mirror of https://github.com/milvus-io/milvus.git
829 lines
30 KiB
C++
829 lines
30 KiB
C++
// Licensed to the LF AI & Data foundation under one
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// or more contributor license agreements. See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership. The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "License"); you may not use this file except in compliance
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// 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
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include <sys/fcntl.h>
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#include <algorithm>
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#include <boost/filesystem.hpp>
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#include <cstdint>
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#include <memory>
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#include <mutex>
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#include <optional>
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#include <type_traits>
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#include <unordered_map>
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#include <utility>
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#include <vector>
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#include "common/Common.h"
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#include "common/Consts.h"
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#include "common/EasyAssert.h"
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#include "common/FieldData.h"
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#include "common/FieldDataInterface.h"
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#include "common/File.h"
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#include "common/Slice.h"
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#include "common/Types.h"
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#include "log/Log.h"
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#include "storage/DiskFileManagerImpl.h"
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#include "storage/FileManager.h"
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#include "storage/IndexData.h"
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#include "storage/LocalChunkManagerSingleton.h"
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#include "storage/ThreadPools.h"
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#include "storage/Util.h"
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namespace milvus::storage {
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DiskFileManagerImpl::DiskFileManagerImpl(
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const FileManagerContext& fileManagerContext,
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std::shared_ptr<milvus_storage::Space> space)
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: FileManagerImpl(fileManagerContext.fieldDataMeta,
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fileManagerContext.indexMeta),
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space_(space) {
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rcm_ = fileManagerContext.chunkManagerPtr;
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}
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DiskFileManagerImpl::DiskFileManagerImpl(
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const FileManagerContext& fileManagerContext)
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: FileManagerImpl(fileManagerContext.fieldDataMeta,
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fileManagerContext.indexMeta) {
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rcm_ = fileManagerContext.chunkManagerPtr;
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}
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DiskFileManagerImpl::~DiskFileManagerImpl() {
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auto local_chunk_manager =
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LocalChunkManagerSingleton::GetInstance().GetChunkManager();
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local_chunk_manager->RemoveDir(GetIndexPathPrefixWithBuildID(
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local_chunk_manager, index_meta_.build_id));
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}
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bool
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DiskFileManagerImpl::LoadFile(const std::string& file) noexcept {
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return true;
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}
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std::string
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DiskFileManagerImpl::GetRemoteIndexPath(const std::string& file_name,
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int64_t slice_num) const {
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std::string remote_prefix;
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if (space_ != nullptr) {
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remote_prefix = GetRemoteIndexObjectPrefixV2();
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} else {
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remote_prefix = GetRemoteIndexObjectPrefix();
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}
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return remote_prefix + "/" + file_name + "_" + std::to_string(slice_num);
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}
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bool
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DiskFileManagerImpl::AddFileUsingSpace(
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const std::string& local_file_name,
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const std::vector<int64_t>& local_file_offsets,
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const std::vector<std::string>& remote_files,
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const std::vector<int64_t>& remote_file_sizes) {
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auto local_chunk_manager =
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LocalChunkManagerSingleton::GetInstance().GetChunkManager();
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for (int64_t i = 0; i < remote_files.size(); ++i) {
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auto buf =
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std::shared_ptr<uint8_t[]>(new uint8_t[remote_file_sizes[i]]);
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local_chunk_manager->Read(local_file_name,
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local_file_offsets[i],
