faiss/InvertedLists.h

227 lines
6.4 KiB
C++

/**
* Copyright (c) 2015-present, Facebook, Inc.
* All rights reserved.
*
* This source code is licensed under the BSD+Patents license found in the
* LICENSE file in the root directory of this source tree.
*/
// -*- c++ -*-
#ifndef FAISS_INVERTEDLISTS_IVF_H
#define FAISS_INVERTEDLISTS_IVF_H
/**
* Definition of inverted lists + a few common classes that implement
* the interface.
*/
#include <vector>
#include "Index.h"
namespace faiss {
/** Table of inverted lists
* multithreading rules:
* - concurrent read accesses are allowed
* - concurrent update accesses are allowed
* - for resize and add_entries, only concurrent access to different lists
* are allowed
*/
struct InvertedLists {
typedef Index::idx_t idx_t;
size_t nlist; ///< number of possible key values
size_t code_size; ///< code size per vector in bytes
InvertedLists (size_t nlist, size_t code_size);
/*************************
* Read only functions */
/// get the size of a list
virtual size_t list_size(size_t list_no) const = 0;
/** get the codes for an inverted list
* must be released by release_codes
*
* @return codes size list_size * code_size
*/
virtual const uint8_t * get_codes (size_t list_no) const = 0;
/** get the ids for an inverted list
* must be released by release_ids
*
* @return ids size list_size
*/
virtual const idx_t * get_ids (size_t list_no) const = 0;
/// release codes returned by get_codes (default implementation is nop
virtual void release_codes (const uint8_t *codes) const;
/// release ids returned by get_ids
virtual void release_ids (const idx_t *ids) const;
/// @return a single id in an inverted list
virtual idx_t get_single_id (size_t list_no, size_t offset) const;
/// @return a single code in an inverted list
/// (should be deallocated with release_codes)
virtual const uint8_t * get_single_code (
size_t list_no, size_t offset) const;
/// prepare the following lists (default does nothing)
/// a list can be -1 hence the signed long
virtual void prefetch_lists (const long *list_nos, int nlist) const;
/*************************
* writing functions */
/// add one entry to an inverted list
virtual size_t add_entry (size_t list_no, idx_t theid,
const uint8_t *code);
virtual size_t add_entries (
size_t list_no, size_t n_entry,
const idx_t* ids, const uint8_t *code) = 0;
virtual void update_entry (size_t list_no, size_t offset,
idx_t id, const uint8_t *code);
virtual void update_entries (size_t list_no, size_t offset, size_t n_entry,
const idx_t *ids, const uint8_t *code) = 0;
virtual void resize (size_t list_no, size_t new_size) = 0;
virtual void reset ();
/// move all entries from oivf (empty on output)
void merge_from (InvertedLists *oivf, size_t add_id);
virtual ~InvertedLists ();
/**************************************
* Scoped inverted lists (for automatic deallocation)
*
* instead of writing:
*
* uint8_t * codes = invlists->get_codes (10);
* ... use codes
* invlists->release_codes(codes)
*
* write:
*
* ScopedCodes codes (invlists, 10);
* ... use codes.get()
* // release called automatically when codes goes out of scope
*
* the following function call also works:
*
* foo (123, ScopedCodes (invlists, 10).get(), 456);
*
*/
struct ScopedIds {
const InvertedLists *il;
const idx_t *ids;
ScopedIds (const InvertedLists *il, size_t list_no):
il (il), ids (il->get_ids (list_no))
{}
const idx_t *get() {return ids; }
idx_t operator [] (size_t i) const {
return ids[i];
}
~ScopedIds () {
il->release_ids (ids);
}
};
struct ScopedCodes {
const InvertedLists *il;
const uint8_t *codes;
ScopedCodes (const InvertedLists *il, size_t list_no):
il (il), codes (il->get_codes (list_no))
{}
ScopedCodes (const InvertedLists *il, size_t list_no, size_t offset):
il (il), codes (il->get_single_code (list_no, offset))
{}
const uint8_t *get() {return codes; }
~ScopedCodes () {
il->release_codes (codes);
}
};
};
/// simple (default) implementation as an array of inverted lists
struct ArrayInvertedLists: InvertedLists {
std::vector < std::vector<uint8_t> > codes; // binary codes, size nlist
std::vector < std::vector<idx_t> > ids; ///< Inverted lists for indexes
ArrayInvertedLists (size_t nlist, size_t code_size);
size_t list_size(size_t list_no) const override;
const uint8_t * get_codes (size_t list_no) const override;
const idx_t * get_ids (size_t list_no) const override;
size_t add_entries (
size_t list_no, size_t n_entry,
const idx_t* ids, const uint8_t *code) override;
void update_entries (size_t list_no, size_t offset, size_t n_entry,
const idx_t *ids, const uint8_t *code) override;
void resize (size_t list_no, size_t new_size) override;
virtual ~ArrayInvertedLists ();
};
/// inverted lists built as the concatenation of a set of invlists
/// (read-only)
struct ConcatenatedInvertedLists: InvertedLists {
std::vector<const InvertedLists *>ils;
/// build InvertedLists by concatenating nil of them
ConcatenatedInvertedLists (int nil, const InvertedLists **ils);
size_t list_size(size_t list_no) const override;
const uint8_t * get_codes (size_t list_no) const override;
const idx_t * get_ids (size_t list_no) const override;
void release_codes (const uint8_t *codes) const override;
void release_ids (const idx_t *ids) const override;
idx_t get_single_id (size_t list_no, size_t offset) const override;
const uint8_t * get_single_code (
size_t list_no, size_t offset) const override;
size_t add_entries (
size_t list_no, size_t n_entry,
const idx_t* ids, const uint8_t *code) override;
void update_entries (size_t list_no, size_t offset, size_t n_entry,
const idx_t *ids, const uint8_t *code) override;
void resize (size_t list_no, size_t new_size) override;
};
} // namespace faiss
#endif