge_mgr_ptr_->Strategy();
        if (force_merge_all) {
            merge_mgr_ptr_->UseStrategy(MergeStrategyType::ADAPTIVE);
        }

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        auto status = merge_mgr_ptr_->MergeFiles(collection_id);
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2202
        merge_mgr_ptr_->UseStrategy(old_strategy);
G
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2203
        if (!status.ok()) {
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2204 2205
            LOG_ENGINE_ERROR_ << "Failed to get merge files for collection: " << collection_id
                              << " reason:" << status.message();
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2206
        }
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2207

2208
        if (!initialized_.load(std::memory_order_acquire)) {
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2209
            LOG_ENGINE_DEBUG_ << "Server will shutdown, skip merge action for collection: " << collection_id;
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2210 2211
            break;
        }
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2212
    }
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2213

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2214
    //    meta_ptr_->Archive();
Z
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2215

2216
    {
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2217
        uint64_t timeout = (options_.file_cleanup_timeout_ >= 0) ? options_.file_cleanup_timeout_ : 10;
G
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2218
        uint64_t ttl = timeout * meta::SECOND;  // default: file will be hard-deleted few seconds after soft-deleted
2219
        meta_ptr_->CleanUpFilesWithTTL(ttl);
Z
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2220
    }
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2221

2222
    // LOG_ENGINE_TRACE_ << " Background merge thread exit";
G
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2223
}
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2224

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2225
void
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2226
DBImpl::StartBuildIndexTask() {
S
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2227
    // build index has been finished?
2228 2229 2230 2231 2232 2233 2234
    {
        std::lock_guard<std::mutex> lck(index_result_mutex_);
        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();
            }
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2235 2236 2237
        }
    }

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2238
    // add new build index task
2239 2240 2241
    {
        std::lock_guard<std::mutex> lck(index_result_mutex_);
        if (index_thread_results_.empty()) {
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2242
            index_thread_results_.push_back(index_thread_pool_.enqueue(&DBImpl::BackgroundBuildIndex, this));
2243
        }
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2244
    }
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2245 2246
}

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2247 2248
void
DBImpl::BackgroundBuildIndex() {
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2249
    std::unique_lock<std::mutex> lock(build_index_mutex_);
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2250 2251 2252
    meta::FilesHolder files_holder;
    meta_ptr_->FilesToIndex(files_holder);

G
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2253
    milvus::engine::meta::SegmentsSchema to_index_files = files_holder.HoldFiles();
2254
    Status status = index_failed_checker_.IgnoreFailedIndexFiles(to_index_files);
2255

2256
    if (!to_index_files.empty()) {
G
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2257
        LOG_ENGINE_DEBUG_ << "Background build index thread begin " << to_index_files.size() << " files";
2258

2259
        // step 2: put build index task to scheduler
J
Jin Hai 已提交
2260
        std::vector<std::pair<scheduler::BuildIndexJobPtr, scheduler::SegmentSchemaPtr>> job2file_map;
2261
        for (auto& file : to_index_files) {
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2262
            scheduler::BuildIndexJobPtr job = std::make_shared<scheduler::BuildIndexJob>(meta_ptr_, options_);
J
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2263
            scheduler::SegmentSchemaPtr file_ptr = std::make_shared<meta::SegmentSchema>(file);
2264
            job->AddToIndexFiles(file_ptr);
G
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2265
            scheduler::JobMgrInst::GetInstance()->Put(job);
G
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2266
            job2file_map.push_back(std::make_pair(job, file_ptr));
2267
        }
G
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2268

G
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2269
        // step 3: wait build index finished and mark failed files
2270
        int64_t completed = 0;
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2271 2272
        for (auto iter = job2file_map.begin(); iter != job2file_map.end(); ++iter) {
            scheduler::BuildIndexJobPtr job = iter->first;
J
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2273
            meta::SegmentSchema& file_schema = *(iter->second.get());
G
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2274
            job->WaitBuildIndexFinish();
2275
            LOG_ENGINE_INFO_ << "Build Index Progress: " << ++completed << " of " << job2file_map.size();
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2276 2277
            if (!job->GetStatus().ok()) {
                Status status = job->GetStatus();
2278
                LOG_ENGINE_ERROR_ << "Building index job " << job->id() << " failed: " << status.ToString();
G
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2279

