DBImpl.cpp 7.0 KB
Newer Older
X
Xu Peng 已提交
1
#include <assert.h>
X
Xu Peng 已提交
2
#include <chrono>
X
Xu Peng 已提交
3
#include <thread>
4
#include <iostream>
5 6 7
#include <faiss/IndexFlat.h>
#include <faiss/MetaIndexes.h>
#include <faiss/index_io.h>
X
Xu Peng 已提交
8
#include <faiss/AutoTune.h>
X
Xu Peng 已提交
9
#include <wrapper/IndexBuilder.h>
X
Xu Peng 已提交
10 11 12
#include "DBImpl.h"
#include "DBMetaImpl.h"
#include "Env.h"
X
Xu Peng 已提交
13

X
Xu Peng 已提交
14 15 16
namespace zilliz {
namespace vecwise {
namespace engine {
X
Xu Peng 已提交
17

X
Xu Peng 已提交
18
DBImpl::DBImpl(const Options& options_, const std::string& name_)
X
Xu Peng 已提交
19 20
    : _dbname(name_),
      _env(options_.env),
X
Xu Peng 已提交
21
      _options(options_),
22
      _bg_compaction_scheduled(false),
X
Xu Peng 已提交
23
      _shutting_down(false),
X
Xu Peng 已提交
24
      bg_build_index_started_(false),
X
Xu Peng 已提交
25
      _pMeta(new meta::DBMetaImpl(_options.meta)),
26
      _pMemMgr(new MemManager(_pMeta)) {
X
Xu Peng 已提交
27
    start_timer_task(options_.memory_sync_interval);
X
Xu Peng 已提交
28 29
}

X
Xu Peng 已提交
30 31
Status DBImpl::add_group(const GroupOptions& options,
        const std::string& group_id,
32
        meta::GroupSchema& group_info) {
X
Xu Peng 已提交
33 34
    assert((!options.has_id) ||
            (options.has_id && ("" != group_id)));
X
Xu Peng 已提交
35

X
Xu Peng 已提交
36
    return _pMeta->add_group(options, group_id, group_info);
37 38
}

39
Status DBImpl::get_group(const std::string& group_id_, meta::GroupSchema& group_info_) {
40 41 42 43 44 45 46
    return _pMeta->get_group(group_id_, group_info_);
}

Status DBImpl::has_group(const std::string& group_id_, bool& has_or_not_) {
    return _pMeta->has_group(group_id_, has_or_not_);
}

X
Xu Peng 已提交
47 48
Status DBImpl::get_group_files(const std::string& group_id,
                               const int date_delta,
49
                               meta::GroupFilesSchema& group_files_info) {
X
Xu Peng 已提交
50
    return _pMeta->get_group_files(group_id, date_delta, group_files_info);
51

X
Xu Peng 已提交
52 53
}

54 55
Status DBImpl::add_vectors(const std::string& group_id_,
        size_t n, const float* vectors, IDNumbers& vector_ids_) {
X
Xu Peng 已提交
56 57 58 59 60 61
    Status status = _pMemMgr->add_vectors(group_id_, n, vectors, vector_ids_);
    if (!status.ok()) {
        return status;
    }
}

X
Xu Peng 已提交
62 63 64 65 66 67
Status DBImpl::search(const std::string& group_id, size_t k, size_t nq,
        const float* vectors, QueryResults& results) {
    // PXU TODO
    return Status::OK();
}

X
Xu Peng 已提交
68 69 70 71 72 73 74 75 76 77 78 79 80 81 82
void DBImpl::start_timer_task(int interval_) {
    std::thread bg_task(&DBImpl::background_timer_task, this, interval_);
    bg_task.detach();
}

void DBImpl::background_timer_task(int interval_) {
    Status status;
    while (true) {
        if (!_bg_error.ok()) break;
        if (_shutting_down.load(std::memory_order_acquire)) break;

        std::this_thread::sleep_for(std::chrono::seconds(interval_));

        try_schedule_compaction();
    }
83 84
}

X
Xu Peng 已提交
85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103
void DBImpl::try_schedule_compaction() {
    if (_bg_compaction_scheduled) return;
    if (!_bg_error.ok()) return;

    _bg_compaction_scheduled = true;
    _env->schedule(&DBImpl::BGWork, this);
}

void DBImpl::BGWork(void* db_) {
    reinterpret_cast<DBImpl*>(db_)->background_call();
}

void DBImpl::background_call() {
    std::lock_guard<std::mutex> lock(_mutex);
    assert(_bg_compaction_scheduled);

    if (!_bg_error.ok()) return;

    background_compaction();
X
Xu Peng 已提交
104 105 106

    _bg_compaction_scheduled = false;
    _bg_work_finish_signal.notify_all();
X
Xu Peng 已提交
107 108
}

109 110 111 112 113 114 115 116 117

Status DBImpl::merge_files(const std::string& group_id, const meta::DateT& date,
        const meta::GroupFilesSchema& files) {
    meta::GroupFileSchema group_file;
    Status status = _pMeta->add_group_file(group_id, date, group_file);
    if (!status.ok()) {
        return status;
    }

