LatticeTiling.c

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//
// Copyright (C) 2007, 2008, 2012, 2014, 2015, 2016, 2017 Karl Wette
//
// This program is free software; you can redistribute it and/or modify
// it under the terms of the GNU General Public License as published by
// the Free Software Foundation; either version 2 of the License, or
// (at your option) any later version.
//
// This program is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
// GNU General Public License for more details.
//
// You should have received a copy of the GNU General Public License
// along with with program; see the file COPYING. If not, write to the
// Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston,
// MA 02110-1301 USA
//
 
#include <config.h>
#include <fenv.h>
 
#include <gsl/gsl_math.h>
#include <gsl/gsl_blas.h>
#include <gsl/gsl_linalg.h>
 
#include <lal/LatticeTiling.h>
#include <lal/LALStdio.h>
#include <lal/LogPrintf.h>
#include <lal/LALHashFunc.h>
#include <lal/MetricUtils.h>
#include <lal/GSLHelpers.h>
 
#ifdef __GNUC__
#define UNUSED __attribute__ ((unused))
#else
#define UNUSED
#endif
 
// Maximum length of arbitrary data
#define LT_DATA_MAX_SIZE 65536
 
// Number of cached values which can be stored per dimension
#define LT_CACHE_MAX_SIZE 6
 
// Determine if parameter-space bound has strict padding
#define STRICT_BOUND_PADDING( b ) \
  ( ( (b)->lower_bbox_pad == 0 ) && ( (b)->upper_bbox_pad == 0 ) && ( (b)->lower_intp_pad == 0 ) && ( (b)->upper_intp_pad == 0 ) )
 
///
/// Lattice tiling parameter-space bound for one dimension.
///
typedef struct tagLT_Bound {
  char name[32];                        ///< Name of the parameter-space dimension
  bool name_set;                        ///< True if the name of the parameter-space dimension has been set
  bool is_tiled;                        ///< True if the dimension is tiled, false if it is a single point
  LatticeTilingBound func;              ///< Parameter space bound function
  size_t data_len;                      ///< Length of arbitrary data describing parameter-space bounds
  char data_lower[LT_DATA_MAX_SIZE];    ///< Arbitrary data describing lower parameter-space bound
  char data_upper[LT_DATA_MAX_SIZE];    ///< Arbitrary data describing upper parameter-space bound
  LatticeTilingBoundCache cache_func;   ///< Parameter space bound cache function
  double lower_bbox_pad;                ///< Lower padding as multiple of metric ellipse bounding box
  double upper_bbox_pad;                ///< Upper padding as multiple of metric ellipse bounding box
  UINT4 lower_intp_pad;                 ///< Lower padding as integer number of points
  UINT4 upper_intp_pad;                 ///< Upper padding as integer number of points
  bool find_bound_extrema;              ///< Whether to find the extrema of the parameter-space bounds
} LT_Bound;
 
///
/// Lattice tiling callback function and associated data
///
typedef struct tagLT_Callback {
  LatticeTilingCallback func;           ///< Callback function
  size_t param_len;                     ///< Length of arbitrary input data for use by callback function
  char param[LT_DATA_MAX_SIZE];         ///< Arbitrary input data for use by callback function
  char out[LT_DATA_MAX_SIZE];           ///< Output data to be filled by callback function
} LT_Callback;
 
///
/// FITS record for for saving and restoring a lattice tiling iterator.
///
typedef struct tagLT_FITSRecord {
  INT4 checksum;                        ///< Checksum of various data describing parameter-space bounds
  REAL8 phys_point;                     ///< Current lattice point in physical coordinates
  INT4 int_point;                       ///< Current lattice point in generating integers
  INT4 int_lower;                       ///< Current lower parameter-space bound in generating integers
  INT4 int_upper;                       ///< Current upper parameter-space bound in generating integers
  INT4 direction;                       ///< Direction of iteration in each tiled parameter-space dimension
} LT_FITSRecord;
 
///
/// Lattice tiling index trie for one dimension.
///
typedef struct tagLT_IndexTrie LT_IndexTrie;
struct tagLT_IndexTrie {
  INT4 int_lower;                       ///< Lower integer point bound in this dimension
  INT4 int_upper;                       ///< Upper integer point bound in this dimension
  UINT8 index;                          ///< Sequential lattice tiling index up to this dimension
  LT_IndexTrie *next;                   ///< Pointer to array of index tries for the next-highest dimension
};
 
struct tagLatticeTiling {
  size_t ndim;                          ///< Number of parameter-space dimensions
  LT_Bound *bounds;                     ///< Array of parameter-space bound info for each dimension
  size_t tiled_ndim;                    ///< Number of tiled parameter-space dimensions
  size_t *tiled_idx;                    ///< Index to tiled parameter-space dimensions
  TilingLattice lattice;                ///< Type of lattice to generate tiling with
  gsl_vector *phys_bbox;                ///< Metric ellipse bounding box
  gsl_vector *phys_origin;              ///< Parameter-space origin in physical coordinates
  gsl_vector *phys_origin_shift_frac;   ///< Fraction of step size to shift physical parameter-space origin
  gsl_matrix *int_from_phys;            ///< Transform to generating integers from physical coordinates
  gsl_matrix *phys_from_int;            ///< Transform to physical coordinates from generating integers
  gsl_matrix *tiled_generator;          ///< Lattice generator matrix in tiled dimensions
  size_t ncallback;                     ///< Number of registered callbacks
  LT_Callback **callbacks;              ///< Registered callbacks
  size_t *ncallback_done;               ///< Pointer to number of successfully performed callbacks (mutable)
  const LatticeTilingStats *stats;      ///< Lattice tiling statistics computed by default callback
};
 
struct tagLatticeTilingIterator {
  const LatticeTiling *tiling;          ///< Lattice tiling
  size_t itr_ndim;                      ///< Number of parameter-space dimensions to iterate over
  size_t tiled_itr_ndim;                ///< Number of tiled parameter-space dimensions to iterate over
  bool alternating;                     ///< If true, alternate iterator direction after every crossing
  UINT4 state;                          ///< Iterator state: 0=initialised, 1=in progress, 2=finished
  gsl_vector *phys_point;               ///< Current lattice point in physical coordinates
  gsl_matrix *phys_point_cache;         ///< Cached values for computing physical bounds on current point
  gsl_vector *phys_sampl;               ///< Copy of physical point for sampling bounds with LT_FindBoundExtrema()
  gsl_matrix *phys_sampl_cache;         ///< Cached values for sampling bounds with LT_FindBoundExtrema()
  INT4 *int_point;                      ///< Current lattice point in generating integers
  INT4 *int_lower;                      ///< Current lower parameter-space bound in generating integers
  INT4 *int_upper;                      ///< Current upper parameter-space bound in generating integers
  INT4 *direction;                      ///< Direction of iteration in each tiled parameter-space dimension
  UINT8 index;                          ///< Index of current lattice tiling point
};
 
struct tagLatticeTilingLocator {
  const LatticeTiling *tiling;          ///< Lattice tiling
  size_t ndim;                          ///< Number of parameter-space dimensions
  size_t tiled_ndim;                    ///< Number of tiled parameter-space dimensions
  LT_IndexTrie *index_trie;             ///< Trie for locating unique index of nearest point
};
 
const UserChoices TilingLatticeChoices = {
  { TILING_LATTICE_CUBIC,               "Zn" },
  { TILING_LATTICE_CUBIC,               "cubic" },
  { TILING_LATTICE_ANSTAR,              "Ans" },
  { TILING_LATTICE_ANSTAR,              "An-star" },
  { TILING_LATTICE_ANSTAR,              "optimal" },
};
 
int LatticeTilingProgressLogLevel = LOG_DEBUG;
 
///
/// Zero out the strictly upper triangular part of the matrix \c A.
///
static void LT_ZeroStrictUpperTriangle( gsl_matrix *A )
{
  for ( size_t i = 0; i < A->size1; ++i ) {
    for ( size_t j = i + 1; j < A->size2; ++j ) {
      gsl_matrix_set( A, i, j, 0.0 );
    }
  }
}
 
///
/// Reverse the order of both the rows and columns of the matrix \c A.
///
static void LT_ReverseOrderRowsCols( gsl_matrix *A )
{
  for ( size_t i = 0; i < A->size1 / 2; ++i ) {
    gsl_matrix_swap_rows( A, i, A->size1 - i - 1 );
  }
  for ( size_t j = 0; j < A->size2 / 2; ++j ) {
    gsl_matrix_swap_columns( A, j, A->size2 - j - 1 );
  }
}
 
///
/// Call the parameter-space bound function of a given dimension.
///
static inline void LT_CallBoundFunc(
  const LatticeTiling *tiling,          ///< [in] Lattice tiling
  const size_t dim,                     ///< [in] Dimension on which bound applies
  const gsl_matrix *phys_point_cache,   ///< [in] Cached values for computing physical point bounds
  const gsl_vector *phys_point,         ///< [in] Physical point at which to find bounds
  double *phys_lower,                   ///< [out] Lower parameter-space bound
  double *phys_upper                    ///< [out] Upper parameter-space bound
)
{
 
  // Get bound information for this dimension
  const LT_Bound *bound = &tiling->bounds[dim];
 
  // Get view of first 'dim' rows of cache
  gsl_matrix_const_view phys_point_cache_subm_view = gsl_matrix_const_submatrix( phys_point_cache, 0, 0, GSL_MAX( 1, dim ), phys_point_cache->size2 );
  const gsl_matrix *phys_point_cache_subm = ( dim == 0 ) ? NULL : &phys_point_cache_subm_view.matrix;
 
  // Get view of first 'dim' dimensions of physical point
  gsl_vector_const_view phys_point_subv_view = gsl_vector_const_subvector( phys_point, 0, GSL_MAX( 1, dim ) );
  const gsl_vector *phys_point_subv = ( dim == 0 ) ? NULL : &phys_point_subv_view.vector;
 
  // Get lower parameter-space bound
  *phys_lower = ( bound->func )( ( const void * ) bound->data_lower, dim, phys_point_cache_subm, phys_point_subv );
 
  if ( bound->is_tiled ) {
 
    // Get upper parameter-space bound
    *phys_upper = ( bound->func )( ( const void * ) bound->data_upper, dim, phys_point_cache_subm, phys_point_subv );
 
    // Do not allow upper parameter-space bound to be less than lower parameter-space bound
    if ( *phys_upper < *phys_lower ) {
      *phys_upper = *phys_lower;
    }
 
  } else if ( phys_upper != NULL ) {
 
    // Set upper bound to lower bound
    *phys_upper = *phys_lower;
 
  }
 
}
 
///
/// Set value of physical point in a given dimension, and update cache
///
static inline void LT_SetPhysPoint(
  const LatticeTiling *tiling,          ///< [in] Lattice tiling
  gsl_matrix *phys_point_cache,         ///< [out] Cached values for computing physical point bounds
  gsl_vector *phys_point,               ///< [out] Physical point
  const size_t dim,                     ///< [in] Dimension on which to set point
  const double phys_point_dim           ///< [in] Value of physical point in this dimension
)
{
 
  // Get bound information for this dimension
  const LT_Bound *bound = &tiling->bounds[dim];
 