2280
                index_failed_checker_.MarkFailedIndexFile(file_schema, status.message());
G
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2281
            } else {
2282
                LOG_ENGINE_DEBUG_ << "Building index job " << job->id() << " succeed.";
G
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2283 2284

                index_failed_checker_.MarkSucceedIndexFile(file_schema);
G
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2285
            }
G
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2286 2287
            status = files_holder.UnmarkFile(file_schema);
            LOG_ENGINE_DEBUG_ << "Finish build index file " << file_schema.file_id_;
2288
        }
G
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2289

2290
        LOG_ENGINE_DEBUG_ << "Background build index thread finished";
G
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2291
        index_req_swn_.Notify();  // notify CreateIndex check circle
Y
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2292
    }
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2293 2294
}

G
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2295
Status
J
Jin Hai 已提交
2296
DBImpl::GetFilesToBuildIndex(const std::string& collection_id, const std::vector<int>& file_types,
G
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2297 2298 2299
                             meta::FilesHolder& files_holder) {
    files_holder.ReleaseFiles();
    auto status = meta_ptr_->FilesByType(collection_id, file_types, files_holder);
G
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2300

G
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2301 2302 2303 2304 2305 2306 2307 2308 2309 2310 2311
    // attention: here is a copy, not reference, since files_holder.UnmarkFile will change the array internal
    milvus::engine::meta::SegmentsSchema files = files_holder.HoldFiles();
    for (const milvus::engine::meta::SegmentSchema& file : files) {
        if (file.file_type_ == static_cast<int>(meta::SegmentSchema::RAW) &&
            file.row_count_ < meta::BUILD_INDEX_THRESHOLD) {
            // skip build index for files that row count less than certain threshold
            files_holder.UnmarkFile(file);
        } else if (index_failed_checker_.IsFailedIndexFile(file)) {
            // skip build index for files that failed before
            files_holder.UnmarkFile(file);
        }
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2312 2313 2314 2315 2316
    }

    return Status::OK();
}

2317
Status
J
Jin Hai 已提交
2318 2319
DBImpl::GetPartitionByTag(const std::string& collection_id, const std::string& partition_tag,
                          std::string& partition_name) {
2320 2321 2322
    Status status;

    if (partition_tag.empty()) {
J
Jin Hai 已提交
2323
        partition_name = collection_id;
2324 2325 2326 2327 2328 2329 2330 2331

    } else {
        // trim side-blank of tag, only compare valid characters
        // for example: " ab cd " is treated as "ab cd"
        std::string valid_tag = partition_tag;
        server::StringHelpFunctions::TrimStringBlank(valid_tag);

        if (valid_tag == milvus::engine::DEFAULT_PARTITON_TAG) {
J
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2332
            partition_name = collection_id;
2333 2334 2335
            return status;
        }

J
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2336
        status = meta_ptr_->GetPartitionName(collection_id, partition_tag, partition_name);
2337
        if (!status.ok()) {
2338
            LOG_ENGINE_ERROR_ << status.message();
2339 2340 2341 2342 2343 2344
        }
    }

    return status;
}

G
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2345
Status
J
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2346
DBImpl::GetPartitionsByTags(const std::string& collection_id, const std::vector<std::string>& partition_tags,
G
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2347
                            std::set<std::string>& partition_name_array) {
J
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2348 2349
    std::vector<meta::CollectionSchema> partition_array;
    auto status = meta_ptr_->ShowPartitions(collection_id, partition_array);
G
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2350 2351

    for (auto& tag : partition_tags) {
2352 2353 2354 2355
        // trim side-blank of tag, only compare valid characters
        // for example: " ab cd " is treated as "ab cd"
        std::string valid_tag = tag;
        server::StringHelpFunctions::TrimStringBlank(valid_tag);
2356 2357

        if (valid_tag == milvus::engine::DEFAULT_PARTITON_TAG) {
J
Jin Hai 已提交
2358
            partition_name_array.insert(collection_id);
2359 2360 2361
            return status;
        }