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buf.get(),
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remote_file_sizes[i]);
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auto status =
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space_->WriteBlob(remote_files[i], buf.get(), remote_file_sizes[i]);
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if (!status.ok()) {
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return false;
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}
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}
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return true;
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}
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bool
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DiskFileManagerImpl::AddFile(const std::string& file) noexcept {
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auto local_chunk_manager =
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LocalChunkManagerSingleton::GetInstance().GetChunkManager();
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FILEMANAGER_TRY
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if (!local_chunk_manager->Exist(file)) {
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LOG_ERROR("local file {} not exists", file);
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return false;
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}
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// record local file path
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local_paths_.emplace_back(file);
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auto fileName = GetFileName(file);
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auto fileSize = local_chunk_manager->Size(file);
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std::vector<std::string> batch_remote_files;
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std::vector<int64_t> remote_file_sizes;
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std::vector<int64_t> local_file_offsets;
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int slice_num = 0;
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auto parallel_degree =
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uint64_t(DEFAULT_FIELD_MAX_MEMORY_LIMIT / FILE_SLICE_SIZE);
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for (int64_t offset = 0; offset < fileSize; slice_num++) {
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if (batch_remote_files.size() >= parallel_degree) {
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AddBatchIndexFiles(file,
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local_file_offsets,
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batch_remote_files,
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remote_file_sizes);
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batch_remote_files.clear();
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remote_file_sizes.clear();
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local_file_offsets.clear();
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}
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auto batch_size = std::min(FILE_SLICE_SIZE, int64_t(fileSize) - offset);
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batch_remote_files.emplace_back(
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GetRemoteIndexPath(fileName, slice_num));
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remote_file_sizes.emplace_back(batch_size);
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local_file_offsets.emplace_back(offset);
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offset += batch_size;
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}
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if (batch_remote_files.size() > 0) {
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AddBatchIndexFiles(
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file, local_file_offsets, batch_remote_files, remote_file_sizes);
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}
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FILEMANAGER_CATCH
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FILEMANAGER_END
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return true;
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} // namespace knowhere
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void
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DiskFileManagerImpl::AddBatchIndexFiles(
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const std::string& local_file_name,
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const std::vector<int64_t>& local_file_offsets,
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const std::vector<std::string>& remote_files,
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const std::vector<int64_t>& remote_file_sizes) {
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auto local_chunk_manager =
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LocalChunkManagerSingleton::GetInstance().GetChunkManager();
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auto& pool = ThreadPools::GetThreadPool(milvus::ThreadPoolPriority::HIGH);
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std::vector<std::future<std::shared_ptr<uint8_t[]>>> futures;
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futures.reserve(remote_file_sizes.size());
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AssertInfo(local_file_offsets.size() == remote_files.size(),
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"inconsistent size of offset slices with file slices");
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AssertInfo(remote_files.size() == remote_file_sizes.size(),
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"inconsistent size of file slices with size slices");
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for (int64_t i = 0; i < remote_files.size(); ++i) {
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futures.push_back(pool.Submit(
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[&](const std::string& file,
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const int64_t offset,
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const int64_t data_size) -> std::shared_ptr<uint8_t[]> {
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auto buf = std::shared_ptr<uint8_t[]>(new uint8_t[data_size]);
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local_chunk_manager->Read(file, offset, buf.get(), data_size);
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return buf;
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},
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local_file_name,
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local_file_offsets[i],