  // Set physical point
  gsl_vector_set( phys_point, dim, phys_point_dim );
 
  if ( bound->cache_func != NULL ) {
 
    // Get view of 'dim'th row of cache
    gsl_vector_view phys_point_cache_subv_view = gsl_matrix_row( phys_point_cache, dim );
    gsl_vector *phys_point_cache_subv = &phys_point_cache_subv_view.vector;
 
    // Get view of first 'dim+1' dimensions of physical point
    gsl_vector_const_view phys_point_subv_view = gsl_vector_const_subvector( phys_point, 0, dim + 1 );
    const gsl_vector *phys_point_subv = &phys_point_subv_view.vector;
 
    // Update cache values required by bound functions
    ( bound->cache_func )( dim, phys_point_subv, phys_point_cache_subv );
 
  }
 
}
 
///
/// Find the extrema of the parameter-space bounds, by sampling the bounds around the current point.
///
static void LT_FindBoundExtrema(
  const LatticeTiling *tiling,          ///< [in] Lattice tiling
  const size_t i,                       ///< [in] Current dimension in LT_FindBoundExtrema() iteration
  const size_t dim,                     ///< [in] Dimension on which bound applies
  gsl_matrix *phys_point_cache,         ///< [in] Cached values for computing physical point bounds
  gsl_vector *phys_point,               ///< [in] Physical point at which to find bounds
  double *phys_lower_minimum,           ///< [out] Minimum lower parameter-space bound
  double *phys_upper_maximum            ///< [out] Maximum upper parameter-space bound
)
{
 
  // Get bound information for this dimension
  const LT_Bound *bound = &tiling->bounds[i];
 
  // If 'i' equals target dimension 'dim', get parameter-space bounds in this dimension
  if ( i == dim ) {
    LT_CallBoundFunc( tiling, dim, phys_point_cache, phys_point, phys_lower_minimum, phys_upper_maximum );
    return;
  }
 
  // Move to higher dimensions if this dimension is not tiled
  const double phys_point_i = gsl_vector_get( phys_point, i );
  if ( !bound->is_tiled ) {
    LT_SetPhysPoint( tiling, phys_point_cache, phys_point, i, phys_point_i );
    LT_FindBoundExtrema( tiling, i + 1, dim, phys_point_cache, phys_point, phys_lower_minimum, phys_upper_maximum );
    return;
  }
 
  // Sample parameter-space bounds at +/0/- half the lattice tiling step size
  const double phys_hstep_i = 0.5 * gsl_matrix_get( tiling->phys_from_int, i, i );
  const double phys_point_sample_i[] = {
    phys_point_i - phys_hstep_i,
    phys_point_i + phys_hstep_i,
    phys_point_i   // Must be last to reset physical point to original value
  };
  for ( size_t j = 0; j < XLAL_NUM_ELEM( phys_point_sample_i ); ++j ) {
    LT_SetPhysPoint( tiling, phys_point_cache, phys_point, i, phys_point_sample_i[j] );
    double phys_lower = *phys_lower_minimum;
    double phys_upper = *phys_upper_maximum;
    LT_FindBoundExtrema( tiling, i + 1, dim, phys_point_cache, phys_point, &phys_lower, &phys_upper );
    *phys_lower_minimum = GSL_MIN( *phys_lower_minimum, phys_lower );
    *phys_upper_maximum = GSL_MAX( *phys_upper_maximum, phys_upper );
  }
 
}
 
///
/// Callback function for computing lattice tiling statistics
///
static int LT_StatsCallback(
  const bool first_call,
  const LatticeTiling *tiling,
  const LatticeTilingIterator *itr,
  const gsl_vector *point,
  const size_t changed_i,
  const void *param UNUSED,
  void *out
)
{
 
  LatticeTilingStats *stats = ( LatticeTilingStats * ) out;
 
  const size_t n = tiling->ndim;
 
  // Initialise statistics
  if ( first_call ) {
    for ( size_t i = 0; i < n; ++i ) {
      INT4 left = 0, right = 0;
      XLAL_CHECK( XLALCurrentLatticeTilingBlock( itr, i, &left, &right ) == XLAL_SUCCESS, XLAL_EFUNC );
      const UINT4 num_points = right - left + 1;
      stats[i].name = XLALLatticeTilingBoundName( tiling, i );
      stats[i].total_points = 0;
      stats[i].min_points = num_points;
      stats[i].max_points = num_points;
      stats[i].min_value = gsl_vector_get( point, i );
      stats[i].max_value = gsl_vector_get( point, i );
    }
  }
 
  // Update statistics
  for ( size_t i = changed_i; i < n; ++i ) {
    INT4 left = 0, right = 0;
    XLAL_CHECK( XLALCurrentLatticeTilingBlock( itr, i, &left, &right ) == XLAL_SUCCESS, XLAL_EFUNC );
    const UINT4 num_points = right - left + 1;
    if ( i + 1 == n ) {
      stats[i].total_points += num_points;
    } else if ( i >= changed_i ) {
      stats[i].total_points += 1;
    }
    stats[i].min_points = GSL_MIN( stats[i].min_points, num_points );
    stats[i].max_points = GSL_MAX( stats[i].max_points, num_points );
    const double step = XLALLatticeTilingStepSize( tiling, i );
    stats[i].min_value = GSL_MIN( stats[i].min_value, gsl_vector_get( point, i ) + left * step );
    stats[i].max_value = GSL_MAX( stats[i].max_value, gsl_vector_get( point, i ) + right * step );
  }
 
  return XLAL_SUCCESS;
 
}
 
///
/// Initialise FITS table for saving and restoring a lattice tiling iterator
///
static int LT_InitFITSRecordTable( FITSFile *file )
{
  XLAL_FITS_TABLE_COLUMN_BEGIN( LT_FITSRecord );
  XLAL_CHECK( XLAL_FITS_TABLE_COLUMN_ADD( file, INT4, checksum ) == XLAL_SUCCESS, XLAL_EFUNC );
  XLAL_CHECK( XLAL_FITS_TABLE_COLUMN_ADD( file, REAL8, phys_point ) == XLAL_SUCCESS, XLAL_EFUNC );
  XLAL_CHECK( XLAL_FITS_TABLE_COLUMN_ADD( file, INT4, int_point ) == XLAL_SUCCESS, XLAL_EFUNC );
  XLAL_CHECK( XLAL_FITS_TABLE_COLUMN_ADD( file, INT4, int_lower ) == XLAL_SUCCESS, XLAL_EFUNC );
  XLAL_CHECK( XLAL_FITS_TABLE_COLUMN_ADD( file, INT4, int_upper ) == XLAL_SUCCESS, XLAL_EFUNC );
  XLAL_CHECK( XLAL_FITS_TABLE_COLUMN_ADD( file, INT4, direction ) == XLAL_SUCCESS, XLAL_EFUNC );
  return XLAL_SUCCESS;
}
 
///
/// Free memory pointed to by an index trie. The trie itself should be freed by the caller.
///
static void LT_FreeIndexTrie(
  LT_IndexTrie *trie                    ///< [in] Pointer to array of index tries
)
{
  LT_IndexTrie *next = trie->next;
  if ( next != NULL ) {
    for ( INT4 i = trie->int_lower; i <= trie->int_upper; ++i ) {
      LT_FreeIndexTrie( next++ );
    }
    XLALFree( trie->next );
  }
}
 
///
/// Find the nearest point within the parameter-space bounds of the lattice tiling, by polling
/// the neighbours of an 'original' nearest point found by LT_FindNearestPoints().
///
static void LT_PollIndexTrie(
  const LatticeTiling *tiling,          ///< [in] Lattice tiling
  const LT_IndexTrie *trie,             ///< [in] Lattice tiling index trie
  const size_t ti,                      ///< [in] Current depth of the trie
  const gsl_vector *point_int,          ///< [in] Original point in generating integers
  INT4 *poll_nearest,                   ///< [in] Neighbouring point currently being polled
  double *poll_min_distance,            ///< [in] Minimum distance to neighbouring point found so far
  INT4 *nearest                         ///< [in] New nearest point found by polling
)
{
 
  const size_t n = tiling->ndim;
  const size_t tn = tiling->tiled_ndim;
 
  // Get integer lower and upper bounds
  const INT4 int_lower = trie->int_lower;
  const INT4 int_upper = trie->int_upper;
 
  // Poll points within 1 of original nearest point, but within bounds
  const size_t i = tiling->tiled_idx[ti];
  const double point_int_i = gsl_vector_get( point_int, i );
  const INT4 poll_lower = GSL_MAX( int_lower, GSL_MIN( floor( point_int_i ) - 1, int_upper ) );
  const INT4 poll_upper = GSL_MAX( int_lower, GSL_MIN( ceil( point_int_i ) + 1, int_upper ) );
 
  for ( poll_nearest[i] = poll_lower; poll_nearest[i] <= poll_upper; ++poll_nearest[i] ) {
 
    // Continue polling in higher dimensions
    if ( ti + 1 < tn ) {
      const LT_IndexTrie *next = &trie->next[poll_nearest[i] - trie->int_lower];
      LT_PollIndexTrie( tiling, next, ti + 1, point_int, poll_nearest, poll_min_distance, nearest );
      continue;
    }
 
    // Compute distance between original and poll point with respect to lattice generator
    double poll_distance = 0;
    for ( size_t tj = 0; tj < tn; ++tj ) {
      const size_t j = tiling->tiled_idx[tj];
      const double diff_j = gsl_vector_get( point_int, j ) - poll_nearest[j];
      for ( size_t tk = 0; tk < tn; ++tk ) {
        const size_t k = tiling->tiled_idx[tk];
        const double diff_k = gsl_vector_get( point_int, k ) - poll_nearest[k];
        const double generator_j_k = gsl_matrix_get( tiling->tiled_generator, tj, tk );
        poll_distance += generator_j_k * diff_j * diff_k;
      }
    }
 
    // If distance is smaller than minimum distance, record current poll point as nearest
    if ( poll_distance < *poll_min_distance ) {
      *poll_min_distance = poll_distance;
      memcpy( nearest, poll_nearest, n * sizeof( nearest[0] ) );
    }
 
  }
 
}
 
///
/// Print one level of a lattice tiling index trie.
///
static void LT_PrintIndexTrie(
  const LatticeTiling *tiling,          ///< [in] Lattice tiling
  const LT_IndexTrie *trie,             ///< [in] Lattice tiling index trie
  const size_t ti,                      ///< [in] Current depth of the trie
  FILE *file,                           ///< [in] File pointer to print trie to
  INT4 int_lower[]                      ///< [in] Current integer lower bound
)
{
 
  const size_t tn = tiling->tiled_ndim;
 
  // Print indentation
  for ( size_t s = 0; s <= ti; ++s ) {
    fprintf( file, "   " );
  }
 
  // Return if 'trie' is NULL (which should never happen)
  if ( trie == NULL ) {
    fprintf( file, "ERROR: 'trie' is NULL\n" );
    return;
  }
 
  // Set 'i'th integer lower bound to 'trie' lower bound, then
  // transform to physical coordinates from generating integers
  int_lower[ti] = trie->int_lower;
  const size_t i = tiling->tiled_idx[ti];
  double phys_lower = gsl_vector_get( tiling->phys_origin, i );
  for ( size_t tj = 0; tj < tn; ++tj ) {
    const size_t j = tiling->tiled_idx[tj];
    const double phys_from_int_i_j = gsl_matrix_get( tiling->phys_from_int, i, j );
    phys_lower += phys_from_int_i_j * int_lower[tj];
  }
 