G
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2362
        for (auto& schema : partition_array) {
2363
            if (server::StringHelpFunctions::IsRegexMatch(schema.partition_tag_, valid_tag)) {
J
Jin Hai 已提交
2364
                partition_name_array.insert(schema.collection_id_);
G
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2365 2366 2367 2368
            }
        }
    }

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2369
    if (partition_name_array.empty()) {
G
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2370
        return Status(DB_PARTITION_NOT_FOUND, "The specified partiton does not exist");
T
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2371 2372
    }

G
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2373 2374 2375 2376
    return Status::OK();
}

Status
2377
DBImpl::UpdateCollectionIndexRecursively(const std::string& collection_id, const CollectionIndex& index) {
J
Jin Hai 已提交
2378
    DropIndex(collection_id);
G
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2379

2380 2381
    auto status = meta_ptr_->UpdateCollectionIndex(collection_id, index);
    fiu_do_on("DBImpl.UpdateCollectionIndexRecursively.fail_update_collection_index",
S
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2382
              status = Status(DB_META_TRANSACTION_FAILED, ""));
G
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2383
    if (!status.ok()) {
2384
        LOG_ENGINE_ERROR_ << "Failed to update collection index info for collection: " << collection_id;
G
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2385 2386 2387
        return status;
    }

J
Jin Hai 已提交
2388 2389
    std::vector<meta::CollectionSchema> partition_array;
    status = meta_ptr_->ShowPartitions(collection_id, partition_array);
A
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2390 2391 2392
    if (!status.ok()) {
        return status;
    }
G
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2393
    for (auto& schema : partition_array) {
2394
        status = UpdateCollectionIndexRecursively(schema.collection_id_, index);
G
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        if (!status.ok()) {
            return status;
        }
    }

    return Status::OK();
}

Status
G
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2404 2405
DBImpl::WaitCollectionIndexRecursively(const std::shared_ptr<server::Context>& context,
                                       const std::string& collection_id, const CollectionIndex& index) {
G
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2406 2407 2408
    // for IDMAP type, only wait all NEW file converted to RAW file
    // for other type, wait NEW/RAW/NEW_MERGE/NEW_INDEX/TO_INDEX files converted to INDEX files
    std::vector<int> file_types;
2409
    if (utils::IsRawIndexType(index.engine_type_)) {
G
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2410
        file_types = {
J
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2411 2412
            static_cast<int32_t>(meta::SegmentSchema::NEW),
            static_cast<int32_t>(meta::SegmentSchema::NEW_MERGE),
G
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2413 2414 2415
        };
    } else {
        file_types = {
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            static_cast<int32_t>(meta::SegmentSchema::RAW),       static_cast<int32_t>(meta::SegmentSchema::NEW),
            static_cast<int32_t>(meta::SegmentSchema::NEW_MERGE), static_cast<int32_t>(meta::SegmentSchema::NEW_INDEX),
            static_cast<int32_t>(meta::SegmentSchema::TO_INDEX),
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        };
    }

    // get files to build index
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    {
        meta::FilesHolder files_holder;
        auto status = GetFilesToBuildIndex(collection_id, file_types, files_holder);
        int times = 1;
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        uint64_t repeat = 0;
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        while (!files_holder.HoldFiles().empty()) {
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            if (repeat % WAIT_BUILD_INDEX_INTERVAL == 0) {
                LOG_ENGINE_DEBUG_ << files_holder.HoldFiles().size() << " non-index files detected! Will build index "
                                  << times;
                if (!utils::IsRawIndexType(index.engine_type_)) {
                    status = meta_ptr_->UpdateCollectionFilesToIndex(collection_id);
                }
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            }
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2437
            auto ret = index_req_swn_.Wait_For(std::chrono::seconds(1));
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            // client break the connection, no need to block, check every 1 second
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            if (context && context->IsConnectionBroken()) {
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                LOG_ENGINE_DEBUG_ << "Client connection broken, build index in background";
                break;  // just break, not return, continue to update partitions files to to_index
            }

