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faiss::IndexIVFFlatDedup Struct Reference
Inheritance diagram for faiss::IndexIVFFlatDedup:
faiss::IndexIVFFlat faiss::IndexIVF faiss::Index faiss::Level1Quantizer

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
 
- Public Member Functions inherited from faiss::IndexIVFFlat
 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
 
InvertedListScannerget_InvertedListScanner (bool store_pairs) const override
 get a scanner for this index (store_pairs means ignore labels)
 
- Public Member Functions inherited from faiss::IndexIVF
 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
 
- Public Member Functions inherited from faiss::Index
 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
 
- Public Member Functions inherited from faiss::Level1Quantizer
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
 
- Public Attributes inherited from faiss::IndexIVF
InvertedListsinvlists
 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_tdirect_map
 
- Public Attributes inherited from faiss::Index
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
 
- Public Attributes inherited from faiss::Level1Quantizer
Indexquantizer
 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
 
Indexclustering_index
 to override index used during clustering
 

Additional Inherited Members

- Public Types inherited from faiss::Index
using idx_t = long
 all indices are this type
 
using component_t = float
 
using distance_t = float
 

Detailed Description

Definition at line 62 of file IndexIVFFlat.h.

Member Function Documentation

void faiss::IndexIVFFlatDedup::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
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.

Parameters
nnb of vectors to query
xquery vectors, size nx * d
assigncoarse quantization indices, size nx * nprobe
centroid_disdistances to coarse centroids, size nx * nprobe
distanceoutput distances, size n * k
labelsoutput labels, size n * k
store_pairsstore inv list index + inv list offset instead in upper/lower 32 bit of result, instead of ids (used for reranking).
paramsused to override the object's search parameters

Reimplemented from faiss::IndexIVF.

Definition at line 326 of file IndexIVFFlat.cpp.

Member Data Documentation

std::unordered_multimap<idx_t, idx_t> faiss::IndexIVFFlatDedup::instances

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.


The documentation for this struct was generated from the following files: