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c_api: expose ScalarQuantizer codec and complete FaissQuantizerType enum (#5477)
Summary: Hi, the `c_api` is missing exports for the FaissScalarQuantizer scalar quantizer. I've added them. Additionally I synced the `c_api/IndexScalarQuantizer_c.h` `FaissQuantizerType` enum with the cpp side which is required because `faiss_IndexScalarQuantizer_sq` may return an enum value which is not contained in the `c_api` enum definition. Pull Request resolved: https://github.com/facebookresearch/faiss/pull/5477 Reviewed By: trang-nm-nguyen Differential Revision: D114077316 Pulled By: mnorris11 fbshipit-source-id: 6c714a86daa20a490b3892c3a78356b7beebc92e
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meta-codesync[bot]
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13aa39b791
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@@ -109,3 +109,42 @@ int faiss_IndexIVFScalarQuantizer_add_core(
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}
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CATCH_AND_HANDLE
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}
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/** The returned pointer is a borrowed reference to a member of the
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* owning index; must not be freed.*/
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FaissScalarQuantizer* faiss_IndexScalarQuantizer_sq(
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FaissIndexScalarQuantizer* index) {
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return reinterpret_cast<FaissScalarQuantizer*>(
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&reinterpret_cast<IndexScalarQuantizer*>(index)->sq);
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}
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/** The returned pointer is a borrowed reference to a member of the
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* owning index; must not be freed.*/
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FaissScalarQuantizer* faiss_IndexIVFScalarQuantizer_sq(
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FaissIndexIVFScalarQuantizer* index) {
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return reinterpret_cast<FaissScalarQuantizer*>(
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&reinterpret_cast<IndexIVFScalarQuantizer*>(index)->sq);
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}
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DEFINE_GETTER(ScalarQuantizer, FaissQuantizerType, qtype)
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DEFINE_GETTER(ScalarQuantizer, size_t, bits)
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DEFINE_GETTER(ScalarQuantizer, size_t, d)
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DEFINE_GETTER(ScalarQuantizer, size_t, code_size)
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DEFINE_GETTER(ScalarQuantizer, FaissRangeStat, rangestat)
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DEFINE_SETTER_STATIC(
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ScalarQuantizer,
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faiss::ScalarQuantizer::RangeStat,
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FaissRangeStat,
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rangestat)
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DEFINE_GETTER(ScalarQuantizer, float, rangestat_arg)
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DEFINE_SETTER(ScalarQuantizer, float, rangestat_arg)
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size_t faiss_ScalarQuantizer_trained_size(const FaissScalarQuantizer* sq) {
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return reinterpret_cast<const faiss::ScalarQuantizer*>(sq)->trained.size();
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}
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void faiss_ScalarQuantizer_trained(const FaissScalarQuantizer* sq, float* out) {
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const auto& trained =
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reinterpret_cast<const faiss::ScalarQuantizer*>(sq)->trained;
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memcpy(out, trained.data(), trained.size() * sizeof(float));
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}
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@@ -28,11 +28,43 @@ typedef enum FaissQuantizerType {
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QT_bf16,
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QT_8bit_direct_signed, ///< fast indexing of signed int8s ranging from [-128
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///< to 127]
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QT_0bit, ///< 0 bits per component, centroid-only distance (IVF only; a
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///< flat index with QT_0bit stores nothing)
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QT_1bit_tqmse, ///< TurboQuant MSE-optimized, 1 bit per component
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QT_2bit_tqmse, ///< TurboQuant MSE-optimized, 2 bits per component
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QT_3bit_tqmse, ///< TurboQuant MSE-optimized, 3 bits per component
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QT_4bit_tqmse, ///< TurboQuant MSE-optimized, 4 bits per component
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QT_8bit_tqmse, ///< TurboQuant MSE-optimized, 8 bits per component
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QT_2bit_tq, ///< Full TurboQuant (1-bit MSE + 1-bit QJL + factors)
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QT_3bit_tq, ///< Full TurboQuant (2-bit MSE + 1-bit QJL + factors)
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QT_4bit_tq, ///< Full TurboQuant (3-bit MSE + 1-bit QJL + factors)