  // Calculate physical upper bound from physical lower_bound
  const double phys_from_int_i_i = gsl_matrix_get( tiling->phys_from_int, i, i );
  double phys_upper = phys_lower + phys_from_int_i_i * ( trie->int_upper - trie->int_lower );
 
  // Print information on the current trie trie dimension
  fprintf( file, "dim: #%zu/%zu   int: [%+5" LAL_INT4_FORMAT ",%+5" LAL_INT4_FORMAT "]   phys: [%+10g,%+10g]   index:%" LAL_UINT8_FORMAT "\n",
           ti + 1, tn, trie->int_lower, trie->int_upper, phys_lower, phys_upper, trie->index );
 
  // If this is not the highest dimension, loop over this dimension
  LT_IndexTrie *next = trie->next;
  if ( next != NULL ) {
    for ( int32_t point = trie->int_lower; point <= trie->int_upper; ++point, ++next ) {
 
      // Set 'i'th integer lower bound to this point
      int_lower[ti] = point;
 
      // Print higher dimensions
      LT_PrintIndexTrie( tiling, next, ti + 1, file, int_lower );
 
    }
  }
 
}
 
///
/// Locate the nearest points in a lattice tiling to a given set of points. Return the nearest
/// points in 'nearest_points', and optionally: unique sequential indexes to the nearest points in
/// 'nearest_indexes', and indexes of the left/right-most points in the blocks of the nearest points
/// relative to the nearest points in 'nearest_left' and 'nearest_right' respectively.
///
static int LT_FindNearestPoints(
  const LatticeTilingLocator *loc,      ///< [in] Lattice tiling locator
  const gsl_matrix *points,             ///< [in] Columns are set of points for which to find nearest points
  gsl_matrix *nearest_points,           ///< [out] Columns are the corresponding nearest points
  UINT8VectorSequence *nearest_indexes, ///< [out] Vectors are unique sequential indexes of the nearest points
  INT4VectorSequence *nearest_lefts,    ///< [out] Vectors are indexes of left-most points of blocks relative to nearest points
  INT4VectorSequence *nearest_rights    ///< [out] Vectors are indexes of right-most points of blocks relative to nearest points
)
{
 
  // Check input
  XLAL_CHECK( loc != NULL, XLAL_EFAULT );
  XLAL_CHECK( points != NULL, XLAL_EFAULT );
  XLAL_CHECK( points->size1 == loc->ndim, XLAL_EINVAL );
  XLAL_CHECK( nearest_points != NULL, XLAL_EFAULT );
  XLAL_CHECK( nearest_points->size1 == loc->ndim, XLAL_EINVAL );
  XLAL_CHECK( nearest_points->size2 == points->size2, XLAL_EINVAL );
 
  const size_t n = loc->ndim;
  const size_t tn = loc->tiled_ndim;
  const size_t num_points = points->size2;
 
  // Copy 'points' to 'nearest_points'
  gsl_matrix_memcpy( nearest_points, points );
 
  // Transform 'nearest_points' from physical coordinates to generating integers
  for ( size_t i = 0; i < n; ++i ) {
    const double phys_origin = gsl_vector_get( loc->tiling->phys_origin, i );
    gsl_vector_view nearest_points_row = gsl_matrix_row( nearest_points, i );
    gsl_vector_add_constant( &nearest_points_row.vector, -phys_origin );
  }
  gsl_blas_dtrmm( CblasLeft, CblasLower, CblasNoTrans, CblasNonUnit, 1.0, loc->tiling->int_from_phys, nearest_points );
 
  // Find the nearest points in the lattice tiling to the points in 'nearest_points'
  for ( size_t j = 0; j < num_points; ++j ) {
 
    // If there are tiled dimensions:
    INT4 nearest[n];
    if ( tn > 0 ) {
 
      // Find the nearest point to 'nearest_points[:,j]', the tiled dimensions of which are generating integers
      switch ( loc->tiling->lattice ) {
 
      case TILING_LATTICE_CUBIC:    // Cubic ( \f$ Z_n \f$ ) lattice
 
      {
 
        // Round each dimension of 'nearest_points[:,j]' to nearest integer to find the nearest point in Zn
        feclearexcept( FE_ALL_EXCEPT );
        for ( size_t ti = 0; ti < tn; ++ti ) {
          const size_t i = loc->tiling->tiled_idx[ti];
          nearest[i] = lround( gsl_matrix_get( nearest_points, i, j ) );
        }
        if ( fetestexcept( FE_INVALID ) != 0 ) {
          XLALPrintError( "Rounding failed while finding nearest point #%zu:", j );
          for ( size_t ti = 0; ti < tn; ++ti ) {
            const size_t i = loc->tiling->tiled_idx[ti];
            XLALPrintError( " %0.2e", gsl_matrix_get( nearest_points, i, j ) );
          }
          XLALPrintError( "\n" );
          XLAL_ERROR( XLAL_EFAILED );
        }
 
      }
      break;
 
      case TILING_LATTICE_ANSTAR:   // An-star ( \f$ A_n^* \f$ ) lattice
 
      {
 
        // The nearest point algorithm used below embeds the An* lattice in tn+1 dimensions,
        // however 'nearest_points[:,j]' has only 'tn' tiled dimensional. The algorithm is only
        // sensitive to the differences between the 'ti'th and 'ti+1'th dimension, so we can
        // freely set one of the dimensions to a constant value. We choose to set the 0th
        // dimension to zero, i.e. the (tn+1)-dimensional lattice point is
        //   y = (0, tiled dimensions of 'nearest_points[:,j]').
        double y[tn + 1];
        y[0] = 0;
        for ( size_t ti = 0; ti < tn; ++ti ) {
          const size_t i = loc->tiling->tiled_idx[ti];
          y[ti + 1] = gsl_matrix_get( nearest_points, i, j );
        }
 
        // Find the nearest point in An* to the point 'y', using the O(tn) Algorithm 2 given in:
        //   McKilliam et.al., "A linear-time nearest point algorithm for the lattice An*"
        //   in "International Symposium on Information Theory and Its Applications", ISITA2008,
        //   Auckland, New Zealand, 7-10 Dec. 2008. DOI: 10.1109/ISITA.2008.4895596
        // Notes:
        //   * Since Algorithm 2 uses 1-based arrays, we have to translate, e.g.:
        //       z_t in paper <---> z[tn-1] in C code
        //   * Line 6 in Algorithm 2 as written in the paper is in error, see correction below.
        //   * We are only interested in 'k', the generating integers of the nearest point
        //     'x = Q * k', therefore line 26 in Algorithm 2 is not included.
        INT4 k[tn + 1];
        {
 
          // Lines 1--4, 20
          double z[tn + 1], alpha = 0, beta = 0;
          size_t bucket[tn + 1], link[tn + 1];
          feclearexcept( FE_ALL_EXCEPT );
          for ( size_t ti = 1; ti <= tn + 1; ++ti ) {
            k[ti - 1] = lround( y[ti - 1] ); // Line 20, moved here to avoid duplicate round
            z[ti - 1] = y[ti - 1] - k[ti - 1];
            alpha += z[ti - 1];
            beta += z[ti - 1] * z[ti - 1];
            bucket[ti - 1] = 0;
          }
          if ( fetestexcept( FE_INVALID ) != 0 ) {
            XLALPrintError( "Rounding failed while finding nearest point #%zu:", j );
            for ( size_t ti = 1; ti <= tn + 1; ++ti ) {
              XLALPrintError( " %0.2e", y[ti - 1] );
            }
            XLALPrintError( "\n" );
            XLAL_ERROR( XLAL_EFAILED );
          }
 
          // Lines 5--8
          // Notes:
          //   * Correction to line 6, as as written in McKilliam et.al.:
          //       ti = tn + 1 - (tn + 1)*floor(z_t + 0.5)
          //     should instead read
          //       ti = tn + 1 - floor((tn + 1)*(z_t + 0.5))
          //   * We also convert the floor() operation into an lround():
          //       ti = tn + 1 - lround((tn + 1)*(z_t + 0.5) - 0.5)
          //     to avoid a casting operation. Rewriting the line as:
          //       ti = lround((tn + 1)*(0.5 - z_t) + 0.5)
          //     appears to improve numerical robustness in some cases.
          //   * No floating-point exception checking needed for lround()
          //     here since its argument will be of order 'tn'.
          for ( size_t tt = 1; tt <= tn + 1; ++tt ) {
            const INT4 ti = lround( ( tn + 1 ) * ( 0.5 - z[tt - 1] ) + 0.5 );
            link[tt - 1] = bucket[ti - 1];
            bucket[ti - 1] = tt;
          }
 
          // Lines 9--10
          double D = beta - alpha * alpha / ( tn + 1 );
          size_t tm = 0;
 
          // Lines 11--19
          for ( size_t ti = 1; ti <= tn + 1; ++ti ) {
            size_t tt = bucket[ti - 1];
            while ( tt != 0 ) {
              alpha = alpha - 1;
              beta = beta - 2 * z[tt - 1] + 1;
              tt = link[tt - 1];
            }
            double d = beta - alpha * alpha / ( tn + 1 );
            if ( d < D ) {
              D = d;
              tm = ti;
            }
          }
 
          // Lines 21--25
          for ( size_t ti = 1; ti <= tm; ++ti ) {
            size_t tt = bucket[ti - 1];
            while ( tt != 0 ) {
              k[tt - 1] = k[tt - 1] + 1;
              tt = link[tt - 1];
            }
          }
 
        }
 
        // The nearest point in An* is the tn differences between k[1]...k[tn] and k[0]
        for ( size_t ti = 0; ti < tn; ++ti ) {
          const size_t i = loc->tiling->tiled_idx[ti];
          nearest[i] = k[ti + 1] - k[0];
        }
 
      }
      break;
 
      default:
        XLAL_ERROR( XLAL_EFAILED, "Invalid lattice" );
      }
 
      // Bound generating integers
      {
        const LT_IndexTrie *trie = loc->index_trie;
        size_t ti = 0;
        while ( ti < tn ) {
          const size_t i = loc->tiling->tiled_idx[ti];
 
          // If 'nearest[i]' is outside parameter-space bounds:
          if ( nearest[i] < trie->int_lower || nearest[i] > trie->int_upper ) {
            XLALPrintInfo( "%s: failed %" LAL_INT4_FORMAT " <= %" LAL_INT4_FORMAT " <= %" LAL_INT4_FORMAT " in dimension #%zu\n",
                           __func__, trie->int_lower, nearest[i], trie->int_upper, i );
 
            // Find the nearest point within the parameter-space bounds of the lattice tiling
            gsl_vector_view point_int_view = gsl_matrix_column( nearest_points, j );
            INT4 poll_nearest[n];
            double poll_min_distance = GSL_POSINF;
            feclearexcept( FE_ALL_EXCEPT );
            LT_PollIndexTrie( loc->tiling, loc->index_trie, 0, &point_int_view.vector, poll_nearest, &poll_min_distance, nearest );
            XLAL_CHECK( fetestexcept( FE_INVALID ) == 0, XLAL_EFAILED, "Rounding failed while calling LT_PollIndexTrie() for nearest point #%zu", j );
 
            // Reset 'trie', given that 'nearest' may have changed in any dimension
            trie = loc->index_trie;
            ti = 0;
            continue;
 