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remote_file_sizes[i]));
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}
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// hold index data util upload index file done
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std::vector<std::shared_ptr<uint8_t[]>> index_datas;
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std::vector<const uint8_t*> data_slices;
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for (auto& future : futures) {
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auto res = future.get();
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index_datas.emplace_back(res);
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data_slices.emplace_back(res.get());
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}
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std::map<std::string, int64_t> res;
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if (space_ != nullptr) {
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res = PutIndexData(space_,
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data_slices,
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remote_file_sizes,
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remote_files,
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field_meta_,
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index_meta_);
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} else {
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res = PutIndexData(rcm_.get(),
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data_slices,
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remote_file_sizes,
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remote_files,
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field_meta_,
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index_meta_);
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}
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for (auto& re : res) {
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remote_paths_to_size_[re.first] = re.second;
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}
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}
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void
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DiskFileManagerImpl::CacheIndexToDisk() {
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auto blobs = space_->StatisticsBlobs();
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std::vector<std::string> remote_files;
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for (auto& blob : blobs) {
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remote_files.push_back(blob.name);
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}
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auto local_chunk_manager =
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LocalChunkManagerSingleton::GetInstance().GetChunkManager();
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std::map<std::string, std::vector<int>> index_slices;
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for (auto& file_path : remote_files) {
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auto pos = file_path.find_last_of("_");
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index_slices[file_path.substr(0, pos)].emplace_back(
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std::stoi(file_path.substr(pos + 1)));
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}
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for (auto& slices : index_slices) {
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std::sort(slices.second.begin(), slices.second.end());
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}
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auto EstimateParallelDegree = [&](const std::string& file) -> uint64_t {
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auto fileSize = space_->GetBlobByteSize(file);
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return uint64_t(DEFAULT_FIELD_MAX_MEMORY_LIMIT / fileSize.value());
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};
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for (auto& slices : index_slices) {
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auto prefix = slices.first;
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auto local_index_file_name =
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GetLocalIndexObjectPrefix() +
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prefix.substr(prefix.find_last_of('/') + 1);
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local_chunk_manager->CreateFile(local_index_file_name);
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int64_t offset = 0;
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std::vector<std::string> batch_remote_files;
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uint64_t max_parallel_degree = INT_MAX;
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for (int& iter : slices.second) {
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if (batch_remote_files.size() == max_parallel_degree) {
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auto next_offset = CacheBatchIndexFilesToDiskV2(
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batch_remote_files, local_index_file_name, offset);
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offset = next_offset;
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batch_remote_files.clear();
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}
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auto origin_file = prefix + "_" + std::to_string(iter);
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if (batch_remote_files.size() == 0) {
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// Use first file size as average size to estimate
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max_parallel_degree = EstimateParallelDegree(origin_file);
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}
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batch_remote_files.push_back(origin_file);
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}
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if (batch_remote_files.size() > 0) {
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auto next_offset = CacheBatchIndexFilesToDiskV2(
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batch_remote_files, local_index_file_name, offset);
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offset = next_offset;
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batch_remote_files.clear();
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}
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local_paths_.emplace_back(local_index_file_name);
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}