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QT_5bit_tq, ///< Full TurboQuant (4-bit MSE + 1-bit QJL + factors)
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QT_1bit_eden, ///< EDEN Lloyd-Max scalar code, 1 bit per component
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QT_2bit_eden, ///< EDEN Lloyd-Max scalar code, 2 bits per component
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QT_3bit_eden, ///< EDEN Lloyd-Max scalar code, 3 bits per component
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QT_4bit_eden, ///< EDEN Lloyd-Max scalar code, 4 bits per component
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QT_5bit_eden, ///< EDEN Lloyd-Max scalar code, 5 bits per component
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QT_6bit_eden, ///< EDEN Lloyd-Max scalar code, 6 bits per component
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QT_7bit_eden, ///< EDEN Lloyd-Max scalar code, 7 bits per component
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QT_8bit_eden, ///< EDEN Lloyd-Max scalar code, 8 bits per component
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QT_count
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} FaissQuantizerType;
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typedef enum FaissRangeStat {
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RS_minmax, ///< [min - rs*(max-min), max + rs*(max-min)]
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RS_meanstd, ///< [mean - std * rs, mean + std * rs]
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RS_quantiles, ///< [Q(rs), Q(1-rs)]
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RS_optim, ///< alternate optimization of reconstruction error
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} FaissRangeStat;
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// forward declaration
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typedef enum FaissMetricType FaissMetricType;
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/** Opaque type for the ScalarQuantizer codec owned by an index.
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* Valid only while the owning index is alive and must not be freed.
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*/
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FAISS_DECLARE_CLASS(ScalarQuantizer)
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/** Opaque type for IndexScalarQuantizer */
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FAISS_DECLARE_CLASS_INHERITED(IndexScalarQuantizer, Index)
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@@ -90,6 +122,39 @@ int faiss_IndexIVFScalarQuantizer_add_core(
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const idx_t* xids,
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const idx_t* precomputed_idx);
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/** Access the scalar quantizer codec of an IndexScalarQuantizer.
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* Borrowed reference, owned by the index; do not free.
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*/
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FaissScalarQuantizer* faiss_IndexScalarQuantizer_sq(
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FaissIndexScalarQuantizer* index);
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/** Access the scalar quantizer codec of an IndexIVFScalarQuantizer.
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* Borrowed reference, owned by the index; do not free.
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*/
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FaissScalarQuantizer* faiss_IndexIVFScalarQuantizer_sq(
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FaissIndexIVFScalarQuantizer* index);
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/// quantizer type of this codec
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FAISS_DECLARE_GETTER(ScalarQuantizer, FaissQuantizerType, qtype)
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/// bits per scalar code
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FAISS_DECLARE_GETTER(ScalarQuantizer, size_t, bits)
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/// size of the input vectors
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FAISS_DECLARE_GETTER(ScalarQuantizer, size_t, d)
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/// bytes per encoded vector
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FAISS_DECLARE_GETTER(ScalarQuantizer, size_t, code_size)
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/// range estimation strategy (uniform encoder)
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FAISS_DECLARE_GETTER_SETTER(ScalarQuantizer, FaissRangeStat, rangestat)
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/// argument to the range estimation strategy (rs)
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FAISS_DECLARE_GETTER_SETTER(ScalarQuantizer, float, rangestat_arg)
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/// Number of trained values
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size_t faiss_ScalarQuantizer_trained_size(const FaissScalarQuantizer* sq);
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/** Copy the trained values into out, which must hold at least
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* faiss_ScalarQuantizer_trained_size() floats.
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*/
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void faiss_ScalarQuantizer_trained(const FaissScalarQuantizer* sq, float* out);
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#ifdef __cplusplus
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}
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#endif
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