2444
            // check to_index files every 5 seconds or background index thread finished
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            repeat++;
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            if (repeat % WAIT_BUILD_INDEX_INTERVAL == 0) {
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                GetFilesToBuildIndex(collection_id, file_types, files_holder);
                ++times;
            }
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        }
    }

    // build index for partition
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    std::vector<meta::CollectionSchema> partition_array;
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    auto status = meta_ptr_->ShowPartitions(collection_id, partition_array);
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    for (auto& schema : partition_array) {
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        status = WaitCollectionIndexRecursively(context, schema.collection_id_, index);
2458
        fiu_do_on("DBImpl.WaitCollectionIndexRecursively.fail_build_collection_Index_for_partition",
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                  status = Status(DB_ERROR, ""));
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        if (!status.ok()) {
            return status;
        }
    }

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    // failed to build index for some files, return error
2466
    std::string err_msg;
2467 2468
    index_failed_checker_.GetErrMsgForCollection(collection_id, err_msg);
    fiu_do_on("DBImpl.WaitCollectionIndexRecursively.not_empty_err_msg", err_msg.append("fiu"));
2469 2470
    if (!err_msg.empty()) {
        return Status(DB_ERROR, err_msg);
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    }

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    LOG_ENGINE_DEBUG_ << "WaitCollectionIndexRecursively finished";

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    return Status::OK();
}

Status
2479
DBImpl::DropCollectionIndexRecursively(const std::string& collection_id) {
2480
    LOG_ENGINE_DEBUG_ << "Drop index for collection: " << collection_id;
2481 2482
    index_failed_checker_.CleanFailedIndexFileOfCollection(collection_id);
    auto status = meta_ptr_->DropCollectionIndex(collection_id);
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    if (!status.ok()) {
        return status;
    }

    // drop partition index
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    std::vector<meta::CollectionSchema> partition_array;
    status = meta_ptr_->ShowPartitions(collection_id, partition_array);
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    for (auto& schema : partition_array) {
2491 2492
        status = DropCollectionIndexRecursively(schema.collection_id_);
        fiu_do_on("DBImpl.DropCollectionIndexRecursively.fail_drop_collection_Index_for_partition",
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                  status = Status(DB_ERROR, ""));
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        if (!status.ok()) {
            return status;
        }
    }

    return Status::OK();
}

Status
2503
DBImpl::GetCollectionRowCountRecursively(const std::string& collection_id, uint64_t& row_count) {
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    row_count = 0;
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    auto status = meta_ptr_->Count(collection_id, row_count);
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    if (!status.ok()) {
        return status;
    }

    // get partition row count
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    std::vector<meta::CollectionSchema> partition_array;
    status = meta_ptr_->ShowPartitions(collection_id, partition_array);
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    for (auto& schema : partition_array) {
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        uint64_t partition_row_count = 0;
2515 2516
        status = GetCollectionRowCountRecursively(schema.collection_id_, partition_row_count);
        fiu_do_on("DBImpl.GetCollectionRowCountRecursively.fail_get_collection_rowcount_for_partition",
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                  status = Status(DB_ERROR, ""));
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        if (!status.ok()) {
            return status;
        }

        row_count += partition_row_count;
    }

    return Status::OK();
}

2528 2529 2530 2531
Status
DBImpl::ExecWalRecord(const wal::MXLogRecord& record) {
    fiu_return_on("DBImpl.ExexWalRecord.return", Status(););

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    auto collections_flushed = [&](const std::string collection_id,
                                   const std::set<std::string>& target_collection_names) -> uint64_t {
2534 2535
        uint64_t max_lsn = 0;
        if (options_.wal_enable_) {
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            uint64_t lsn = 0;
            for (auto& collection : target_collection_names) {
2538
                meta_ptr_->GetCollectionFlushLSN(collection, lsn);
2539 2540 2541 2542
                if (lsn > max_lsn) {
                    max_lsn = lsn;
                }
            }
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            wal_mgr_->CollectionFlushed(collection_id, lsn);
2544 2545
        }

