File BlockInvertedLists.h

namespace faiss

Copyright (c) Facebook, Inc. and its affiliates.

This source code is licensed under the MIT license found in the LICENSE file in the root directory of this source tree.

Throughout the library, vectors are provided as float * pointers. Most algorithms can be optimized when several vectors are processed (added/searched) together in a batch. In this case, they are passed in as a matrix. When n vectors of size d are provided as float * x, component j of vector i is

x[ i * d + j ]

where 0 <= i < n and 0 <= j < d. In other words, matrices are always compact. When specifying the size of the matrix, we call it an n*d matrix, which implies a row-major storage.

Copyright (c) Facebook, Inc. and its affiliates.

This source code is licensed under the MIT license found in the LICENSE file in the root directory of this source tree. I/O functions can read/write to a filename, a file handle or to an object that abstracts the medium.

The read functions return objects that should be deallocated with delete. All references within these objectes are owned by the object.

Copyright (c) Facebook, Inc. and its affiliates.

This source code is licensed under the MIT license found in the LICENSE file in the root directory of this source tree. Definition of inverted lists + a few common classes that implement the interface.

Copyright (c) Facebook, Inc. and its affiliates.

This source code is licensed under the MIT license found in the LICENSE file in the root directory of this source tree. Since IVF (inverted file) indexes are of so much use for large-scale use cases, we group a few functions related to them in this small library. Most functions work both on IndexIVFs and IndexIVFs embedded within an IndexPreTransform.

Copyright (c) Facebook, Inc. and its affiliates.

This source code is licensed under the MIT license found in the LICENSE file in the root directory of this source tree. In this file are the implementations of extra metrics beyond L2 and inner product

Copyright (c) Facebook, Inc. and its affiliates.

This source code is licensed under the MIT license found in the LICENSE file in the root directory of this source tree. Defines a few objects that apply transformations to a set of vectors Often these are pre-processing steps.

struct BlockInvertedLists : public faiss::InvertedLists

#include <BlockInvertedLists.h>

Inverted Lists that are organized by blocks.

Different from the regular inverted lists, the codes are organized by blocks of size block_size bytes that reprsent a set of n_per_block. Therefore, code allocations are always rounded up to block_size bytes. The codes are also aligned on 32-byte boundaries for use with SIMD.

To avoid misinterpretations, the code_size is set to (size_t)(-1), even if arguably the amount of memory consumed by code is block_size / n_per_block.

The writing functions add_entries and update_entries operate on block-aligned data.

Public Functions

BlockInvertedLists(size_t nlist, size_t vec_per_block, size_t block_size)

BlockInvertedLists(size_t nlist, const CodePacker *packer)

BlockInvertedLists()

virtual size_t list_size(size_t list_no) const override

get the size of a list

virtual const uint8_t *get_codes(size_t list_no) const override

get the codes for an inverted list must be released by release_codes

Returns:

codes size list_size * code_size

virtual const idx_t *get_ids(size_t list_no) const override

get the ids for an inverted list must be released by release_ids

Returns:

ids size list_size

virtual size_t add_entries(size_t list_no, size_t n_entry, const idx_t *ids, const uint8_t *code) override

virtual void update_entries(size_t list_no, size_t offset, size_t n_entry, const idx_t *ids, const uint8_t *code) override

not implemented

virtual void resize(size_t list_no, size_t new_size) override

~BlockInvertedLists() override

Public Members

size_t n_per_block = 0

size_t block_size = 0

const CodePacker *packer = nullptr

std::vector<AlignedTable<uint8_t>> codes

std::vector<std::vector<idx_t>> ids

struct BlockInvertedListsIOHook : public faiss::InvertedListsIOHook

Public Functions

BlockInvertedListsIOHook()

virtual void write(const InvertedLists *ils, IOWriter *f) const override

write the index to the IOWriter (including the fourcc)

virtual InvertedLists *read(IOReader *f, int io_flags) const override

called when the fourcc matches this class’s fourcc