          }
 
          // If we are below the highest dimension, jump to the next dimension based on 'nearest[i]'
          if ( ti + 1 < tn ) {
            trie = &trie->next[nearest[i] - trie->int_lower];
          }
 
          ++ti;
 
        }
      }
 
    }
 
    // Return various outputs
    {
      const LT_IndexTrie *trie = loc->index_trie;
      UINT8 nearest_index = 0;
      for ( size_t ti = 0, i = 0; i < n; ++i ) {
        const bool is_tiled = loc->tiling->bounds[i].is_tiled;
 
        // Return nearest point
        if ( is_tiled ) {
          gsl_matrix_set( nearest_points, i, j, nearest[i] );
        }
 
        // Return sequential indexes of nearest point
        // - Non-tiled dimensions inherit value of next-lowest dimension
        if ( is_tiled ) {
          nearest_index = trie->index + nearest[i] - trie->int_lower;
        }
        if ( nearest_indexes != NULL ) {
          nearest_indexes->data[n * j + i] = nearest_index;
        }
 
        // Return indexes of left/right-most points in block relative to nearest point
        if ( nearest_lefts != NULL ) {
          nearest_lefts->data[n * j + i] = is_tiled ? trie->int_lower - nearest[i] : 0;
        }
        if ( nearest_rights != NULL ) {
          nearest_rights->data[n * j + i] = is_tiled ? trie->int_upper - nearest[i] : 0;
        }
 
        // If we are below the highest dimension, jump to the next dimension based on 'nearest[i]'
        if ( is_tiled ) {
          if ( ti + 1 < tn ) {
            trie = &trie->next[nearest[i] - trie->int_lower];
          }
          ++ti;
        }
 
      }
    }
 
  }
 
  // Transform 'nearest_points' from generating integers to physical coordinates
  gsl_blas_dtrmm( CblasLeft, CblasLower, CblasNoTrans, CblasNonUnit, 1.0, loc->tiling->phys_from_int, nearest_points );
  for ( size_t i = 0; i < n; ++i ) {
    const double phys_origin = gsl_vector_get( loc->tiling->phys_origin, i );
    gsl_vector_view nearest_points_row = gsl_matrix_row( nearest_points, i );
    gsl_vector_add_constant( &nearest_points_row.vector, phys_origin );
  }
 
  // Create local cache for computing physical bounds
  double local_cache_array[n * LT_CACHE_MAX_SIZE];
  gsl_matrix_view local_cache_view = gsl_matrix_view_array( local_cache_array, n, LT_CACHE_MAX_SIZE );
  gsl_matrix *local_cache = &local_cache_view.matrix;
  gsl_matrix_set_all( local_cache, GSL_NAN );
 
  // Set any non-tiled dimensions in 'nearest_points'
  for ( size_t j = 0; j < num_points; ++j ) {
    gsl_vector_view nearest_points_col = gsl_matrix_column( nearest_points, j );
    for ( size_t i = 0; i < n; ++i ) {
      double phys_point = gsl_vector_get( &nearest_points_col.vector, i );
      if ( !loc->tiling->bounds[i].is_tiled ) {
        LT_CallBoundFunc( loc->tiling, i, local_cache, &nearest_points_col.vector, &phys_point, NULL );
      }
      LT_SetPhysPoint( loc->tiling, local_cache, &nearest_points_col.vector, i, phys_point );
    }
  }
 
  return XLAL_SUCCESS;
 
}
 
LatticeTiling *XLALCreateLatticeTiling(
  const size_t ndim
)
{
 
  // Check input
  XLAL_CHECK_NULL( ndim > 0, XLAL_EINVAL );
 
  // Allocate memory
  LatticeTiling *tiling = XLALCalloc( 1, sizeof( *tiling ) );
  XLAL_CHECK_NULL( tiling != NULL, XLAL_ENOMEM );
  tiling->bounds = XLALCalloc( ndim, sizeof( *tiling->bounds ) );
  XLAL_CHECK_NULL( tiling->bounds != NULL, XLAL_ENOMEM );
  tiling->ncallback_done = XLALCalloc( 1, sizeof( *tiling->ncallback_done ) );
  XLAL_CHECK_NULL( tiling->ncallback_done != NULL, XLAL_ENOMEM );
 
  // Initialise fields
  tiling->ndim = ndim;
  tiling->lattice = TILING_LATTICE_MAX;
 
  // Initialise default padding
  for ( size_t i = 0; i < ndim; ++i ) {
    XLAL_CHECK_NULL( XLALSetLatticeTilingPadding( tiling, i, -1, -1, -1, -1, -1 ) == XLAL_SUCCESS, XLAL_EFUNC );
  }
 
  // Allocate and initialise vectors and matrices
  GAVEC_NULL( tiling->phys_bbox, ndim );
  GAVEC_NULL( tiling->phys_origin, ndim );
  gsl_vector_set_all( tiling->phys_origin, GSL_NAN );
  GAMAT_NULL( tiling->int_from_phys, ndim, ndim );
  gsl_matrix_set_identity( tiling->int_from_phys );
  GAMAT_NULL( tiling->phys_from_int, ndim, ndim );
  gsl_matrix_set_identity( tiling->phys_from_int );
 
  return tiling;
 
}
 
void XLALDestroyLatticeTiling(
  LatticeTiling *tiling
)
{
  if ( tiling != NULL ) {
    XLALFree( tiling->bounds );
    XLALFree( tiling->tiled_idx );
    for ( size_t m = 0; m < tiling->ncallback; ++m ) {
      XLALFree( tiling->callbacks[m] );
    }
    XLALFree( tiling->callbacks );
    XLALFree( tiling->ncallback_done );
    GFMAT( tiling->int_from_phys, tiling->phys_from_int, tiling->tiled_generator );
    GFVEC( tiling->phys_bbox, tiling->phys_origin, tiling->phys_origin_shift_frac );
    XLALFree( tiling );
  }
}
 
int XLALSetLatticeTilingBound(
  LatticeTiling *tiling,
  const size_t dim,
  const LatticeTilingBound func,
  const size_t data_len,
  const void *data_lower,
  const void *data_upper
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice == TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( dim < tiling->ndim, XLAL_ESIZE );
  XLAL_CHECK( func != NULL, XLAL_EFAULT );
  XLAL_CHECK( data_len > 0, XLAL_EFAULT );
  XLAL_CHECK( data_len < LT_DATA_MAX_SIZE, XLAL_EFAULT, "Arbitrary data is too long" );
  XLAL_CHECK( data_lower != NULL, XLAL_EFAULT );
  XLAL_CHECK( data_upper != NULL, XLAL_EFAULT );
 
  // Check that bound has not already been set
  XLAL_CHECK( tiling->bounds[dim].func == NULL, XLAL_EINVAL, "Lattice tiling dimension #%zu is already bounded", dim );
 
  // Determine if this dimension is tiled
  const BOOLEAN is_tiled = ( memcmp( data_lower, data_upper, data_len ) != 0 ) ? 1 : 0;
 
  // Set the parameter-space bound
  tiling->bounds[dim].is_tiled = is_tiled;
  tiling->bounds[dim].func = func;
  tiling->bounds[dim].data_len = data_len;
  memcpy( tiling->bounds[dim].data_lower, data_lower, data_len );
  memcpy( tiling->bounds[dim].data_upper, data_upper, data_len );
 
  // Set a default parameter-space bound name, if none has yet been set
  if ( !tiling->bounds[dim].name_set ) {
    XLAL_CHECK( XLALSetLatticeTilingBoundName( tiling, dim, "dimension #%zu", dim ) == XLAL_SUCCESS, XLAL_EFUNC );
  }
 
  return XLAL_SUCCESS;
 
}
 
int XLALSetLatticeTilingBoundName(
  LatticeTiling *tiling,
  const size_t dim,
  const char *fmt,
  ...
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice == TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( dim < tiling->ndim, XLAL_ESIZE );
  XLAL_CHECK( fmt != NULL, XLAL_EFAULT );
 
  // Check that bound has not already been named
  XLAL_CHECK( !tiling->bounds[dim].name_set, XLAL_EINVAL, "Lattice tiling dimension #%zu is already named", dim );
 
  // Set the parameter-space bound name
  va_list ap;
  va_start( ap, fmt );
  const int retn = vsnprintf( tiling->bounds[dim].name, sizeof( tiling->bounds[dim].name ), fmt, ap );
  va_end( ap );
  XLAL_CHECK( retn < ( int ) sizeof( tiling->bounds[dim].name ), XLAL_EINVAL, "Name '%s' for lattice tiling dimension #%zu was truncated", tiling->bounds[dim].name, dim );
  tiling->bounds[dim].name_set = true;
 
  return XLAL_SUCCESS;
 
}
 
int XLALSetLatticeTilingBoundCacheFunction(
  LatticeTiling *tiling,
  const size_t dim,
  const LatticeTilingBoundCache func
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice == TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( dim < tiling->ndim, XLAL_ESIZE );
  XLAL_CHECK( func != NULL, XLAL_EFAULT );
 
  // Check that bound has been set
  XLAL_CHECK( tiling->bounds[dim].func != NULL, XLAL_EINVAL, "Lattice tiling dimension #%zu is not bounded", dim );
 
  // Set the parameter-space bound cache function
  tiling->bounds[dim].cache_func = func;
 
  return XLAL_SUCCESS;
 
}
 
static double ConstantBound(
  const void *data,
  const size_t dim UNUSED,
  const gsl_matrix *cache UNUSED,
  const gsl_vector *point UNUSED
)
{
 
  // Return bound
  return *( ( const double * ) data );
 
}
 
int XLALSetLatticeTilingConstantBound(
  LatticeTiling *tiling,
  const size_t dim,
  const double bound1,
  const double bound2
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( isfinite( bound1 ), XLAL_EINVAL );
  XLAL_CHECK( isfinite( bound2 ), XLAL_EINVAL );
 
  // Set the parameter-space bound
  const double data_lower = GSL_MIN( bound1, bound2 );
  const double data_upper = GSL_MAX( bound1, bound2 );
  XLAL_CHECK( XLALSetLatticeTilingBound( tiling, dim, ConstantBound, sizeof( data_lower ), &data_lower, &data_upper ) == XLAL_SUCCESS, XLAL_EFUNC );
 
  return XLAL_SUCCESS;
 
}
 
int XLALSetLatticeTilingPadding(
  LatticeTiling *tiling,
  const size_t dim,
  const double lower_bbox_pad,
  const double upper_bbox_pad,
  const int lower_intp_pad,
  const int upper_intp_pad,
  const int find_bound_extrema
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice == TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( dim < tiling->ndim, XLAL_ESIZE );
 
  // Set parameter-space padding
  tiling->bounds[dim].lower_bbox_pad = lower_bbox_pad < 0 ? 0.5 : lower_bbox_pad;
  tiling->bounds[dim].upper_bbox_pad = upper_bbox_pad < 0 ? 0.5 : upper_bbox_pad;
  tiling->bounds[dim].lower_intp_pad = lower_intp_pad < 0 ?   0 : lower_intp_pad;
  tiling->bounds[dim].upper_intp_pad = upper_intp_pad < 0 ?   0 : upper_intp_pad;
 
  // Set whether to find the extrema of the parameter-space bounds
  tiling->bounds[dim].find_bound_extrema = find_bound_extrema < 0 ? true : ( find_bound_extrema ? true : false );
 
  return XLAL_SUCCESS;
 