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        std::set<std::string> merge_collection_ids;
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        for (auto& collection : target_collection_names) {
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            merge_collection_ids.insert(collection);
2549
        }
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        StartMergeTask(merge_collection_ids);
2551 2552 2553
        return max_lsn;
    };

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    auto partition_flushed = [&](const std::string& collection_id, const std::string& partition,
                                 const std::string& target_collection_name) {
        if (options_.wal_enable_) {
            uint64_t lsn = 0;
            meta_ptr_->GetCollectionFlushLSN(target_collection_name, lsn);
            wal_mgr_->PartitionFlushed(collection_id, partition, lsn);
        }

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        std::set<std::string> merge_collection_ids = {target_collection_name};
        StartMergeTask(merge_collection_ids);
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    };

2566 2567 2568
    Status status;

    switch (record.type) {
2569 2570 2571 2572
        case wal::MXLogType::Entity: {
            std::string target_collection_name;
            status = GetPartitionByTag(record.collection_id, record.partition_tag, target_collection_name);
            if (!status.ok()) {
2573
                LOG_WAL_ERROR_ << LogOut("[%s][%ld] ", "insert", 0) << "Get partition fail: " << status.message();
2574 2575 2576
                return status;
            }

2577
            std::set<std::string> flushed_collections;
2578 2579 2580
            status = mem_mgr_->InsertEntities(target_collection_name, record.length, record.ids,
                                              (record.data_size / record.length / sizeof(float)),
                                              (const float*)record.data, record.attr_nbytes, record.attr_data_size,
2581
                                              record.attr_data, record.lsn, flushed_collections);
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            if (!flushed_collections.empty()) {
                partition_flushed(record.collection_id, record.partition_tag, target_collection_name);
            }
2585 2586 2587 2588

            milvus::server::CollectInsertMetrics metrics(record.length, status);
            break;
        }
2589
        case wal::MXLogType::InsertBinary: {
2590 2591
            std::string target_collection_name;
            status = GetPartitionByTag(record.collection_id, record.partition_tag, target_collection_name);
2592
            if (!status.ok()) {
2593
                LOG_WAL_ERROR_ << LogOut("[%s][%ld] ", "insert", 0) << "Get partition fail: " << status.message();
2594 2595 2596
                return status;
            }

2597 2598
            std::set<std::string> flushed_collections;
            status = mem_mgr_->InsertVectors(target_collection_name, record.length, record.ids,
2599
                                             (record.data_size / record.length / sizeof(uint8_t)),
2600
                                             (const u_int8_t*)record.data, record.lsn, flushed_collections);
2601
            // even though !status.ok, run
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            if (!flushed_collections.empty()) {
                partition_flushed(record.collection_id, record.partition_tag, target_collection_name);
            }
2605 2606 2607 2608 2609 2610 2611

            // metrics
            milvus::server::CollectInsertMetrics metrics(record.length, status);
            break;
        }

        case wal::MXLogType::InsertVector: {
2612 2613
            std::string target_collection_name;
            status = GetPartitionByTag(record.collection_id, record.partition_tag, target_collection_name);
2614
            if (!status.ok()) {
2615
                LOG_WAL_ERROR_ << LogOut("[%s][%ld] ", "insert", 0) << "Get partition fail: " << status.message();
2616 2617 2618
                return status;
            }

2619 2620
            std::set<std::string> flushed_collections;
            status = mem_mgr_->InsertVectors(target_collection_name, record.length, record.ids,
2621
                                             (record.data_size / record.length / sizeof(float)),
2622
                                             (const float*)record.data, record.lsn, flushed_collections);
2623
            // even though !status.ok, run
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            if (!flushed_collections.empty()) {
                partition_flushed(record.collection_id, record.partition_tag, target_collection_name);
            }
2627 2628 2629 2630 2631 2632 2633

