Public Member Functions | |
IndexIVFFlatDedup (Index *quantizer, size_t d, size_t nlist_, MetricType=METRIC_L2) | |
void | train (idx_t n, const float *x) override |
also dedups the training set | |
void | add_with_ids (idx_t n, const float *x, const long *xids) override |
implemented for all IndexIVF* classes | |
void | search_preassigned (idx_t n, const float *x, idx_t k, const idx_t *assign, const float *centroid_dis, float *distances, idx_t *labels, bool store_pairs, const IVFSearchParameters *params=nullptr) const override |
long | remove_ids (const IDSelector &sel) override |
Dataset manipulation functions. | |
void | range_search (idx_t n, const float *x, float radius, RangeSearchResult *result) const override |
not implemented | |
void | update_vectors (int nv, idx_t *idx, const float *v) override |
not implemented | |
void | reconstruct_from_offset (long list_no, long offset, float *recons) const override |
not implemented | |
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IndexIVFFlat (Index *quantizer, size_t d, size_t nlist_, MetricType=METRIC_L2) | |
virtual void | add_core (idx_t n, const float *x, const long *xids, const long *precomputed_idx) |
same as add_with_ids, with precomputed coarse quantizer | |
void | encode_vectors (idx_t n, const float *x, const idx_t *list_nos, uint8_t *codes) const override |
InvertedListScanner * | get_InvertedListScanner (bool store_pairs) const override |
get a scanner for this index (store_pairs means ignore labels) | |
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IndexIVF (Index *quantizer, size_t d, size_t nlist, size_t code_size, MetricType metric=METRIC_L2) | |
void | reset () override |
removes all elements from the database. | |
void | add (idx_t n, const float *x) override |
Calls add_with_ids with NULL ids. | |
virtual void | train_residual (idx_t n, const float *x) |
void | search (idx_t n, const float *x, idx_t k, float *distances, idx_t *labels) const override |
void | range_search_preassigned (idx_t nx, const float *x, float radius, const idx_t *keys, const float *coarse_dis, RangeSearchResult *result) const |
void | reconstruct (idx_t key, float *recons) const override |
void | reconstruct_n (idx_t i0, idx_t ni, float *recons) const override |
void | search_and_reconstruct (idx_t n, const float *x, idx_t k, float *distances, idx_t *labels, float *recons) const override |
void | check_compatible_for_merge (const IndexIVF &other) const |
virtual void | merge_from (IndexIVF &other, idx_t add_id) |
virtual void | copy_subset_to (IndexIVF &other, int subset_type, idx_t a1, idx_t a2) const |
size_t | get_list_size (size_t list_no) const |
void | make_direct_map (bool new_maintain_direct_map=true) |
void | replace_invlists (InvertedLists *il, bool own=false) |
replace the inverted lists, old one is deallocated if own_invlists | |
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Index (idx_t d=0, MetricType metric=METRIC_L2) | |
void | assign (idx_t n, const float *x, idx_t *labels, idx_t k=1) |
void | compute_residual (const float *x, float *residual, idx_t key) const |
void | display () const |
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void | train_q1 (size_t n, const float *x, bool verbose, MetricType metric_type) |
Trains the quantizer and calls train_residual to train sub-quantizers. | |
Level1Quantizer (Index *quantizer, size_t nlist) | |
Public Attributes | |
std::unordered_multimap< idx_t, idx_t > | instances |
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InvertedLists * | invlists |
Acess to the actual data. | |
bool | own_invlists |
size_t | code_size |
code size per vector in bytes | |
size_t | nprobe |
number of probes at query time | |
size_t | max_codes |
max nb of codes to visit to do a query | |
int | parallel_mode |
bool | maintain_direct_map |
map for direct access to the elements. Enables reconstruct(). | |
std::vector< idx_t > | direct_map |
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int | d |
vector dimension | |
idx_t | ntotal |
total nb of indexed vectors | |
bool | verbose |
verbosity level | |
bool | is_trained |
set if the Index does not require training, or if training is done already | |
MetricType | metric_type |
type of metric this index uses for search | |
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Index * | quantizer |
quantizer that maps vectors to inverted lists | |
size_t | nlist |
number of possible key values | |
char | quantizer_trains_alone |
bool | own_fields |
whether object owns the quantizer | |
ClusteringParameters | cp |
to override default clustering params | |
Index * | clustering_index |
to override index used during clustering | |
Additional Inherited Members | |
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using | idx_t = long |
all indices are this type | |
using | component_t = float |
using | distance_t = float |
Definition at line 62 of file IndexIVFFlat.h.
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overridevirtual |
search a set of vectors, that are pre-quantized by the IVF quantizer. Fill in the corresponding heaps with the query results. The default implementation uses InvertedListScanners to do the search.
n | nb of vectors to query |
x | query vectors, size nx * d |
assign | coarse quantization indices, size nx * nprobe |
centroid_dis | distances to coarse centroids, size nx * nprobe |
distance | output distances, size n * k |
labels | output labels, size n * k |
store_pairs | store inv list index + inv list offset instead in upper/lower 32 bit of result, instead of ids (used for reranking). |
params | used to override the object's search parameters |
Reimplemented from faiss::IndexIVF.
Definition at line 326 of file IndexIVFFlat.cpp.
Maps ids stored in the index to the ids of vectors that are the same. When a vector is unique, it does not appear in the instances map
Definition at line 67 of file IndexIVFFlat.h.