}
 
int XLALSetLatticeTilingOrigin(
  LatticeTiling *tiling,
  const size_t dim,
  const double origin
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice == TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( dim < tiling->ndim, XLAL_ESIZE );
  XLAL_CHECK( isfinite( origin ), XLAL_EINVAL );
 
  // Set physical parameter-space origin
  gsl_vector_set( tiling->phys_origin, dim, origin );
 
  return XLAL_SUCCESS;
 
}
 
int XLALSetLatticeTilingRandomOriginOffsets(
  LatticeTiling *tiling,
  RandomParams *rng
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice == TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( rng != NULL, XLAL_EFAULT );
 
  const size_t n = tiling->ndim;
 
  // Allocate memory
  GAVEC( tiling->phys_origin_shift_frac, n );
 
  // Generate random uniform offsets for later use in XLALSetTilingLatticeAndMetric()
  // - Only values in tiled dimensions of 'phys_origin_shift_frac' will actually be used
  for ( size_t i = 0; i < n; ++i ) {
    gsl_vector_set( tiling->phys_origin_shift_frac, i, XLALUniformDeviate( rng ) );
  }
 
  return XLAL_SUCCESS;
 
}
 
int XLALSetTiledLatticeDimensionsFromTiling(
  LatticeTiling *tiling,
  const LatticeTiling *ref_tiling
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice == TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( ref_tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( ref_tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( tiling->ndim == ref_tiling->ndim, XLAL_EINVAL );
 
  const size_t n = tiling->ndim;
 
  // Check that all parameter-space dimensions are bounded
  for ( size_t i = 0; i < n; ++i ) {
    XLAL_CHECK( tiling->bounds[i].func != NULL, XLAL_EFAILED, "Lattice tiling dimension #%zu is unbounded", i );
  }
 
  // Set the tiled dimensions of 'tiling' to match 'ref_tiling'
  for ( size_t i = 0; i < n; ++i ) {
    tiling->bounds[i].is_tiled = ref_tiling->bounds[i].is_tiled;
  }
 
  return XLAL_SUCCESS;
 
}
 
int XLALSetTilingLatticeAndMetric(
  LatticeTiling *tiling,
  const TilingLattice lattice,
  const gsl_matrix *metric,
  const double max_mismatch
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice == TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( metric != NULL, XLAL_EFAULT );
  XLAL_CHECK( metric->size1 == tiling->ndim && metric->size2 == tiling->ndim, XLAL_EINVAL );
  XLAL_CHECK( max_mismatch > 0, XLAL_EINVAL );
 
  const size_t n = tiling->ndim;
 
  // Check that all parameter-space dimensions are bounded
  for ( size_t i = 0; i < n; ++i ) {
    XLAL_CHECK( tiling->bounds[i].func != NULL, XLAL_EFAILED, "Lattice tiling dimension #%zu is unbounded", i );
  }
 
  // Check metric is symmetric and has positive diagonal elements
  for ( size_t i = 0; i < n; ++i ) {
    XLAL_CHECK( gsl_matrix_get( metric, i, i ) > 0, XLAL_EINVAL, "Parameter-space metric(%zu,%zu) <= 0", i, i );
    for ( size_t j = i + 1; j < n; ++j ) {
      XLAL_CHECK( gsl_matrix_get( metric, i, j ) == gsl_matrix_get( metric, j, i ), XLAL_EINVAL, "Parameter-space metric(%zu,%zu) != metric(%zu,%zu)", i, j, j, i );
    }
  }
 
  // Set type of lattice to generate tiling with
  tiling->lattice = lattice;
 
  // Set physical parameter-space origin to mid-point of parameter-space bounds
  gsl_matrix *GAMAT( phys_origin_cache, n, LT_CACHE_MAX_SIZE );
  gsl_matrix_set_all( phys_origin_cache, GSL_NAN );
  for ( size_t i = 0; i < n; ++i ) {
    double phys_origin_i = gsl_vector_get( tiling->phys_origin, i );
    if ( !isfinite( phys_origin_i ) ) {
      double phys_lower = 0.0, phys_upper = 0.0;
      LT_CallBoundFunc( tiling, i, phys_origin_cache, tiling->phys_origin, &phys_lower, &phys_upper );
      phys_origin_i = 0.5 * ( phys_lower + phys_upper );
    }
    LT_SetPhysPoint( tiling, phys_origin_cache, tiling->phys_origin, i, phys_origin_i );
  }
 
  // Register default statistics callback function
  tiling->stats = XLALRegisterLatticeTilingCallback( tiling, LT_StatsCallback, 0, NULL, tiling->ndim * sizeof( *tiling->stats ) );
  XLAL_CHECK( tiling->stats != NULL, XLAL_EFUNC );
 
  // Count number of tiled dimensions; if no parameter-space dimensions are tiled, we're done
  tiling->tiled_ndim = 0;
  for ( size_t i = 0; i < n; ++i ) {
    if ( tiling->bounds[i].is_tiled ) {
      ++tiling->tiled_ndim;
    }
  }
  if ( tiling->tiled_ndim == 0 ) {
    return XLAL_SUCCESS;
  }
 
  const size_t tn = tiling->tiled_ndim;
 
  // Build index to tiled parameter-space dimensions
  tiling->tiled_idx = XLALCalloc( tn, sizeof( *tiling->tiled_idx ) );
  XLAL_CHECK( tiling->tiled_idx != NULL, XLAL_ENOMEM );
  for ( size_t i = 0, ti = 0; i < n; ++i ) {
    if ( tiling->bounds[i].is_tiled ) {
      tiling->tiled_idx[ti++] = i;
    }
  }
 
  // Calculate normalisation scale from metric diagonal elements
  gsl_vector *GAVEC( t_norm, tn );
  for ( size_t ti = 0; ti < tn; ++ti ) {
    const size_t i = tiling->tiled_idx[ti];
    const double metric_i_i = gsl_matrix_get( metric, i, i );
    gsl_vector_set( t_norm, ti, sqrt( metric_i_i ) );
  }
 
  // Copy and normalise tiled dimensions of metric
  gsl_matrix *GAMAT( t_metric, tn, tn );
  for ( size_t ti = 0; ti < tn; ++ti ) {
    const size_t i = tiling->tiled_idx[ti];
    const double t_norm_ti = gsl_vector_get( t_norm, ti );
    for ( size_t tj = 0; tj < tn; ++tj ) {
      const size_t j = tiling->tiled_idx[tj];
      const double t_norm_tj = gsl_vector_get( t_norm, tj );
      gsl_matrix_set( t_metric, ti, tj, gsl_matrix_get( metric, i, j ) / t_norm_ti / t_norm_tj );
    }
  }
 
  // Compute metric ellipse bounding box
  gsl_vector *t_bbox = XLALMetricEllipseBoundingBox( t_metric, max_mismatch );
  XLAL_CHECK( t_bbox != NULL, XLAL_EFUNC );
 
  // Copy bounding box in physical coordinates to tiled dimensions
  for ( size_t ti = 0; ti < tn; ++ti ) {
    const size_t i = tiling->tiled_idx[ti];
    const double t_norm_ti = gsl_vector_get( t_norm, ti );
    gsl_vector_set( tiling->phys_bbox, i, gsl_vector_get( t_bbox, ti ) / t_norm_ti );
  }
 
  // Compute a lower-triangular basis matrix whose columns are orthonormal with respect to the tiled metric
  gsl_matrix *GAMAT( t_basis, tn, tn );
  {
    // We want to find a lower-triangular basis such that:
    //   basis^T * metric * basis = I
    // This is rearranged to give:
    //   metric^-1 = basis * basis^T
    // Hence basis is the Cholesky decomposition of metric^-1
    gsl_matrix_memcpy( t_basis, t_metric );
    XLAL_CHECK( gsl_linalg_cholesky_decomp( t_basis ) == 0, XLAL_EFAILED, "Parameter-space metric is not positive definite" );
    XLAL_CHECK( gsl_linalg_cholesky_invert( t_basis ) == 0, XLAL_EFAILED, "Parameter-space metric cannot be inverted" );
    XLAL_CHECK( gsl_linalg_cholesky_decomp( t_basis ) == 0, XLAL_EFAILED, "Inverse of parameter-space metric is not positive definite" );
 
    // gsl_linalg_cholesky_decomp() stores both basis and basis^T
    // in the same matrix; zero out upper triangle to get basis
    LT_ZeroStrictUpperTriangle( t_basis );
  }
 
  // Compute a lower-triangular generator matrix for a given lattice type and mismatch
  GAMAT( tiling->tiled_generator, tn, tn );
  {
 
    // Compute lattice generator and normalised thickness
    double norm_thickness = 0.0;
    switch ( tiling->lattice ) {
 
    case TILING_LATTICE_CUBIC:      // Cubic ( \f$ Z_n \f$ ) lattice
 
    {
 
      // Zn lattice generator is the identity
      gsl_matrix_set_identity( tiling->tiled_generator );
 
      // Zn normalised thickness
      norm_thickness = pow( sqrt( tn ) / 2.0, tn );
 
    }
    break;
 
    case TILING_LATTICE_ANSTAR:     // An-star ( \f$ A_n^* \f$ ) lattice
 
    {
 
      // An* lattice generator in tn+1 dimensions, given in:
      //   McKilliam et.al., "A linear-time nearest point algorithm for the lattice An*"
      //   in "International Symposium on Information Theory and Its Applications", ISITA2008,
      //   Auckland, New Zealand, 7-10 Dec. 2008. DOI: 10.1109/ISITA.2008.4895596
      gsl_matrix *GAMAT( G, tn + 1, tn + 1 );
      gsl_matrix_set_identity( G );
      gsl_matrix_add_constant( G, -1.0 / ( tn + 1 ) );
 
      // Find the QL decomposition of the generator matrix G, excluding 1st column,
      // which is linearly dependent on the remaining columns:
      //   G(:, 2:end) = Gp = Q * L
      // where Q is an orthogonal matrix and L an lower-triangular matrix.
      // This is found using the more commonly implemented QR decomposition by:
      // - reversing the order of the rows/columns of Gp
      // - decomposing Gp = Qp * Lp, where Lp is upper triangular
      // - reversing the order of the rows/columns of Qp to give Q
      // - reversing the order of the rows/columns of Lp to give L
      gsl_matrix_view Gp = gsl_matrix_submatrix( G, 0, 1, tn + 1, tn );
      LT_ReverseOrderRowsCols( &Gp.matrix );
      gsl_vector *GAVEC( tau, tn );
      XLAL_CHECK( gsl_linalg_QR_decomp( &Gp.matrix, tau ) == 0, XLAL_EFAILED, "'G' cannot be QR-decomposed" );
      gsl_matrix *GAMAT( Q, tn + 1, tn + 1 );
      gsl_matrix *GAMAT( L, tn + 1, tn );
      gsl_linalg_QR_unpack( &Gp.matrix, tau, Q, L );
      LT_ReverseOrderRowsCols( Q );
      LT_ReverseOrderRowsCols( L );
 
      // Discard the first row of L, which is zero, to get the generator in tn dimensions
      gsl_matrix_view L_view = gsl_matrix_submatrix( L, 1, 0, tn, tn );
      gsl_matrix_memcpy( tiling->tiled_generator, &L_view.matrix );
 
      // Cleanup
      GFMAT( G, L, Q );
      GFVEC( tau );
 
