#include <VectorTransform.h>
Public Member Functions | |
LinearTransform (int d_in=0, int d_out=0, bool have_bias=false) | |
both d_in > d_out and d_out < d_in are supported | |
virtual void | apply_noalloc (idx_t n, const float *x, float *xt) const |
same as apply, but result is pre-allocated | |
void | transform_transpose (idx_t n, const float *y, float *x) const |
const float * | maybe_subsample_train_set (Index::idx_t *n, const float *x) |
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VectorTransform (int d_in=0, int d_out=0) | |
! output dimension | |
virtual void | train (idx_t n, const float *x) |
float * | apply (idx_t n, const float *x) const |
virtual void | reverse_transform (idx_t n, const float *xt, float *x) const |
Public Attributes | |
bool | have_bias |
std::vector< float > | A |
! whether to use the bias term More... | |
std::vector< float > | b |
bias vector, size d_out | |
size_t | max_points_per_d |
bool | verbose |
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int | d_in |
int | d_out |
! input dimension | |
bool | is_trained |
Additional Inherited Members | |
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typedef Index::idx_t | idx_t |
Generic linear transformation, with bias term applied on output y = A * x + b
Definition at line 78 of file VectorTransform.h.
void LinearTransform::transform_transpose | ( | idx_t | n, |
const float * | y, | ||
float * | x | ||
) | const |
compute x = A^T * (x - b) is reverse transform if A has orthonormal lines
Definition at line 130 of file VectorTransform.cpp.
std::vector<float> faiss::LinearTransform::A |
! whether to use the bias term
Transformation matrix, size d_out * d_in
Definition at line 84 of file VectorTransform.h.