matrix.h File Reference

Matrix and linear algebra functions. More...

`#include <sphinxbase/sphinxbase_export.h>`
`#include <sphinxbase/prim_type.h>`

Go to the source code of this file.

## Functions

SPHINXBASE_EXPORT void | norm_3d (float32 ***arr, uint32 d1, uint32 d2, uint32 d3)
| Norm an array. More...
SPHINXBASE_EXPORT void | accum_3d (float32 ***out, float32 ***in, uint32 d1, uint32 d2, uint32 d3)
| Floor 3-d array. More...
SPHINXBASE_EXPORT void | band_nz_1d (float32 *v, uint32 d1, float32 band)
| Ensures that non-zero values x such that -band < x < band, band > 0 are set to -band if x < 0 and band if x > 0. More...
SPHINXBASE_EXPORT void | floor_nz_3d (float32 ***m, uint32 d1, uint32 d2, uint32 d3, float32 floor)
| Floor 3-d array. More...
SPHINXBASE_EXPORT void | floor_nz_1d (float32 *v, uint32 d1, float32 floor)
| Floor 1-d array. More...
SPHINXBASE_EXPORT float64 | determinant (float32 **a, int32 len)
| Calculate the determinant of a positive definite matrix. More...
SPHINXBASE_EXPORT int32 | invert (float32 **out_ainv, float32 **a, int32 len)
| Invert (if possible) a positive definite matrix. More...
SPHINXBASE_EXPORT int32 | solve (float32 **a, float32 *b, float32 *out_x, int32 n)
| Solve (if possible) a positive-definite system of linear equations AX=B for X. More...
SPHINXBASE_EXPORT void | outerproduct (float32 **out_a, float32 *x, float32 *y, int32 len)
| Calculate the outer product of two vectors. More...
SPHINXBASE_EXPORT void | matrixmultiply (float32 **out_c, float32 **a, float32 **b, int32 n)
| Multiply C=AB where A and B are symmetric matrices. More...
SPHINXBASE_EXPORT void | scalarmultiply (float32 **inout_a, float32 x, int32 n)
| Multiply a symmetric matrix by a constant in-place. More...
SPHINXBASE_EXPORT void | matrixadd (float32 **inout_a, float32 **b, int32 n)
| Add A += B. More...

## Detailed Description

Matrix and linear algebra functions.

This file contains some basic matrix and linear algebra operations. In general these operate on positive definite matrices ONLY, because all matrices we're likely to encounter are either covariance matrices or are derived from them, and therefore a non-positive-definite matrix indicates some kind of pathological condition.

Definition in file matrix.h.

## Function Documentation

SPHINXBASE_EXPORT void accum_3d | ( | float32 *** | out,
|  | float32 *** | in,
|  | uint32 | d1,
|  | uint32 | d2,
|  | uint32 | d3
| ) |  |

Floor 3-d array.

Parameters

  out | output array in input array
  d1 | dimension
  d2 | dimension
  d3 | dimension

Definition at line 78 of file matrix.c.

SPHINXBASE_EXPORT void band_nz_1d | ( | float32 * | v,
|  | uint32 | d1,
|  | float32 | band
| ) |  |

Ensures that non-zero values x such that -band < x < band, band > 0 are set to -band if x < 0 and band if x > 0.

Parameters

  v | array
  d1 | array size
  band | band value

Definition at line 127 of file matrix.c.

SPHINXBASE_EXPORT float64 determinant | ( | float32 ** | a,
|  | int32 | len
| ) |  |

Calculate the determinant of a positive definite matrix.

Parameters

  a | The input matrix, must be positive definite.
  len | The dimension of the input matrix.

Returns
  The determinant of the input matrix, or -1.0 if the matrix is not positive definite.

Note
  These can be vanishingly small hence the float64 return type. Also note that only the upper triangular portion of a is considered, therefore the check for positive-definiteness is not reliable.

Definition at line 147 of file matrix.c.

References E_FATAL.