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}
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void
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DiskFileManagerImpl::CacheIndexToDisk(
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const std::vector<std::string>& remote_files) {
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auto local_chunk_manager =
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LocalChunkManagerSingleton::GetInstance().GetChunkManager();
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std::map<std::string, std::vector<int>> index_slices;
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for (auto& file_path : remote_files) {
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auto pos = file_path.find_last_of('_');
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index_slices[file_path.substr(0, pos)].emplace_back(
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std::stoi(file_path.substr(pos + 1)));
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}
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for (auto& slices : index_slices) {
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std::sort(slices.second.begin(), slices.second.end());
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}
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for (auto& slices : index_slices) {
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auto prefix = slices.first;
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auto local_index_file_name =
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GetLocalIndexObjectPrefix() +
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prefix.substr(prefix.find_last_of('/') + 1);
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local_chunk_manager->CreateFile(local_index_file_name);
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auto file =
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File::Open(local_index_file_name, O_CREAT | O_RDWR | O_TRUNC);
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// Get the remote files
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std::vector<std::string> batch_remote_files;
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batch_remote_files.reserve(slices.second.size());
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for (int& iter : slices.second) {
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auto origin_file = prefix + "_" + std::to_string(iter);
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batch_remote_files.push_back(origin_file);
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}
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auto index_chunks = GetObjectData(rcm_.get(), batch_remote_files);
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for (auto& chunk : index_chunks) {
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auto index_data = chunk.get()->GetFieldData();
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auto index_size = index_data->Size();
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auto chunk_data = reinterpret_cast<uint8_t*>(
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const_cast<void*>(index_data->Data()));
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file.Write(chunk_data, index_size);
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}
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local_paths_.emplace_back(local_index_file_name);
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}
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}
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uint64_t
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DiskFileManagerImpl::CacheBatchIndexFilesToDisk(
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const std::vector<std::string>& remote_files,
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const std::string& local_file_name,
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uint64_t local_file_init_offfset) {
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auto local_chunk_manager =
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LocalChunkManagerSingleton::GetInstance().GetChunkManager();
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auto index_datas = GetObjectData(rcm_.get(), remote_files);
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int batch_size = remote_files.size();
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AssertInfo(index_datas.size() == batch_size,
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"inconsistent file num and index data num!");
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uint64_t offset = local_file_init_offfset;
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for (int i = 0; i < batch_size; ++i) {
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auto index_data = index_datas[i].get()->GetFieldData();
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auto index_size = index_data->Size();
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auto uint8_data =
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reinterpret_cast<uint8_t*>(const_cast<void*>(index_data->Data()));
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local_chunk_manager->Write(
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local_file_name, offset, uint8_data, index_size);
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offset += index_size;
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}
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return offset;
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}
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uint64_t
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DiskFileManagerImpl::CacheBatchIndexFilesToDiskV2(
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const std::vector<std::string>& remote_files,
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const std::string& local_file_name,
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uint64_t local_file_init_offfset) {
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auto local_chunk_manager =
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LocalChunkManagerSingleton::GetInstance().GetChunkManager();
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auto index_datas = GetObjectData(space_, remote_files);
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int batch_size = remote_files.size();
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AssertInfo(index_datas.size() == batch_size,
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"inconsistent file num and index data num!");
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uint64_t offset = local_file_init_offfset;
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for (int i = 0; i < batch_size; ++i) {
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auto index_data = index_datas[i];
