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39 changes: 39 additions & 0 deletions faiss/IndexIVFRaBitQ.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -11,6 +11,7 @@

#include <cstddef>
#include <cstdint>
#include <limits>
#include <memory>
#include <vector>

Expand Down Expand Up @@ -321,6 +322,44 @@ void IndexIVFRaBitQ::sa_decode(idx_t n, const uint8_t* codes, float* x) const {
}
}

void IndexIVFRaBitQ::compute_distance_to_codes_for_list(
const idx_t list_no,
const float* x,
idx_t n,
const uint8_t* codes,
float* dists,
float* /*dist_table*/) const {
FAISS_THROW_IF_NOT(n >= 0);
FAISS_THROW_IF_NOT(list_no >= 0 && (size_t)list_no < nlist);
FAISS_THROW_IF_NOT(x != nullptr);
FAISS_THROW_IF_NOT(codes != nullptr);
FAISS_THROW_IF_NOT(dists != nullptr);
FAISS_THROW_IF_NOT(code_size > 0);
if (n == 0) {
return;
}
FAISS_THROW_IF_NOT(
(size_t)n <= (std::numeric_limits<size_t>::max)() / code_size);

// RaBitQ uses per-vector correction factors stored in the codes, so we
// must use the RaBitQuantizer distance computer.
std::vector<float> centroid(d);
quantizer->reconstruct(list_no, centroid.data());

// Note: "centered" query quantization is a per-search parameter in Faiss.
// compute_distance_to_codes_for_list does not take IVFSearchParameters, so
// we use centered=false here (consistent with get_distance_computer()). In
// future, we can look into setting centered and qb per call if needed.
std::unique_ptr<FlatCodesDistanceComputer> dc(
rabitq.get_distance_computer(qb, centroid.data(), /*centered=*/false));
dc->set_query(x);

const uint8_t* code = codes;
for (idx_t i = 0; i < n; i++, code += code_size) {
dists[i] = dc->distance_to_code(code);
}
}

struct IVFRaBitDistanceComputer : DistanceComputer {
const float* q = nullptr;
const IndexIVFRaBitQ* parent = nullptr;
Expand Down
8 changes: 8 additions & 0 deletions faiss/IndexIVFRaBitQ.h
Original file line number Diff line number Diff line change
Expand Up @@ -72,6 +72,14 @@ struct IndexIVFRaBitQ : IndexIVF {

void sa_decode(idx_t n, const uint8_t* bytes, float* x) const override;

void compute_distance_to_codes_for_list(
const idx_t list_no,
const float* x,
idx_t n,
const uint8_t* codes,
float* dists,
float* dist_table) const override;

// unfortunately
DistanceComputer* get_distance_computer() const override;
};
Expand Down