Struct faiss::OnDiskInvertedLists

struct faiss::OnDiskInvertedLists : public faiss::InvertedLists

On-disk storage of inverted lists.

The data is stored in a mmapped chunk of memory (base ptointer ptr, size totsize). Each list is a range of memory that contains (object List) that contains:

  • uint8_t codes[capacity * code_size]

  • followed by idx_t ids[capacity]

in each of the arrays, the size <= capacity first elements are used, the rest is not initialized.

Addition and resize are supported by:

  • roundind up the capacity of the lists to a power of two

  • maintaining a list of empty slots, sorted by size.

  • resizing the mmapped block is adjusted as needed.

An OnDiskInvertedLists is compact if the size == capacity for all lists and there are no available slots.

Addition to the invlists is slow. For incremental add it is better to use a default ArrayInvertedLists object and convert it to an OnDisk with merge_from.

When it is known that a set of lists will be accessed, it is useful to call prefetch_lists, that launches a set of threads to read the lists in parallel.

Public Types

using List = OnDiskOneList
typedef Index::idx_t idx_t

Public Functions

OnDiskInvertedLists(size_t nlist, size_t code_size, const char *filename)

are inverted lists mapped read-only

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
virtual void resize(size_t list_no, size_t new_size) override
size_t merge_from(const InvertedLists **ils, int n_il, bool verbose = false)
size_t merge_from_1(const InvertedLists *il, bool verbose = false)

same as merge_from for a single invlist

void crop_invlists(size_t l0, size_t l1)

restrict the inverted lists to l0:l1 without touching the mmapped region

virtual void prefetch_lists(const idx_t *list_nos, int nlist) const override

prepare the following lists (default does nothing) a list can be -1 hence the signed long

~OnDiskInvertedLists() override
void do_mmap()
void update_totsize(size_t new_totsize)
void resize_locked(size_t list_no, size_t new_size)
size_t allocate_slot(size_t capacity)
void free_slot(size_t offset, size_t capacity)
void set_all_lists_sizes(const size_t *sizes)

override all list sizes and make a packed storage

OnDiskInvertedLists()
virtual void release_codes(size_t list_no, const uint8_t *codes) const

release codes returned by get_codes (default implementation is nop

virtual void release_ids(size_t list_no, const idx_t *ids) const

release ids returned by get_ids

virtual idx_t get_single_id(size_t list_no, size_t offset) const
Returns

a single id in an inverted list

virtual const uint8_t *get_single_code(size_t list_no, size_t offset) const
Returns

a single code in an inverted list (should be deallocated with release_codes)

virtual size_t add_entry(size_t list_no, idx_t theid, const uint8_t *code)

add one entry to an inverted list

virtual void update_entry(size_t list_no, size_t offset, idx_t id, const uint8_t *code)
virtual void reset()
void merge_from(InvertedLists *oivf, size_t add_id)

move all entries from oivf (empty on output)

double imbalance_factor() const

1= perfectly balanced, >1: imbalanced

void print_stats() const

display some stats about the inverted lists

size_t compute_ntotal() const

sum up list sizes

Public Members

std::vector<List> lists
std::list<Slot> slots
std::string filename
size_t totsize
uint8_t *ptr
bool read_only
LockLevels *locks
OngoingPrefetch *pf
int prefetch_nthread
size_t nlist

number of possible key values

size_t code_size

code size per vector in bytes

Public Static Attributes

static const size_t INVALID_CODE_SIZE = static_cast<size_t>(-1)

used for BlockInvertedLists, where the codes are packed into groups and the individual code size is meaningless

struct Slot

Public Functions

Slot(size_t offset, size_t capacity)
Slot()

Public Members

size_t offset
size_t capacity