X
Xu Peng 已提交
118
    std::shared_ptr<faiss::Index> index(faiss::index_factory(group_file.dimension, "IDMap,Flat"));
119 120 121 122 123

    meta::GroupFilesSchema updated;

    for (auto& file : files) {
        auto file_index = dynamic_cast<faiss::IndexIDMap*>(faiss::read_index(file.location.c_str()));
X
Xu Peng 已提交
124
        index->add_with_ids(file_index->ntotal, dynamic_cast<faiss::IndexFlat*>(file_index->index)->xb.data(),
125 126 127 128 129 130
                file_index->id_map.data());
        auto file_schema = file;
        file_schema.file_type = meta::GroupFileSchema::TO_DELETE;
        updated.push_back(file_schema);
    }

X
Xu Peng 已提交
131
    faiss::write_index(index.get(), group_file.location.c_str());
132 133 134 135 136 137 138 139 140
    group_file.file_type = meta::GroupFileSchema::RAW;
    updated.push_back(group_file);
    status = _pMeta->update_files(updated);

    return status;
}

Status DBImpl::background_merge_files(const std::string& group_id) {
    meta::DatePartionedGroupFilesSchema raw_files;
X
Xu Peng 已提交
141 142 143 144
    auto status = _pMeta->files_to_merge(group_id, raw_files);
    if (!status.ok()) {
        return status;
    }
145 146 147 148 149

    if (raw_files.size() == 0) {
        return Status::OK();
    }

X
Xu Peng 已提交
150 151
    bool has_merge = false;

152
    for (auto& kv : raw_files) {
X
Xu Peng 已提交
153 154 155 156
        auto files = kv.second;
        if (files.size() <= _options.raw_file_merge_trigger_number) {
            continue;
        }
X
Xu Peng 已提交
157
        has_merge = true;
158 159
        merge_files(group_id, kv.first, kv.second);
    }
X
Xu Peng 已提交
160 161 162 163 164 165 166 167 168

    if (has_merge) {
        try_build_index();
    }

    return Status::OK();
}

Status DBImpl::build_index(const meta::GroupFileSchema& file) {
X
Xu Peng 已提交
169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186
    meta::GroupFileSchema group_file;
    Status status = _pMeta->add_group_file(file.group_id, file.date, group_file);
    if (!status.ok()) {
        return status;
    }

    auto opd = std::make_shared<Operand>();
    opd->index_type = "IDMap,Flat";
    IndexBuilderPtr pBuilder = GetIndexBuilder(opd);

    auto from_index = dynamic_cast<faiss::IndexIDMap*>(faiss::read_index(file.location.c_str()));
    auto index = pBuilder->build_all(from_index->ntotal,
            dynamic_cast<faiss::IndexFlat*>(from_index->index)->xb.data(),
            from_index->id_map.data());
    /* std::cout << "raw size=" << from_index->ntotal << "   index size=" << index->ntotal << std::endl; */
    // PXU TODO: Remove
    auto location = group_file.location + ".index";
    write_index(index, location.c_str());
X
Xu Peng 已提交
187 188 189
    return Status::OK();
}

X
Xu Peng 已提交
190
void DBImpl::background_build_index() {
X
Xu Peng 已提交
191 192
    assert(bg_build_index_started_);
    meta::GroupFilesSchema to_index_files;
X
Xu Peng 已提交
193
    _pMeta->files_to_index(to_index_files);
X
Xu Peng 已提交
194 195 196 197 198
    Status status;
    for (auto& file : to_index_files) {
        status = build_index(file);
        if (!status.ok()) {
            _bg_error = status;
X
Xu Peng 已提交
199
            return;
X
Xu Peng 已提交
200 201 202 203 204 205 206 207 208 209 210
        }
    }

    bg_build_index_started_ = false;
}

Status DBImpl::try_build_index() {
    if (bg_build_index_started_) return Status::OK();
    bg_build_index_started_ = true;
    std::thread build_index_task(&DBImpl::background_build_index, this);
    build_index_task.detach();
X
Xu Peng 已提交
211
    return Status::OK();
212 213
}

X
Xu Peng 已提交
214
void DBImpl::background_compaction() {
215 216
    std::vector<std::string> group_ids;
    _pMemMgr->serialize(group_ids);
217

X
Xu Peng 已提交
218 219 220 221 222 223 224 225
    Status status;
    for (auto group_id : group_ids) {
        /* std::cout << __func__ << " group_id=" << group_id << std::endl; */
        status = background_merge_files(group_id);
        if (!status.ok()) {
            _bg_error = status;
            return;
        }
226
    }
X
Xu Peng 已提交
227 228
}

X
Xu Peng 已提交
229
DBImpl::~DBImpl() {
X
Xu Peng 已提交
230
    std::unique_lock<std::mutex> lock(_mutex);
X
Xu Peng 已提交
231 232
    _shutting_down.store(true, std::memory_order_release);
    while (_bg_compaction_scheduled) {
X
Xu Peng 已提交
233
        _bg_work_finish_signal.wait(lock);
X
Xu Peng 已提交
234
    }
X
Xu Peng 已提交
235 236
}

X
Xu Peng 已提交
237 238 239 240 241 242 243 244 245 246 247
/*
 *  DB
 */

DB::~DB() {}

DB* DB::Open(const Options& options_, const std::string& name_) {
    DBImpl* impl = new DBImpl(options_, name_);
    return impl;
}

X
Xu Peng 已提交
248 249 250
} // namespace engine
} // namespace vecwise
} // namespace zilliz