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unify the serialize and deserialize method for hnsw (#14)
Signed-off-by: LHT129 <[email protected]>
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// Copyright 2024-present the vsag project | ||
// | ||
// 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 | ||
// | ||
// 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 "block_manager.h" | ||
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namespace hnswlib { | ||
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BlockManager::BlockManager(size_t max_elements, | ||
size_t size_data_per_element, | ||
size_t block_size_limit, | ||
vsag::Allocator* allocator) | ||
: max_elements_(max_elements), | ||
size_data_per_element_(size_data_per_element), | ||
allocator_(allocator) { | ||
data_num_per_block_ = block_size_limit / size_data_per_element_; | ||
block_size_ = size_data_per_element * data_num_per_block_; | ||
size_t full_blocks = (max_elements * size_data_per_element) / block_size_; | ||
size_t remaining_size = (max_elements * size_data_per_element) % block_size_; | ||
for (size_t i = 0; i < full_blocks; ++i) { | ||
blocks_.emplace_back(static_cast<char*>(allocator_->Allocate(block_size_))); | ||
block_lens_.emplace_back(block_size_); | ||
} | ||
if (remaining_size > 0) { | ||
blocks_.emplace_back(static_cast<char*>(allocator_->Allocate(remaining_size))); | ||
block_lens_.emplace_back(remaining_size); | ||
} | ||
} | ||
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BlockManager::~BlockManager() { | ||
for (char* block : blocks_) { | ||
allocator_->Deallocate(block); | ||
} | ||
} | ||
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char* | ||
BlockManager::GetElementPtr(size_t index, size_t offset) { | ||
if (index >= max_elements_) { | ||
throw std::out_of_range("Index is out of range:" + std::to_string(index)); | ||
} | ||
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size_t block_index = (index * size_data_per_element_) / block_size_; | ||
size_t offset_in_block = (index * size_data_per_element_) % block_size_; | ||
return blocks_[block_index] + offset_in_block + offset; | ||
} | ||
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bool | ||
BlockManager::Resize(size_t new_max_elements) { | ||
if (new_max_elements < max_elements_) { | ||
throw std::runtime_error("new_max_elements is less than max_elements_"); | ||
} | ||
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size_t new_full_blocks = (new_max_elements * size_data_per_element_) / block_size_; | ||
size_t new_remaining_size = (new_max_elements * size_data_per_element_) % block_size_; | ||
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try { | ||
bool append_more_block = blocks_.size() <= new_full_blocks; | ||
// Adjust the size of the last block. There are two scenarios here: when more blocks | ||
// need to be padded, the last block should be converted from a remaining_block to a | ||
// full_block; otherwise, the size of the remaining_block should be increased to make | ||
// it a larger remaining_block. | ||
if (!blocks_.empty() && blocks_.back() != nullptr && block_lens_.back() != block_size_) { | ||
char* last_block = blocks_.back(); | ||
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size_t new_last_block_size = append_more_block ? block_size_ : new_remaining_size; | ||
auto new_last_block = allocator_->Reallocate(last_block, new_last_block_size); | ||
if (new_last_block == nullptr) { | ||
return false; | ||
} | ||
blocks_.back() = static_cast<char*>(new_last_block); | ||
block_lens_.back() = new_last_block_size; | ||
} | ||
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// If the current number of blocks is less than the number of complete blocks needed, proceed with padding. | ||
while (blocks_.size() < new_full_blocks) { | ||
blocks_.push_back(static_cast<char*>(allocator_->Allocate(block_size_))); | ||
block_lens_.push_back(block_size_); | ||
} | ||
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// Padding the last block is necessary only when there are not enough blocks. | ||
if (new_remaining_size > 0 && append_more_block) { | ||
blocks_.push_back(static_cast<char*>(allocator_->Allocate(new_remaining_size))); | ||
block_lens_.push_back(new_remaining_size); | ||
} | ||
max_elements_ = new_max_elements; | ||
return true; | ||
} catch (const std::bad_alloc&) { | ||
return false; | ||
} | ||
} | ||
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bool | ||
BlockManager::Serialize(char*& buffer, size_t cur_element_count) { | ||
BufferStreamWriter writer(buffer); | ||
return this->SerializeImpl(writer, cur_element_count); | ||
} | ||
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bool | ||