      // An* normalised thickness
      norm_thickness = sqrt( tn + 1.0 ) * pow( ( 1.0 * tn * ( tn + 2.0 ) ) / ( 12.0 * ( tn + 1.0 ) ), 0.5 * tn );
 
    }
    break;
 
    default:
      XLAL_ERROR( XLAL_EFAILED, "Invalid lattice" );
    }
 
    // Generator will be lower-triangular, so zero out upper triangle
    LT_ZeroStrictUpperTriangle( tiling->tiled_generator );
 
    // Ensure that the generator has positive diagonal elements, by
    // changing the sign of the columns of the matrix, if necessary
    for ( size_t tj = 0; tj < tn; ++tj ) {
      gsl_vector_view generator_col = gsl_matrix_column( tiling->tiled_generator, tj );
      XLAL_CHECK( gsl_vector_get( &generator_col.vector, tj ) != 0, XLAL_ERANGE, "Generator matrix(%zu,%zu) == 0", tj, tj );
      if ( gsl_vector_get( &generator_col.vector, tj ) < 0 ) {
        gsl_vector_scale( &generator_col.vector, -1 );
      }
    }
 
    // Compute generator LU decomposition
    gsl_matrix *GAMAT( LU_decomp, tn, tn );
    gsl_matrix_memcpy( LU_decomp, tiling->tiled_generator );
    gsl_permutation *GAPERM( LU_perm, tn );
    int LU_sign = 0;
    XLAL_CHECK( gsl_linalg_LU_decomp( LU_decomp, LU_perm, &LU_sign ) == 0, XLAL_EFAILED, "Generator matrix cannot be LU-decomposed" );
 
    // Compute generator determinant
    const double generator_determinant = XLALMetricDeterminant( tiling->tiled_generator );
    XLAL_CHECK( !XLAL_IS_REAL8_FAIL_NAN( generator_determinant ), XLAL_EFUNC );
 
    // Compute generator covering radius
    const double generator_covering_radius = pow( norm_thickness * generator_determinant, 1.0 / tn );
 
    // Normalise so covering spheres have sqrt(max_mismatch) covering radii
    gsl_matrix_scale( tiling->tiled_generator, sqrt( max_mismatch ) / generator_covering_radius );
 
    // Cleanup
    GFMAT( LU_decomp );
    GFPERM( LU_perm );
 
  }
 
  // Compute transform to normalised physical coordinates from generating integers
  gsl_matrix *GAMAT( t_norm_from_int, tn, tn );
  gsl_blas_dgemm( CblasNoTrans, CblasNoTrans, 1.0, t_basis, tiling->tiled_generator, 0.0, t_norm_from_int );
  LT_ZeroStrictUpperTriangle( t_norm_from_int );
 
  // Compute transform to generating integers from normalised physical coordinates
  gsl_matrix *GAMAT( t_int_from_norm, tn, tn );
  gsl_matrix_set_identity( t_int_from_norm );
  gsl_blas_dtrsm( CblasLeft, CblasLower, CblasNoTrans, CblasNonUnit, 1.0, t_norm_from_int, t_int_from_norm );
  LT_ZeroStrictUpperTriangle( t_int_from_norm );
 
  // Set tiled dimensions of transforms, and convert to unnormalised physical coordinates
  for ( size_t ti = 0; ti < tn; ++ti ) {
    const size_t i = tiling->tiled_idx[ti];
    const double t_norm_ti = gsl_vector_get( t_norm, ti );
    for ( size_t tj = 0; tj < tn; ++tj ) {
      const size_t j = tiling->tiled_idx[tj];
      const double t_norm_tj = gsl_vector_get( t_norm, tj );
      gsl_matrix_set( tiling->int_from_phys, i, j, gsl_matrix_get( t_int_from_norm, ti, tj ) * t_norm_tj );
      gsl_matrix_set( tiling->phys_from_int, i, j, gsl_matrix_get( t_norm_from_int, ti, tj ) / t_norm_ti );
    }
  }
 
  // Round tiled dimensions of physical parameter-space origin to nearest lattice step size, then
  // shift by the fraction of a step size 'phys_origin_shift_frac_i', if given, or 0.5 otherwise.
  // - The default of 0.5 was to ensure that the tiling will never place a lattice point at zero
  //   in physical coordinates, since the physical coordinates may not be well-defined at zero.
  //   This could potentially not be the case if 'phys_origin_shift_frac_i' happens to be zero.
  for ( size_t i = 0; i < n; ++i ) {
    double phys_origin_i = gsl_vector_get( tiling->phys_origin, i );
    if ( tiling->bounds[i].is_tiled ) {
      const double int_from_phys_i_i = gsl_matrix_get( tiling->int_from_phys, i, i );
      const double phys_from_int_i_i = gsl_matrix_get( tiling->phys_from_int, i, i );
      const double phys_origin_shift_frac_i = ( tiling->phys_origin_shift_frac != NULL ) ? gsl_vector_get( tiling->phys_origin_shift_frac, i ) : 0.5;
      phys_origin_i = ( round( phys_origin_i * int_from_phys_i_i ) + phys_origin_shift_frac_i ) * phys_from_int_i_i;
    }
    LT_SetPhysPoint( tiling, phys_origin_cache, tiling->phys_origin, i, phys_origin_i );
  }
 
  // Cleanup
  GFMAT( t_metric, t_basis, t_norm_from_int, t_int_from_norm, phys_origin_cache );
  GFVEC( t_norm, t_bbox );
 
  return XLAL_SUCCESS;
 
}
 
size_t XLALTotalLatticeTilingDimensions(
  const LatticeTiling *tiling
)
{
 
  // Check input
  XLAL_CHECK_VAL( 0, tiling != NULL, XLAL_EFAULT );
 
  return tiling->ndim;
 
}
 
size_t XLALTiledLatticeTilingDimensions(
  const LatticeTiling *tiling
)
{
 
  // Check input
  XLAL_CHECK_VAL( 0, tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK_VAL( 0, tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
 
  return tiling->tiled_ndim;
 
}
 
size_t XLALLatticeTilingTiledDimension(
  const LatticeTiling *tiling,
  const size_t tiled_dim
)
{
 
  // Check input
  XLAL_CHECK_VAL( 0, tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK_VAL( 0, tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK_VAL( 0, tiled_dim < tiling->tiled_ndim, XLAL_ESIZE );
 
  return tiling->tiled_idx[tiled_dim];
 
}
 
int XLALIsTiledLatticeTilingDimension(
  const LatticeTiling *tiling,
  const size_t dim
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( dim < tiling->ndim, XLAL_ESIZE );
  XLAL_CHECK( tiling->bounds[dim].func != NULL, XLAL_EINVAL, "Lattice tiling dimension #%zu is not bounded", dim );
 
  return tiling->bounds[dim].is_tiled ? 1 : 0;
 
}
 
const char *XLALLatticeTilingBoundName(
  const LatticeTiling *tiling,
  const size_t dim
)
{
 
  // Check input
  XLAL_CHECK_NULL( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK_NULL( tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK_NULL( dim < tiling->ndim, XLAL_ESIZE );
 
  return tiling->bounds[dim].name;
 
}
 
int XLALLatticeTilingDimensionByName(
  const LatticeTiling *tiling,
  const char *bound_name
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( bound_name != NULL, XLAL_EFAULT );
 
  // Find and return index of dimension with matching bound name
  for ( int dim = 0; dim < ( int )tiling->ndim; ++dim ) {
    if ( strcmp( tiling->bounds[dim].name, bound_name ) == 0 ) {
      return dim;
    }
  }
 
  return XLAL_FAILURE;
 
}
 
REAL8 XLALLatticeTilingStepSize(
  const LatticeTiling *tiling,
  const size_t dim
)
{
 
  // Check input
  XLAL_CHECK_REAL8( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK_REAL8( tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK_REAL8( dim < tiling->ndim, XLAL_ESIZE );
 
  // Return 0 for non-tiled dimensions
  if ( !tiling->bounds[dim].is_tiled ) {
    return 0.0;
  }
 
  // Step size is the (dim)th diagonal element of 'phys_from_int'
  return gsl_matrix_get( tiling->phys_from_int, dim, dim );
 
}
 
REAL8 XLALLatticeTilingBoundingBox(
  const LatticeTiling *tiling,
  const size_t dim
)
{
 
  // Check input
  XLAL_CHECK_REAL8( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK_REAL8( tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK_REAL8( dim < tiling->ndim, XLAL_ESIZE );
 
  // Return 0 for non-tiled dimensions
  if ( !tiling->bounds[dim].is_tiled ) {
    return 0.0;
  }
 
  return gsl_vector_get( tiling->phys_bbox, dim );
 
}
 
const void *XLALRegisterLatticeTilingCallback(
  LatticeTiling *tiling,
  const LatticeTilingCallback func,
  const size_t param_len,
  const void *param,
  const size_t out_len
)
{
 
  // Check input
  XLAL_CHECK_NULL( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK_NULL( tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK_NULL( func != NULL, XLAL_EFAULT );
  XLAL_CHECK_NULL( ( param_len > 0 ) == ( param != NULL ), XLAL_EINVAL );
  XLAL_CHECK_NULL( param_len < LT_DATA_MAX_SIZE, XLAL_ESIZE );
  XLAL_CHECK_NULL( out_len > 0, XLAL_EINVAL );
  XLAL_CHECK_NULL( out_len < LT_DATA_MAX_SIZE, XLAL_ESIZE );
 
  // Allocate memory for new callback
  ++tiling->ncallback;
  tiling->callbacks = XLALRealloc( tiling->callbacks, tiling->ncallback * sizeof( *tiling->callbacks ) );
  XLAL_CHECK_NULL( tiling->callbacks != NULL, XLAL_ENOMEM );
  LT_Callback *cb = tiling->callbacks[tiling->ncallback - 1] = XLALCalloc( 1, sizeof( *cb ) );
  XLAL_CHECK_NULL( cb != NULL, XLAL_ENOMEM );
 
  // Set fields
  cb->func = func;
  cb->param_len = param_len;
  if ( param_len > 0 ) {
    memcpy( cb->param, param, param_len );
  }
 
  return cb->out;
 
}
 
int XLALPerformLatticeTilingCallbacks(
  const LatticeTiling *tiling
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
 
  // Return immediately if there are no callbacks to perform
  if ( *tiling->ncallback_done == tiling->ncallback ) {
    return XLAL_SUCCESS;
  }
 
  const size_t n = tiling->ndim;
  const size_t tn = tiling->tiled_ndim;
 
  // Create iterator over tiling (except highest dimension)
  LatticeTilingIterator *itr = XLALCreateLatticeTilingIterator( tiling, n - 1 );
  XLAL_CHECK( itr != NULL, XLAL_EFUNC );
 
  // Iterate over all points
  double volume_pc_prev = 0;
  bool first_call = true;
  int changed_ti_p1;
  double point_array[n];
  gsl_vector_view point_view = gsl_vector_view_array( point_array, n );
  while ( ( changed_ti_p1 = XLALNextLatticeTilingPoint( itr, &point_view.vector ) ) > 0 ) {
    const size_t changed_i = ( !first_call && tiling->tiled_ndim > 0 ) ? tiling->tiled_idx[changed_ti_p1 - 1] : 0;
 