            // metrics
            milvus::server::CollectInsertMetrics metrics(record.length, status);
            break;
        }

        case wal::MXLogType::Delete: {
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            std::vector<meta::CollectionSchema> partition_array;
            status = meta_ptr_->ShowPartitions(record.collection_id, partition_array);
2636 2637 2638 2639
            if (!status.ok()) {
                return status;
            }

2640
            std::vector<std::string> collection_ids{record.collection_id};
2641
            for (auto& partition : partition_array) {
2642 2643
                auto& partition_collection_id = partition.collection_id_;
                collection_ids.emplace_back(partition_collection_id);
2644 2645 2646
            }

            if (record.length == 1) {
2647
                for (auto& collection_id : collection_ids) {
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                    status = mem_mgr_->DeleteVector(collection_id, *record.ids, record.lsn);
2649 2650 2651 2652 2653
                    if (!status.ok()) {
                        return status;
                    }
                }
            } else {
2654
                for (auto& collection_id : collection_ids) {
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                    status = mem_mgr_->DeleteVectors(collection_id, record.length, record.ids, record.lsn);
2656 2657 2658 2659 2660 2661 2662 2663 2664
                    if (!status.ok()) {
                        return status;
                    }
                }
            }
            break;
        }

        case wal::MXLogType::Flush: {
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            if (!record.collection_id.empty()) {
                // flush one collection
                std::vector<meta::CollectionSchema> partition_array;
                status = meta_ptr_->ShowPartitions(record.collection_id, partition_array);
2669 2670 2671 2672
                if (!status.ok()) {
                    return status;
                }

2673
                std::vector<std::string> collection_ids{record.collection_id};
2674
                for (auto& partition : partition_array) {
2675 2676
                    auto& partition_collection_id = partition.collection_id_;
                    collection_ids.emplace_back(partition_collection_id);
2677 2678
                }

2679 2680
                std::set<std::string> flushed_collections;
                for (auto& collection_id : collection_ids) {
2681
                    const std::lock_guard<std::mutex> lock(flush_merge_compact_mutex_);
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                    status = mem_mgr_->Flush(collection_id);
2683 2684 2685
                    if (!status.ok()) {
                        break;
                    }
2686
                    flushed_collections.insert(collection_id);
2687 2688
                }

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2689
                collections_flushed(record.collection_id, flushed_collections);
2690 2691

            } else {
2692 2693
                // flush all collections
                std::set<std::string> collection_ids;
2694 2695
                {
                    const std::lock_guard<std::mutex> lock(flush_merge_compact_mutex_);
2696
                    status = mem_mgr_->Flush(collection_ids);
2697 2698
                }

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                uint64_t lsn = collections_flushed("", collection_ids);
2700 2701 2702 2703 2704 2705
                if (options_.wal_enable_) {
                    wal_mgr_->RemoveOldFiles(lsn);
                }
            }
            break;
        }
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        default:
            break;
2709 2710 2711 2712 2713 2714
    }

    return status;
}

void
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DBImpl::InternalFlush(const std::string& collection_id) {
    wal::MXLogRecord record;
    record.type = wal::MXLogType::Flush;
    record.collection_id = collection_id;
    ExecWalRecord(record);
}

void
DBImpl::BackgroundWalThread() {
2724
    SetThreadName("wal_thread");
2725 2726
    server::SystemInfo::GetInstance().Init();

2727
    std::chrono::system_clock::time_point next_auto_flush_time;
2728
    auto get_next_auto_flush_time = [&]() {
2729
        return std::chrono::system_clock::now() + std::chrono::seconds(options_.auto_flush_interval_);
2730
    };
2731 2732 2733
    if (options_.auto_flush_interval_ > 0) {
        next_auto_flush_time = get_next_auto_flush_time();
    }
2734 2735

    while (true) {
2736 2737
        if (options_.auto_flush_interval_ > 0) {
            if (std::chrono::system_clock::now() >= next_auto_flush_time) {
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2738
                InternalFlush();
2739 2740
                next_auto_flush_time = get_next_auto_flush_time();
            }
2741 2742
        }