BlockManager::Serialize(std::ostream& ofs, size_t cur_element_count) { | ||
IOStreamWriter writer(ofs); | ||
return this->SerializeImpl(writer, cur_element_count); | ||
} | ||
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bool | ||
BlockManager::Deserialize(std::function<void(uint64_t, uint64_t, void*)> read_func, | ||
uint64_t cursor, | ||
size_t cur_element_count) { | ||
ReadFuncStreamReader reader(read_func, cursor); | ||
return this->DeserializeImpl(reader, cur_element_count); | ||
} | ||
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bool | ||
BlockManager::Deserialize(std::istream& ifs, size_t cur_element_count) { | ||
IOStreamReader reader(ifs); | ||
return this->DeserializeImpl(reader, cur_element_count); | ||
} | ||
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bool | ||
BlockManager::SerializeImpl(StreamWriter& writer, uint64_t cur_element_count) { | ||
size_t store_size = cur_element_count * size_data_per_element_; | ||
try { | ||
size_t offset = 0; | ||
for (int i = 0; i < blocks_.size(); ++i) { | ||
size_t new_offset = offset + block_lens_[i]; | ||
size_t current_block_size = std::min(new_offset, store_size) - offset; | ||
writer.Write(blocks_[i], current_block_size); | ||
offset = new_offset; | ||
if (new_offset >= store_size) { | ||
break; | ||
} | ||
} | ||
} catch (const std::ios_base::failure&) { | ||
return false; | ||
} | ||
return true; | ||
} | ||
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bool | ||
BlockManager::DeserializeImpl(StreamReader& reader, uint64_t cur_element_count) { | ||
try { | ||
size_t offset = 0; | ||
size_t need_read_size = cur_element_count * size_data_per_element_; | ||
for (size_t i = 0; i < blocks_.size(); ++i) { | ||
size_t current_read_size = std::min(need_read_size, offset + block_lens_[i]) - offset; | ||
reader.Read(blocks_[i], current_read_size); | ||
offset += block_lens_[i]; | ||
if (offset >= need_read_size) { | ||
break; | ||
} | ||
} | ||
} catch (const std::ios_base::failure&) { | ||
return false; | ||
} | ||
return true; | ||
} | ||
} // namespace hnswlib |
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// Copyright 2024-present the vsag project | ||
// | ||
// 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 | ||
// | ||
// 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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#pragma once | ||
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#include <cstring> | ||
#include <deque> | ||
#include <functional> | ||
#include <mutex> | ||
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#include "../../default_allocator.h" | ||
#include "stream_reader.h" | ||
#include "stream_writer.h" | ||
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namespace hnswlib { | ||
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class BlockManager { | ||
public: | ||
BlockManager(size_t max_elements, | ||
size_t size_data_per_element, | ||
size_t block_size_limit, | ||
vsag::Allocator* allocator); | ||
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~BlockManager(); | ||
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char* | ||
GetElementPtr(size_t index, size_t offset); | ||
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bool | ||
Resize(size_t new_max_elements); | ||
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bool | ||
Serialize(char*& buffer, size_t cur_element_count); | ||
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bool | ||
Serialize(std::ostream& ofs, size_t cur_element_count); | ||
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bool | ||
Deserialize(std::function<void(uint64_t, uint64_t, void*)> read_func, | ||
uint64_t cursor, | ||
size_t cur_element_count); | ||
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bool | ||
Deserialize(std::istream& ifs, size_t cur_element_count); | ||
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inline size_t | ||
GetSize() const { | ||
return max_elements_ * size_data_per_element_; | ||
} | ||
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bool | ||
SerializeImpl(StreamWriter& writer, uint64_t cur_element_count); | ||
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bool | ||
DeserializeImpl(StreamReader& reader, uint64_t cur_element_count); | ||
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private: | ||
std::vector<char*> blocks_ = {}; | ||
size_t data_num_per_block_ = 0; | ||
size_t block_size_ = 0; | ||
size_t size_data_per_element_ = 0; | ||
size_t max_elements_ = 0; | ||
std::vector<size_t> block_lens_ = {}; | ||
vsag::Allocator* const allocator_ = nullptr; | ||
}; | ||
} // namespace hnswlib |
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