    // Call callback functions
    for ( size_t m = *tiling->ncallback_done; m < tiling->ncallback; ++m ) {
      LT_Callback *cb = tiling->callbacks[m];
      XLAL_CHECK( ( cb->func )( first_call, tiling, itr, &point_view.vector, changed_i, cb->param, cb->out ) == XLAL_SUCCESS, XLAL_EFUNC );
    }
 
    // Estimate volume of parameter space covered
    double volume_pc = 0.0;
    double volume_pc_norm = 1.0;
    for ( size_t tj = 0; tj < tn; ++tj ) {
      const size_t j = itr->tiling->tiled_idx[tj];
      const INT8 count_j = itr->int_point[j] - itr->int_lower[j];
      const INT8 total_j = itr->int_upper[j] - itr->int_lower[j] + 1;
      volume_pc += 100.0 * ( ( double ) count_j ) / ( ( double ) total_j ) / volume_pc_norm;
      volume_pc_norm *= ( double ) total_j;
    }
 
    // Log progress if:
    // - at least 1000 points have been counted
    // - parameter space covered has increased by ( EITHER a factor of 3 OR 5 percentage points ) since last log
    const UINT8 total_points = tiling->stats[n - 1].total_points;
    if ( total_points >= 1000 && ( volume_pc >= 3.0 * volume_pc_prev || volume_pc - volume_pc_prev >= 5.0 ) ) {
      volume_pc_prev = volume_pc;
      LogPrintf( LatticeTilingProgressLogLevel, "LatticeTiling: counted %" LAL_UINT8_FORMAT " templates; estimated %0.2g%% done\n", total_points, volume_pc );
    }
 
    first_call = false;
  }
  XLAL_CHECK( xlalErrno == 0, XLAL_EFAILED );
 
  // Log final progress
  {
    const UINT8 total_points = tiling->stats[n - 1].total_points;
    LogPrintf( LatticeTilingProgressLogLevel, "LatticeTiling: counted %" LAL_UINT8_FORMAT " templates; done\n", total_points );
  }
 
  // Mark callbacks as have been successfully performed
  *tiling->ncallback_done = tiling->ncallback;
 
  // Cleanup
  XLALDestroyLatticeTilingIterator( itr );
 
  return XLAL_SUCCESS;
 
}
 
const LatticeTilingStats *XLALLatticeTilingStatistics(
  const LatticeTiling *tiling,
  const size_t dim
)
{
 
  // Check input
  XLAL_CHECK_NULL( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK_NULL( tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK_NULL( tiling->stats != NULL, XLAL_EFUNC );
  XLAL_CHECK_NULL( dim < tiling->ndim, XLAL_ESIZE );
 
  // Ensure statistics have been computed
  XLAL_CHECK_NULL( XLALPerformLatticeTilingCallbacks( tiling ) == XLAL_SUCCESS, XLAL_EFUNC );
  XLAL_CHECK_NULL( tiling->stats[dim].total_points > 0, XLAL_EFAILED );
 
  return &tiling->stats[dim];
 
}
 
int XLALRandomLatticeTilingPoints(
  const LatticeTiling *tiling,
  const double scale,
  RandomParams *rng,
  gsl_matrix *random_points
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( scale > -1.0, XLAL_EINVAL );
  XLAL_CHECK( rng != NULL, XLAL_EFAULT );
  XLAL_CHECK( random_points != NULL, XLAL_EFAULT );
  XLAL_CHECK( random_points->size1 == tiling->ndim, XLAL_ESIZE );
 
  const size_t n = tiling->ndim;
 
  // Generate random points in parameter space
  gsl_matrix *GAMAT( phys_point_cache, n, LT_CACHE_MAX_SIZE );
  gsl_matrix_set_all( phys_point_cache, GSL_NAN );
  for ( size_t k = 0; k < random_points->size2; ++k ) {
    gsl_vector_view phys_point = gsl_matrix_column( random_points, k );
    for ( size_t i = 0; i < n; ++i ) {
 
      // Get the physical bounds on the current dimension
      double phys_lower = 0.0, phys_upper = 0.0;
      LT_CallBoundFunc( tiling, i, phys_point_cache, &phys_point.vector, &phys_lower, &phys_upper );
 
      // Generate random number
      const double u = ( 1.0 + scale ) * ( XLALUniformDeviate( rng ) - 0.5 ) + 0.5;
 
      // Set parameter-space point
      LT_SetPhysPoint( tiling, phys_point_cache, &phys_point.vector, i, phys_lower + u * ( phys_upper - phys_lower ) );
 
    }
 
  }
 
  // Cleanup
  GFMAT( phys_point_cache );
 
  return XLAL_SUCCESS;
 
}
 
int XLALGetLatticeTilingBound(
  const LatticeTiling *tiling,
  const size_t dim,
  const gsl_vector *point,
  const bool padding,
  double *lower,
  double *upper
)
{
 
  // Check input
  XLAL_CHECK( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK( tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK( dim < tiling->ndim, XLAL_ESIZE );
  XLAL_CHECK( point != NULL, XLAL_EFAULT );
  XLAL_CHECK( lower != NULL, XLAL_EFAULT );
  XLAL_CHECK( upper != NULL, XLAL_EFAULT );
 
  const size_t n = tiling->ndim;
 
  // Get bound information for this dimension
  const LT_Bound *bound = &tiling->bounds[dim];
 
  // Get the parameter-space bounds on the current dimension:
  // - If tiled, or padding requested, get bounds respecting strict/extrema settings, and add padding
  // - Otherwise, get bounds without extrema/padding
  gsl_vector *GAVEC( phys_sampl, n );
  gsl_matrix *GAMAT( phys_point_cache, n, LT_CACHE_MAX_SIZE );
  gsl_matrix *GAMAT( phys_sampl_cache, n, LT_CACHE_MAX_SIZE );
  gsl_vector_memcpy( phys_sampl, point );
  *lower = GSL_POSINF;
  *upper = GSL_NEGINF;
  if ( bound->is_tiled && padding ) {
    if ( STRICT_BOUND_PADDING( bound ) || !bound->find_bound_extrema ) {
      LT_CallBoundFunc( tiling, dim, phys_point_cache, phys_sampl, lower, upper );
    } else {
      LT_FindBoundExtrema( tiling, 0, dim, phys_sampl_cache, phys_sampl, lower, upper );
    }
    const double phys_bbox_dim = gsl_vector_get( tiling->phys_bbox, dim );
    *lower -= bound->lower_bbox_pad * phys_bbox_dim;
    *upper += bound->upper_bbox_pad * phys_bbox_dim;
  } else {
    LT_CallBoundFunc( tiling, dim, phys_point_cache, phys_sampl, lower, upper );
  }
 
  // Cleanup
  GFVEC( phys_sampl );
  GFMAT( phys_point_cache );
  GFMAT( phys_sampl_cache );
 
  return XLAL_SUCCESS;
 
}
 
LatticeTilingIterator *XLALCreateLatticeTilingIterator(
  const LatticeTiling *tiling,
  const size_t itr_ndim
)
{
 
  // Check input
  XLAL_CHECK_NULL( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK_NULL( tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
  XLAL_CHECK_NULL( itr_ndim <= tiling->ndim, XLAL_EINVAL );
 
  // Allocate memory
  LatticeTilingIterator *itr = XLALCalloc( 1, sizeof( *itr ) );
  XLAL_CHECK_NULL( itr != NULL, XLAL_ENOMEM );
 
  // Store reference to lattice tiling
  itr->tiling = tiling;
 
  // Set fields
  itr->itr_ndim = itr_ndim;
  itr->alternating = false;
  itr->state = 0;
  itr->index = 0;
 
  // Determine the maximum tiled dimension to iterate over
  itr->tiled_itr_ndim = 0;
  for ( size_t i = 0; i < itr_ndim; ++i ) {
    if ( itr->tiling->bounds[i].is_tiled ) {
      ++itr->tiled_itr_ndim;
    }
  }
 
  const size_t n = itr->tiling->ndim;
  const size_t tn = itr->tiling->tiled_ndim;
 
  // Allocate and initialise vectors and matrices
  GAVEC_NULL( itr->phys_point, n );
  GAMAT_NULL( itr->phys_point_cache, n, LT_CACHE_MAX_SIZE );
  gsl_matrix_set_all( itr->phys_point_cache, GSL_NAN );
  GAVEC_NULL( itr->phys_sampl, n );
  GAMAT_NULL( itr->phys_sampl_cache, n, LT_CACHE_MAX_SIZE );
  gsl_matrix_set_all( itr->phys_sampl_cache, GSL_NAN );
  if ( tn > 0 ) {
    itr->int_lower = XLALCalloc( tn, sizeof( *itr->int_lower ) );
    XLAL_CHECK_NULL( itr->int_lower != NULL, XLAL_EINVAL );
    itr->int_point = XLALCalloc( tn, sizeof( *itr->int_point ) );
    XLAL_CHECK_NULL( itr->int_point != NULL, XLAL_EINVAL );
    itr->int_upper = XLALCalloc( tn, sizeof( *itr->int_upper ) );
    XLAL_CHECK_NULL( itr->int_upper != NULL, XLAL_EINVAL );
    itr->direction = XLALCalloc( tn, sizeof( *itr->direction ) );
    XLAL_CHECK_NULL( itr->direction != NULL, XLAL_EINVAL );
  }
 
  // Set iterator to beginning of lattice tiling
  XLAL_CHECK_NULL( XLALResetLatticeTilingIterator( itr ) == XLAL_SUCCESS, XLAL_EFUNC );
 
  return itr;
 
}
 
void XLALDestroyLatticeTilingIterator(
  LatticeTilingIterator *itr
)
{
  if ( itr ) {
    GFVEC( itr->phys_point, itr->phys_sampl );
    GFMAT( itr->phys_point_cache, itr->phys_sampl_cache );
    XLALFree( itr->int_lower );
    XLALFree( itr->int_point );
    XLALFree( itr->int_upper );
    XLALFree( itr->direction );
    XLALFree( itr );
  }
}
 
int XLALSetLatticeTilingAlternatingIterator(
  LatticeTilingIterator *itr,
  const bool alternating
)
{
 
  // Check input
  XLAL_CHECK( itr != NULL, XLAL_EFAULT );
  XLAL_CHECK( itr->state == 0, XLAL_EINVAL );
 
  // Set alternating iterator
  itr->alternating = alternating;
 
  return XLAL_SUCCESS;
 
}
 
int XLALResetLatticeTilingIterator(
  LatticeTilingIterator *itr
)
{
 
  // Check input
  XLAL_CHECK( itr != NULL, XLAL_EFAULT );
 
  // Return iterator to initialised state
  itr->state = 0;
 
  return XLAL_SUCCESS;
 
}
 
int XLALNextLatticeTilingPoint(
  LatticeTilingIterator *itr,
  gsl_vector *point
)
{
 
  // Check input
  XLAL_CHECK( itr != NULL, XLAL_EFAULT );
  XLAL_CHECK( point == NULL || point->size == itr->tiling->ndim, XLAL_EINVAL );
 
  const size_t n = itr->tiling->ndim;
  const size_t tn = itr->tiling->tiled_ndim;
 
  // If iterator is finished, we're done
  if ( itr->state > 1 ) {
    return 0;
  }
 
  // Which dimensions have changed?
  size_t changed_ti;
 
  // Which dimensions need to be reset?
  size_t reset_ti;
 
  if ( itr->state == 0 ) {      // Iterator has been initialised
 
    // Initialise lattice point
    gsl_vector_set_zero( itr->phys_point );
    for ( size_t ti = 0; ti < tn; ++ti ) {
      itr->int_point[ti] = 0;
    }
 