SPHINXBASE_EXPORT void floor_nz_1d | ( | float32 * | v,
|  | uint32 | d1,
|  | float32 | floor
| ) |  |

Floor 1-d array.

Parameters

  m | array
  d1 | dimension
  floor | floor value

Definition at line 114 of file matrix.c.

SPHINXBASE_EXPORT void floor_nz_3d | ( | float32 *** | m,
|  | uint32 | d1,
|  | uint32 | d2,
|  | uint32 | d3,
|  | float32 | floor
| ) |  |

Floor 3-d array.

Parameters

  m | array
  d1 | dimension
  d2 | dimension
  d3 | dimension
  floor | floor value

Definition at line 96 of file matrix.c.

SPHINXBASE_EXPORT int32 invert | ( | float32 ** | out_ainv,
|  | float32 ** | a,
|  | int32 | len
| ) |  |

Invert (if possible) a positive definite matrix.

Parameters

  out_ainv | The inverse of a will be stored here.
  a | The input matrix, must be positive definite.
  len | The dimension of the input matrix.

Returns
  0 for success or -1 for a non-positive-definite matrix.

Note
  Only the upper triangular portion of a is considered, therefore the check for positive-definiteness is not reliable.

Definition at line 153 of file matrix.c.

References E_FATAL.

SPHINXBASE_EXPORT void matrixadd | ( | float32 ** | inout_a,
|  | float32 ** | b,
|  | int32 | n
| ) |  |

Add A += B.

Parameters

  inout_a | The A matrix to add.
  b | The B matrix to add to A.
  n | dimension of a and b.

Definition at line 306 of file matrix.c.

SPHINXBASE_EXPORT void matrixmultiply | ( | float32 ** | out_c,
|  | float32 ** | a,
|  | float32 ** | b,
|  | int32 | n
| ) |  |

Multiply C=AB where A and B are symmetric matrices.

Parameters

  out_c | The output matrix C.
  a | The input matrix A.
  b | The input matrix B.
  n | Dimensionality of A and B.

Definition at line 166 of file matrix.c.

SPHINXBASE_EXPORT void norm_3d | ( | float32 *** | arr,
|  | uint32 | d1,
|  | uint32 | d2,
|  | uint32 | d3
| ) |  |

Norm an array.

Parameters

  arr | array
  d1 | dimension
  d2 | dimension
  d3 | dimension

Definition at line 50 of file matrix.c.

SPHINXBASE_EXPORT void outerproduct | ( | float32 ** | out_a,
|  | float32 * | x,
|  | float32 * | y,
|  | int32 | len
| ) |  |

Calculate the outer product of two vectors.

Parameters

  out_a | A (pre-allocated) len x len array. The outer product will be stored here.
  x | A vector of length len.
  y | A vector of length len.
  len | The length of the input vectors.

Definition at line 278 of file matrix.c.

SPHINXBASE_EXPORT void scalarmultiply | ( | float32 ** | inout_a,
|  | float32 | x,
|  | int32 | n
| ) |  |

Multiply a symmetric matrix by a constant in-place.

Parameters

  inout_a | The matrix to multiply.
  x | The constant to multiply it by.
  n | dimension of a.

Definition at line 292 of file matrix.c.

SPHINXBASE_EXPORT int32 solve | ( | float32 ** | a,
|  | float32 * | b,
|  | float32 * | out_x,
|  | int32 | n
| ) |  |

Solve (if possible) a positive-definite system of linear equations AX=B for X.

Parameters

  a | The A matrix on the left-hand side of the equation, must be positive-definite.
  b | The B vector on the right-hand side of the equation.
  out_x | The X vector will be stored here.
  n | The dimension of the A matrix (n by n) and the B and X vectors.

Returns
  0 for success or -1 for a non-positive-definite matrix.

Note
  Only the upper triangular portion of a is considered, therefore the check for positive-definiteness is not reliable.

Definition at line 159 of file matrix.c.

References E_FATAL.