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auto index_size = index_data->Size();
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auto uint8_data =
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reinterpret_cast<uint8_t*>(const_cast<void*>(index_data->Data()));
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local_chunk_manager->Write(
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local_file_name, offset, uint8_data, index_size);
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offset += index_size;
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}
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return offset;
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}
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std::string
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DiskFileManagerImpl::CacheRawDataToDisk(
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std::shared_ptr<milvus_storage::Space> space) {
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auto segment_id = GetFieldDataMeta().segment_id;
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auto field_id = GetFieldDataMeta().field_id;
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auto local_chunk_manager =
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LocalChunkManagerSingleton::GetInstance().GetChunkManager();
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auto local_data_path = storage::GenFieldRawDataPathPrefix(
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local_chunk_manager, segment_id, field_id) +
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"raw_data";
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local_chunk_manager->CreateFile(local_data_path);
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// file format
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// num_rows(uint32) | dim(uint32) | index_data ([]uint8_t)
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uint32_t num_rows = 0;
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uint32_t dim = 0;
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int64_t write_offset = sizeof(num_rows) + sizeof(dim);
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auto reader = space->ScanData();
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for (auto rec : *reader) {
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if (!rec.ok()) {
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PanicInfo(IndexBuildError,
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fmt::format("failed to read data: {}",
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rec.status().ToString()));
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}
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auto data = rec.ValueUnsafe();
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if (data == nullptr) {
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break;
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}
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auto total_num_rows = data->num_rows();
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num_rows += total_num_rows;
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auto col_data = data->GetColumnByName(index_meta_.field_name);
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auto field_data = storage::CreateFieldData(
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index_meta_.field_type, index_meta_.dim, total_num_rows);
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field_data->FillFieldData(col_data);
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dim = field_data->get_dim();
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auto data_size =
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field_data->get_num_rows() * index_meta_.dim * sizeof(float);
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local_chunk_manager->Write(local_data_path,
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write_offset,
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const_cast<void*>(field_data->Data()),
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data_size);
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write_offset += data_size;
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}
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// write num_rows and dim value to file header
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write_offset = 0;
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local_chunk_manager->Write(
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local_data_path, write_offset, &num_rows, sizeof(num_rows));
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write_offset += sizeof(num_rows);
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local_chunk_manager->Write(
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local_data_path, write_offset, &dim, sizeof(dim));
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return local_data_path;
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}
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void
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SortByPath(std::vector<std::string>& paths) {
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std::sort(paths.begin(),
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paths.end(),
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[](const std::string& a, const std::string& b) {
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return std::stol(a.substr(a.find_last_of("/") + 1)) <
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std::stol(b.substr(b.find_last_of("/") + 1));
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});
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}
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std::string
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DiskFileManagerImpl::CacheRawDataToDisk(std::vector<std::string> remote_files) {
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SortByPath(remote_files);
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auto segment_id = GetFieldDataMeta().segment_id;
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auto field_id = GetFieldDataMeta().field_id;
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auto local_chunk_manager =
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LocalChunkManagerSingleton::GetInstance().GetChunkManager();
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auto local_data_path = storage::GenFieldRawDataPathPrefix(
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local_chunk_manager, segment_id, field_id) +
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"raw_data";
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local_chunk_manager->CreateFile(local_data_path);