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        wal::MXLogRecord record;
2744 2745
        auto error_code = wal_mgr_->GetNextRecord(record);
        if (error_code != WAL_SUCCESS) {
2746
            LOG_ENGINE_ERROR_ << "WAL background GetNextRecord error";
2747 2748 2749 2750 2751 2752
            break;
        }

        if (record.type != wal::MXLogType::None) {
            ExecWalRecord(record);
            if (record.type == wal::MXLogType::Flush) {
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2753 2754
                // notify flush request to return
                flush_req_swn_.Notify();
2755 2756

                // if user flush all manually, update auto flush also
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                if (record.collection_id.empty() && options_.auto_flush_interval_ > 0) {
2758 2759 2760 2761 2762 2763
                    next_auto_flush_time = get_next_auto_flush_time();
                }
            }

        } else {
            if (!initialized_.load(std::memory_order_acquire)) {
G
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2764 2765
                InternalFlush();
                flush_req_swn_.Notify();
2766 2767
                WaitMergeFileFinish();
                WaitBuildIndexFinish();
2768
                LOG_ENGINE_DEBUG_ << "WAL background thread exit";
2769 2770 2771
                break;
            }

2772
            if (options_.auto_flush_interval_ > 0) {
G
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2773
                swn_wal_.Wait_Until(next_auto_flush_time);
2774
            } else {
G
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2775
                swn_wal_.Wait();
2776
            }
2777 2778 2779 2780
        }
    }
}

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2781 2782
void
DBImpl::BackgroundFlushThread() {
2783
    SetThreadName("flush_thread");
G
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2784 2785 2786
    server::SystemInfo::GetInstance().Init();
    while (true) {
        if (!initialized_.load(std::memory_order_acquire)) {
2787
            LOG_ENGINE_DEBUG_ << "DB background flush thread exit";
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2788 2789 2790 2791 2792 2793 2794 2795 2796 2797 2798 2799 2800 2801
            break;
        }

        InternalFlush();
        if (options_.auto_flush_interval_ > 0) {
            swn_flush_.Wait_For(std::chrono::seconds(options_.auto_flush_interval_));
        } else {
            swn_flush_.Wait();
        }
    }
}

void
DBImpl::BackgroundMetricThread() {
G
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2802
    SetThreadName("metric_thread");
G
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2803 2804 2805
    server::SystemInfo::GetInstance().Init();
    while (true) {
        if (!initialized_.load(std::memory_order_acquire)) {
2806
            LOG_ENGINE_DEBUG_ << "DB background metric thread exit";
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2807 2808 2809 2810 2811
            break;
        }

        swn_metric_.Wait_For(std::chrono::seconds(BACKGROUND_METRIC_INTERVAL));
        StartMetricTask();
G
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2812
        meta::FilesHolder::PrintInfo();
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2813 2814 2815
    }
}

2816 2817 2818 2819 2820
void
DBImpl::OnCacheInsertDataChanged(bool value) {
    options_.insert_cache_immediately_ = value;
}

2821 2822 2823 2824 2825
void
DBImpl::OnUseBlasThresholdChanged(int64_t threshold) {
    faiss::distance_compute_blas_threshold = threshold;
}

2826 2827 2828 2829 2830 2831 2832 2833 2834 2835 2836 2837 2838 2839 2840 2841 2842 2843
void
DBImpl::SuspendIfFirst() {
    std::lock_guard<std::mutex> lock(suspend_build_mutex_);
    if (++live_search_num_ == 1) {
        LOG_ENGINE_TRACE_ << "live_search_num_: " << live_search_num_;
        knowhere::BuilderSuspend();
    }
}

void
DBImpl::ResumeIfLast() {
    std::lock_guard<std::mutex> lock(suspend_build_mutex_);
    if (--live_search_num_ == 0) {
        LOG_ENGINE_TRACE_ << "live_search_num_: " << live_search_num_;
        knowhere::BuildResume();
    }
}

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}  // namespace engine
}  // namespace milvus