#include <IndexIVFPQ.h>
Public Member Functions | |
| IndexIVFPQR (Index *quantizer, size_t d, size_t nlist, size_t M, size_t nbits_per_idx, size_t M_refine, size_t nbits_per_idx_refine) | |
| void | reset () override |
| removes all elements from the database. | |
| long | remove_ids (const IDSelector &sel) override |
| Dataset manipulation functions. | |
| void | train_residual (idx_t n, const float *x) override |
| trains the two product quantizers | |
| void | add_with_ids (idx_t n, const float *x, const long *xids) override |
| void | add_core (idx_t n, const float *x, const long *xids, const long *precomputed_idx=nullptr) |
| same as add_with_ids, but optionally use the precomputed list ids | |
| void | reconstruct_from_offset (long list_no, long offset, float *recons) const override |
| void | merge_from (IndexIVF &other, idx_t add_id) override |
| 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 override |
Public Member Functions inherited from faiss::IndexIVFPQ | |
| IndexIVFPQ (Index *quantizer, size_t d, size_t nlist, size_t M, size_t nbits_per_idx) | |
| void | add_core_o (idx_t n, const float *x, const long *xids, float *residuals_2, const long *precomputed_idx=nullptr) |
| void | train_residual_o (idx_t n, const float *x, float *residuals_2) |
| same as train_residual, also output 2nd level residuals | |
| size_t | find_duplicates (idx_t *ids, size_t *lims) const |
| void | encode (long key, const float *x, uint8_t *code) const |
| void | encode_multiple (size_t n, long *keys, const float *x, uint8_t *codes, bool compute_keys=false) const |
| void | decode_multiple (size_t n, const long *keys, const uint8_t *xcodes, float *x) const |
| inverse of encode_multiple | |
| void | precompute_table () |
| build precomputed table More... | |
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 | train (idx_t n, const float *x) override |
| Trains the quantizer and calls train_residual to train sub-quantizers. | |
| void | add (idx_t n, const float *x) override |
| Quantizes x and calls add_with_key. | |
| virtual void | search (idx_t n, const float *x, idx_t k, float *distances, idx_t *labels) const override |
| 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 |
| virtual void | copy_subset_to (IndexIVF &other, int subset_type, long a1, long a2) const |
| size_t | get_list_size (size_t list_no) const |
| void | make_direct_map (bool new_maintain_direct_map=true) |
| double | imbalance_factor () const |
| 1= perfectly balanced, >1: imbalanced | |
| void | print_stats () const |
| display some stats about the inverted lists | |
| void | replace_invlists (InvertedLists *il, bool own=false) |
Public Member Functions inherited from faiss::Index | |
| Index (idx_t d=0, MetricType metric=METRIC_L2) | |
| virtual void | range_search (idx_t n, const float *x, float radius, RangeSearchResult *result) const |
| 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 | |
| ProductQuantizer | refine_pq |
| 3rd level quantizer | |
| std::vector< uint8_t > | refine_codes |
| corresponding codes | |
| float | k_factor |
| factor between k requested in search and the k requested from the IVFPQ | |
Public Attributes inherited from faiss::IndexIVFPQ | |
| bool | by_residual |
| Encode residual or plain vector? | |
| int | use_precomputed_table |
| if by_residual, build precompute tables | |
| ProductQuantizer | pq |
| produces the codes | |
| bool | do_polysemous_training |
| reorder PQ centroids after training? | |
| PolysemousTraining * | polysemous_training |
| if NULL, use default | |
| size_t | scan_table_threshold |
| use table computation or on-the-fly? | |
| int | polysemous_ht |
| Hamming thresh for polysemous filtering. | |
| std::vector< float > | precomputed_table |
Public Attributes inherited from faiss::IndexIVF | |
| 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 | |
| bool | maintain_direct_map |
| map for direct access to the elements. Enables reconstruct(). | |
| std::vector< long > | direct_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 | |
| 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 | |
Public Types inherited from faiss::Index | |
| typedef long | idx_t |
| all indices are this type | |
Index with an additional level of PQ refinement
Definition at line 149 of file IndexIVFPQ.h.
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overridevirtual |
Same as add, but stores xids instead of sequential ids.
The default implementation fails with an assertion, as it is not supported by all indexes.
| xids | if non-null, ids to store for the vectors (size n) |
Reimplemented from faiss::IndexIVFPQ.
Definition at line 1136 of file IndexIVFPQ.cpp.
moves the entries from another dataset to self. On output, other is empty. add_id is added to all moved ids (for sequential ids, this would be this->ntotal
Reimplemented from faiss::IndexIVF.
Definition at line 1259 of file IndexIVFPQ.cpp.
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overridevirtual |
Reconstruct a vector given the location in terms of (inv list index + inv list offset) instead of the id.
Useful for reconstructing when the direct_map is not maintained and the inv list offset is computed by search_preassigned() with store_pairs set.
Reimplemented from faiss::IndexIVFPQ.
Definition at line 1244 of file IndexIVFPQ.cpp.
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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. search() calls this.
| 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). |
Reimplemented from faiss::IndexIVFPQ.
Definition at line 1159 of file IndexIVFPQ.cpp.
1.8.5