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// get batch raw data from s3 and write batch data to disk file
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// TODO: load and write of different batches at the same time
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std::vector<std::string> batch_files;
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// file format
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// num_rows(uint32) | dim(uint32) | index_data ([]uint8_t)
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uint32_t num_rows = 0;
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uint32_t dim = 0;
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int64_t write_offset = sizeof(num_rows) + sizeof(dim);
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auto FetchRawData = [&]() {
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auto field_datas = GetObjectData(rcm_.get(), batch_files);
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int batch_size = batch_files.size();
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for (int i = 0; i < batch_size; ++i) {
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auto field_data = field_datas[i].get()->GetFieldData();
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num_rows += uint32_t(field_data->get_num_rows());
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AssertInfo(dim == 0 || dim == field_data->get_dim(),
|
|
"inconsistent dim value in multi binlogs!");
|
|
dim = field_data->get_dim();
|
|
|
|
auto data_size = field_data->get_num_rows() * dim * sizeof(float);
|
|
local_chunk_manager->Write(local_data_path,
|
|
write_offset,
|
|
const_cast<void*>(field_data->Data()),
|
|
data_size);
|
|
write_offset += data_size;
|
|
}
|
|
};
|
|
|
|
auto parallel_degree =
|
|
uint64_t(DEFAULT_FIELD_MAX_MEMORY_LIMIT / FILE_SLICE_SIZE);
|
|
for (auto& file : remote_files) {
|
|
if (batch_files.size() >= parallel_degree) {
|
|
FetchRawData();
|
|
batch_files.clear();
|
|
}
|
|
|
|
batch_files.emplace_back(file);
|
|
}
|
|
|
|
if (batch_files.size() > 0) {
|
|
FetchRawData();
|
|
}
|
|
|
|
// write num_rows and dim value to file header
|
|
write_offset = 0;
|
|
local_chunk_manager->Write(
|
|
local_data_path, write_offset, &num_rows, sizeof(num_rows));
|
|
write_offset += sizeof(num_rows);
|
|
local_chunk_manager->Write(
|
|
local_data_path, write_offset, &dim, sizeof(dim));
|
|
|
|
return local_data_path;
|
|
}
|
|
|
|
template <typename T, typename = void>
|
|
struct has_native_type : std::false_type {};
|
|
template <typename T>
|
|
struct has_native_type<T, std::void_t<typename T::NativeType>>
|
|
: std::true_type {};
|
|
template <DataType T>
|
|
using DataTypeNativeOrVoid =
|
|
typename std::conditional<has_native_type<TypeTraits<T>>::value,
|
|
typename TypeTraits<T>::NativeType,
|
|
void>::type;
|
|
template <DataType T>
|
|
using DataTypeToOffsetMap =
|
|
std::unordered_map<DataTypeNativeOrVoid<T>, int64_t>;
|
|
|
|
template <DataType T>
|
|
void
|
|
WriteOptFieldIvfDataImpl(
|
|
const int64_t field_id,
|
|
const std::shared_ptr<LocalChunkManager>& local_chunk_manager,
|
|
const std::string& local_data_path,
|
|
const std::vector<FieldDataPtr>& field_datas,
|
|
uint64_t& write_offset) {
|
|
using FieldDataT = DataTypeNativeOrVoid<T>;
|
|
using OffsetT = uint32_t;
|
|
std::unordered_map<FieldDataT, std::vector<OffsetT>> mp;
|
|
OffsetT offset = 0;
|
|
for (const auto& field_data : field_datas) {
|
|
for (int64_t i = 0; i < field_data->get_num_rows(); ++i) {
|
|
auto val =
|
|
*reinterpret_cast<const FieldDataT*>(field_data->RawValue(i));
|
|
mp[val].push_back(offset++);
|
|
}
|
|
}
|
|
local_chunk_manager->Write(local_data_path,
|
|
write_offset,
|
|
const_cast<int64_t*>(&field_id),
|
|
sizeof(field_id));
|
|
write_offset += sizeof(field_id);
|
|
const uint32_t num_of_unique_field_data = mp.size();
|
|
local_chunk_manager->Write(local_data_path,
|
|
write_offset,
|
|
const_cast<uint32_t*>(&num_of_unique_field_data),
|
|
sizeof(num_of_unique_field_data));
|
|
write_offset += sizeof(num_of_unique_field_data);
|
|
for (const auto& [val, offsets] : mp) {
|
|
const uint32_t offsets_cnt = offsets.size();
|
|
local_chunk_manager->Write(local_data_path,
|
|
write_offset,
|
|
const_cast<uint32_t*>(&offsets_cnt),
|
|
sizeof(offsets_cnt));
|
|
write_offset += sizeof(offsets_cnt);
|
|
const size_t data_size = offsets_cnt * sizeof(OffsetT);
|
|
local_chunk_manager->Write(local_data_path,
|
|
write_offset,
|
|
const_cast<OffsetT*>(offsets.data()),
|
|
data_size);
|
|
write_offset += data_size;
|
|
}
|
|
}
|
|
|
|
#define GENERATE_OPT_FIELD_IVF_IMPL(DT) \
|
|
WriteOptFieldIvfDataImpl<DT>(field_id, \
|
|
local_chunk_manager, \
|
|
local_data_path, \
|
|
field_datas, \
|
|
write_offset)
|
|
bool
|
|
WriteOptFieldIvfData(
|
|
const DataType& dt,
|
|
const int64_t field_id,
|
|
const std::shared_ptr<LocalChunkManager>& local_chunk_manager,
|
|
const std::string& local_data_path,
|
|
const std::vector<FieldDataPtr>& field_datas,
|
|
uint64_t& write_offset) {
|
|
switch (dt) {
|
|
case DataType::BOOL:
|
|
GENERATE_OPT_FIELD_IVF_IMPL(DataType::BOOL);
|
|
break;
|
|
case DataType::INT8:
|
|
GENERATE_OPT_FIELD_IVF_IMPL(DataType::INT8);
|
|
break;
|
|
case DataType::INT16:
|
|
GENERATE_OPT_FIELD_IVF_IMPL(DataType::INT16);
|
|
break;
|
|
case DataType::INT32:
|
|
GENERATE_OPT_FIELD_IVF_IMPL(DataType::INT32);
|
|
break;
|
|
case DataType::INT64:
|
|
GENERATE_OPT_FIELD_IVF_IMPL(DataType::INT64);
|
|
break;
|
|
case DataType::FLOAT:
|
|
GENERATE_OPT_FIELD_IVF_IMPL(DataType::FLOAT);
|
|
break;
|
|
case DataType::DOUBLE:
|
|
GENERATE_OPT_FIELD_IVF_IMPL(DataType::DOUBLE);
|
|
break;
|
|
case DataType::STRING:
|
|
GENERATE_OPT_FIELD_IVF_IMPL(DataType::STRING);
|
|
break;
|
|
case DataType::VARCHAR:
|
|
GENERATE_OPT_FIELD_IVF_IMPL(DataType::VARCHAR);
|
|
break;
|
|
default:
|
|
LOG_WARN("Unsupported data type in optional scalar field: ", dt);
|
|
return false;
|
|
}
|
|
return true;
|
|
}
|
|
#undef GENERATE_OPT_FIELD_IVF_IMPL
|
|
|
|
void
|
|
WriteOptFieldsIvfMeta(
|
|
const std::shared_ptr<LocalChunkManager>& local_chunk_manager,
|
|
const std::string& local_data_path,
|
|
const uint32_t num_of_fields,
|
|
uint64_t& write_offset) {
|
|
const uint8_t kVersion = 0;
|
|
local_chunk_manager->Write(local_data_path,
|
|
write_offset,
|
|
const_cast<uint8_t*>(&kVersion),
|
|
sizeof(kVersion));
|
|
write_offset += sizeof(kVersion);
|
|
local_chunk_manager->Write(local_data_path,
|
|
write_offset,
|
|
const_cast<uint32_t*>(&num_of_fields),
|
|
sizeof(num_of_fields));
|
|
write_offset += sizeof(num_of_fields);
|
|
}
|
|
|
|
// write optional scalar fields ivf info in the following format without space among them
|
|
// | (meta)
|
|
// | version (uint8_t) | num_of_fields (uint32_t) |
|
|
// | (field_0)
|
|
// | field_id (int64_t) | num_of_unique_field_data (uint32_t)
|
|
// | size_0 (uint32_t) | offset_0 (uint32_t)...
|
|
// | size_1 | offset_0, offset_1, ...
|
|
std::string
|
|
DiskFileManagerImpl::CacheOptFieldToDisk(
|
|
std::shared_ptr<milvus_storage::Space> space, OptFieldT& fields_map) {
|
|
uint32_t num_of_fields = fields_map.size();
|
|
if (0 == num_of_fields) {
|
|
return "";
|
|
} else if (num_of_fields > 1) {
|
|
PanicInfo(
|
|
ErrorCode::NotImplemented,
|
|
"vector index build with multiple fields is not supported yet");
|
|
}
|
|
if (nullptr == space) {
|
|
LOG_ERROR("Failed to cache optional field. Space is null");
|
|
return "";
|
|
}
|
|
|
|
auto segment_id = GetFieldDataMeta().segment_id;
|
|
auto vec_field_id = GetFieldDataMeta().field_id;
|
|
auto local_chunk_manager =
|
|
LocalChunkManagerSingleton::GetInstance().GetChunkManager();
|
|
auto local_data_path = storage::GenFieldRawDataPathPrefix(
|
|
local_chunk_manager, segment_id, vec_field_id) +
|
|
std::string(VEC_OPT_FIELDS);
|
|
local_chunk_manager->CreateFile(local_data_path);
|
|
|
|
uint64_t write_offset = 0;
|
|
WriteOptFieldsIvfMeta(
|
|
local_chunk_manager, local_data_path, num_of_fields, write_offset);
|
|
|
|
auto reader = space->ScanData();
|
|
for (auto& [field_id, tup] : fields_map) {
|
|
const auto& field_name = std::get<0>(tup);
|
|
const auto& field_type = std::get<1>(tup);
|
|
std::vector<FieldDataPtr> field_datas;
|
|
for (auto rec : *reader) {
|
|
if (!rec.ok()) {
|
|
PanicInfo(IndexBuildError,
|
|
fmt::format("failed to read optional field data: {}",
|
|
rec.status().ToString()));
|
|
}
|
|
auto data = rec.ValueUnsafe();
|
|
if (data == nullptr) {
|
|
break;
|
|
}
|
|
auto total_num_rows = data->num_rows();
|
|
if (0 == total_num_rows) {
|
|
LOG_WARN("optional field {} has no data", field_name);
|
|
return "";
|
|
}
|
|
auto col_data = data->GetColumnByName(field_name);
|
|
auto field_data =
|
|
storage::CreateFieldData(field_type, 1, total_num_rows);
|
|
field_data->FillFieldData(col_data);
|
|
field_datas.emplace_back(field_data);
|
|
}
|
|
if (!WriteOptFieldIvfData(field_type,
|
|
field_id,
|
|
local_chunk_manager,
|
|
local_data_path,
|
|
field_datas,
|
|
write_offset)) {
|
|
return "";
|
|
}
|
|
}
|
|
return local_data_path;
|
|
}
|
|
|
|
std::string
|
|
DiskFileManagerImpl::CacheOptFieldToDisk(OptFieldT& fields_map) {
|
|
uint32_t num_of_fields = fields_map.size();
|
|
if (0 == num_of_fields) {
|
|
return "";
|
|
} else if (num_of_fields > 1) {
|
|
PanicInfo(
|
|
ErrorCode::NotImplemented,
|
|
"vector index build with multiple fields is not supported yet");
|
|
}
|
|
|
|
auto segment_id = GetFieldDataMeta().segment_id;
|
|
auto vec_field_id = GetFieldDataMeta().field_id;
|
|
auto local_chunk_manager =
|
|
LocalChunkManagerSingleton::GetInstance().GetChunkManager();
|
|
auto local_data_path = storage::GenFieldRawDataPathPrefix(
|
|
local_chunk_manager, segment_id, vec_field_id) +
|
|
std::string(VEC_OPT_FIELDS);
|
|
local_chunk_manager->CreateFile(local_data_path);
|
|
|
|
std::vector<FieldDataPtr> field_datas;
|
|
std::vector<std::string> batch_files;
|
|
uint64_t write_offset = 0;
|
|
WriteOptFieldsIvfMeta(
|
|
local_chunk_manager, local_data_path, num_of_fields, write_offset);
|
|
|
|
auto FetchRawData = [&]() {
|
|
auto fds = GetObjectData(rcm_.get(), batch_files);
|
|
for (size_t i = 0; i < batch_files.size(); ++i) {
|
|
auto data = fds[i].get()->GetFieldData();
|
|
field_datas.emplace_back(data);
|
|
}
|
|
};
|
|
|
|
auto parallel_degree =
|
|
uint64_t(DEFAULT_FIELD_MAX_MEMORY_LIMIT / FILE_SLICE_SIZE);
|
|
for (auto& [field_id, tup] : fields_map) {
|
|
const auto& field_type = std::get<1>(tup);
|
|
auto& field_paths = std::get<2>(tup);
|
|
if (0 == field_paths.size()) {
|
|
LOG_WARN("optional field {} has no data", field_id);
|
|
return "";
|
|
}
|
|
|
|
std::vector<FieldDataPtr>().swap(field_datas);
|
|
SortByPath(field_paths);
|
|
|
|
for (auto& file : field_paths) {
|
|
if (batch_files.size() >= parallel_degree) {
|
|
FetchRawData();
|
|
batch_files.clear();
|
|
}
|
|
batch_files.emplace_back(file);
|
|
}
|
|
if (batch_files.size() > 0) {
|
|
FetchRawData();
|
|
}
|
|
if (!WriteOptFieldIvfData(field_type,
|
|
field_id,
|
|
local_chunk_manager,
|
|
local_data_path,
|
|
field_datas,
|
|
write_offset)) {
|
|
return "";
|
|
}
|
|
}
|
|
return local_data_path;
|
|
}
|
|
|
|
std::string
|
|
DiskFileManagerImpl::GetFileName(const std::string& localfile) {
|
|
boost::filesystem::path localPath(localfile);
|
|
return localPath.filename().string();
|
|
}
|
|
|
|
std::string
|
|
DiskFileManagerImpl::GetLocalIndexObjectPrefix() {
|
|
auto local_chunk_manager =
|
|
LocalChunkManagerSingleton::GetInstance().GetChunkManager();
|
|
return GenIndexPathPrefix(
|
|
local_chunk_manager, index_meta_.build_id, index_meta_.index_version);
|
|
}
|
|
|
|
std::string
|
|
DiskFileManagerImpl::GetLocalRawDataObjectPrefix() {
|
|
auto local_chunk_manager =
|
|
LocalChunkManagerSingleton::GetInstance().GetChunkManager();
|
|
return GenFieldRawDataPathPrefix(
|
|
local_chunk_manager, field_meta_.segment_id, field_meta_.field_id);
|
|
}
|
|
|
|
bool
|
|
DiskFileManagerImpl::RemoveFile(const std::string& file) noexcept {
|
|
// TODO: implement this interface
|
|
return false;
|
|
}
|
|
|
|
std::optional<bool>
|
|
DiskFileManagerImpl::IsExisted(const std::string& file) noexcept {
|
|
bool isExist = false;
|
|
auto local_chunk_manager =
|
|
LocalChunkManagerSingleton::GetInstance().GetChunkManager();
|
|
try {
|
|
isExist = local_chunk_manager->Exist(file);
|
|
} catch (std::exception& e) {
|
|
// LOG_DEBUG("Exception:{}", e).what();
|
|
return std::nullopt;
|
|
}
|
|
return isExist;
|
|
}
|
|
|
|
} // namespace milvus::storage
|