    // Initialise iteration direction to 1, i.e. lower to upper bound
    for ( size_t ti = 0; ti < tn; ++ti ) {
      itr->direction[ti] = 1;
    }
 
    // Initialise index
    itr->index = 0;
 
    // All dimensions have changed
    changed_ti = 0;
 
    // All dimensions need to be reset
    reset_ti = 0;
 
  } else {                      // Iterator is in progress
 
    // Start iterating from the maximum tiled dimension specified at iterator creation
    size_t ti = itr->tiled_itr_ndim;
 
    // Find the next lattice point
    while ( true ) {
 
      // If dimension index is now zero, we're done
      if ( ti == 0 ) {
 
        // Iterator is now finished
        itr->state = 2;
 
        return 0;
 
      }
 
      // Decrement current dimension index
      --ti;
 
      // Increment integer point in this dimension, in current direction
      const INT4 direction = itr->direction[ti];
      const INT4 int_point_ti = itr->int_point[ti] + direction;
      itr->int_point[ti] = int_point_ti;
 
      // Increment physical point in this dimension, in current direction
      const size_t i = itr->tiling->tiled_idx[ti];
      gsl_vector_const_view phys_from_int_i = gsl_matrix_const_column( itr->tiling->phys_from_int, i );
      gsl_blas_daxpy( direction, &phys_from_int_i.vector, itr->phys_point );
 
      // If point is not out of bounds, we have found the next lattice point
      const INT4 int_lower_ti = itr->int_lower[ti];
      const INT4 int_upper_ti = itr->int_upper[ti];
      if ( ( direction > 0 && int_point_ti <= int_upper_ti ) || ( direction < 0 && int_point_ti >= int_lower_ti ) ) {
        break;
      }
 
      // Move on to lower dimensions
      continue;
 
    }
 
    // Point was found, so increase index
    ++itr->index;
 
    // This dimension and higher have changed
    changed_ti = ti;
 
    // Higher dimensions need to be reset
    reset_ti = ti + 1;
 
  }
 
  // Reset parameter-space bounds and recompute physical point
  for ( size_t i = 0, ti = 0; i < n; ++i ) {
 
    // Get bound information for this dimension
    const LT_Bound *bound = &itr->tiling->bounds[i];
 
    // Get physical parameter-space origin in the current dimension
    const double phys_origin_i = gsl_vector_get( itr->tiling->phys_origin, i );
 
    // If not tiled, set current physical point to non-tiled parameter-space bound
    if ( !bound->is_tiled && ti >= reset_ti ) {
      double phys_lower = 0, phys_upper = 0;
      LT_CallBoundFunc( itr->tiling, i, itr->phys_point_cache, itr->phys_point, &phys_lower, &phys_upper );
      LT_SetPhysPoint( itr->tiling, itr->phys_point_cache, itr->phys_point, i, phys_lower );
    }
 
    // If tiled, reset parameter-space bounds
    if ( bound->is_tiled && ti >= reset_ti ) {
 
      // Find the parameter-space bounds on the current dimension
      gsl_vector_memcpy( itr->phys_sampl, itr->phys_point );
      double phys_lower = GSL_POSINF, phys_upper = GSL_NEGINF;
      if ( STRICT_BOUND_PADDING( bound ) || !bound->find_bound_extrema ) {
        LT_CallBoundFunc( itr->tiling, i, itr->phys_point_cache, itr->phys_sampl, &phys_lower, &phys_upper );
      } else {
        LT_FindBoundExtrema( itr->tiling, 0, i, itr->phys_sampl_cache, itr->phys_sampl, &phys_lower, &phys_upper );
      }
 
      // Add padding of a multiple of the extext of the metric ellipse bounding box, if requested
      {
        const double phys_bbox_i = gsl_vector_get( itr->tiling->phys_bbox, i );
        phys_lower -= bound->lower_bbox_pad * phys_bbox_i;
        phys_upper += bound->upper_bbox_pad * phys_bbox_i;
      }
 
      // Transform physical point in lower dimensions to generating integer offset
      double int_from_phys_point_i = 0;
      for ( size_t j = 0; j < i; ++j ) {
        const double int_from_phys_i_j = gsl_matrix_get( itr->tiling->int_from_phys, i, j );
        const double phys_point_j = gsl_vector_get( itr->phys_point, j );
        const double phys_origin_j = gsl_vector_get( itr->tiling->phys_origin, j );
        int_from_phys_point_i += int_from_phys_i_j * ( phys_point_j - phys_origin_j );
      }
 
      {
        // Transform physical bounds to generating integers
        const double int_from_phys_i_i = gsl_matrix_get( itr->tiling->int_from_phys, i, i );
        const double dbl_int_lower_i = int_from_phys_point_i + int_from_phys_i_i * ( phys_lower - phys_origin_i );
        const double dbl_int_upper_i = int_from_phys_point_i + int_from_phys_i_i * ( phys_upper - phys_origin_i );
 
        // Compute integer lower/upper bounds, rounded up/down to avoid extra boundary points
        feclearexcept( FE_ALL_EXCEPT );
        const INT4 int_lower_i = lround( ceil( dbl_int_lower_i ) );
        const INT4 int_upper_i = lround( floor( dbl_int_upper_i ) );
        XLAL_CHECK( fetestexcept( FE_INVALID ) == 0, XLAL_EFAILED, "Integer bounds on dimension #%zu are too large: %0.2e to %0.2e", i, dbl_int_lower_i, dbl_int_upper_i );
 
        // Set integer lower/upper bounds
        itr->int_lower[ti] = int_lower_i;
        itr->int_upper[ti] = GSL_MAX( int_lower_i, int_upper_i );
 
        // Add padding as a multiple of integer points, if requested
        itr->int_lower[ti] -= bound->lower_intp_pad;
        itr->int_upper[ti] += bound->upper_intp_pad;
      }
      const INT4 int_lower_i = itr->int_lower[ti];
      const INT4 int_upper_i = itr->int_upper[ti];
 
      // Get iteration direction
      INT4 direction = itr->direction[ti];
 
      // Only switch iteration direction:
      // - if this is an alternating iterator
      // - if iterator is in progress
      // - for iterated-over dimensions
      // - if there is more than one point in this dimension
      if ( itr->alternating && ( itr->state > 0 ) && ( ti < itr->tiled_itr_ndim ) && ( int_lower_i < int_upper_i ) ) {
        direction = -direction;
        itr->direction[ti] = direction;
      }
 
      // Set integer point to:
      // - lower or upper bound (depending on current direction) for iterated-over dimensions
      // - mid-point of integer bounds for non-iterated dimensions
      if ( ti < itr->tiled_itr_ndim ) {
        itr->int_point[ti] = ( direction > 0 ) ? int_lower_i : int_upper_i;
      } else {
        itr->int_point[ti] = ( int_lower_i + int_upper_i ) / 2;
      }
 
    }
 
    // If tiled, recompute current physical point from integer point
    if ( bound->is_tiled && ti >= changed_ti ) {
      double phys_point_i = phys_origin_i;
      for ( size_t tj = 0; tj < tn; ++tj ) {
        const size_t j = itr->tiling->tiled_idx[tj];
        const double phys_from_int_i_j = gsl_matrix_get( itr->tiling->phys_from_int, i, j );
        const INT4 int_point_tj = itr->int_point[tj];
        phys_point_i += phys_from_int_i_j * int_point_tj;
      }
      LT_SetPhysPoint( itr->tiling, itr->phys_point_cache, itr->phys_point, i, phys_point_i );
    }
 
    // Handle strict parameter space boundaries
    if ( STRICT_BOUND_PADDING( bound ) && ti >= changed_ti ) {
 
      // Get current physical point and bounds
      double phys_point_i = gsl_vector_get( itr->phys_point, i );
      double phys_lower = 0, phys_upper = 0;
      LT_CallBoundFunc( itr->tiling, i, itr->phys_point_cache, itr->phys_point, &phys_lower, &phys_upper );
 
      // If physical point outside lower bound, try to move just inside
      if ( phys_point_i < phys_lower ) {
        const double phys_from_int_i_i = gsl_matrix_get( itr->tiling->phys_from_int, i, i );
        const INT4 di = lround( ceil( ( phys_lower - phys_point_i ) / phys_from_int_i_i ) );
        itr->int_point[ti] += di;
        phys_point_i += phys_from_int_i_i * di;
      }
 
      // If physical point now outside upper bound, parameter space is narrower than step size:
      // - Set physical point to mid-point of parameter space bounds
      // - Set integer point to upper bound, so that next iteration will reset
      if ( phys_point_i > phys_upper ) {
        phys_point_i = 0.5 * ( phys_lower + phys_upper );
        itr->int_point[ti] = itr->int_upper[ti];
      }
 
      // Set physical point
      LT_SetPhysPoint( itr->tiling, itr->phys_point_cache, itr->phys_point, i, phys_point_i );
 
    }
 
    // Increment tiled dimension index
    if ( bound->is_tiled ) {
      ++ti;
    }
 
  }
 
  // Iterator is in progress
  itr->state = 1;
 
  // Optionally, copy current physical point
  if ( point != NULL ) {
    gsl_vector_memcpy( point, itr->phys_point );
  }
 
  // Return index of changed dimensions (offset from 1, since 0 is used to indicate no more points)
  return 1 + changed_ti;
 
}
 
int XLALNextLatticeTilingPoints(
  LatticeTilingIterator *itr,
  gsl_matrix **points
)
{
 
  // Check input
  XLAL_CHECK( itr != NULL, XLAL_EFAULT );
  XLAL_CHECK( points != NULL && *points != NULL, XLAL_EFAULT );
  XLAL_CHECK( ( *points )->size1 == itr->tiling->ndim, XLAL_EINVAL );
 
  // Fill 'points' with points from XLALNextLatticeTilingPoint(), but stop if there are none left
  size_t j = 0;
  for ( ; j < ( *points )->size2; ++j ) {
    gsl_vector_view point_j = gsl_matrix_column( *points, j );
    int retn = XLALNextLatticeTilingPoint( itr, &point_j.vector );
    XLAL_CHECK( retn >= 0, XLAL_EFUNC, "XLALNextLatticeTilingPoint() failed at j=%zu", j );
    if ( retn == 0 ) {
      break;
    }
  }
 
  // If there are fewer points than the size of 'points', resize 'points' to fit
  if ( 0 < j && j < ( *points )->size2 ) {
    gsl_matrix *GAMAT( new_points, ( *points )->size1, j );
    gsl_matrix_view points_view = gsl_matrix_submatrix( *points, 0, 0, ( *points )->size1, j );
    gsl_matrix_memcpy( new_points, &points_view.matrix );
    GFMAT( *points );
    *points = new_points;
  }
 
  return j;
 
}
 
UINT8 XLALTotalLatticeTilingPoints(
  const LatticeTilingIterator *itr
)
{
 
  // Check input
  XLAL_CHECK_VAL( 0, itr != NULL, XLAL_EFAULT );
 
  // Get lattice tiling statistics
  const LatticeTilingStats *stats = XLALLatticeTilingStatistics( itr->tiling, itr->itr_ndim - 1 );
  XLAL_CHECK_VAL( 0, stats != NULL, XLAL_EFUNC );
  XLAL_CHECK_VAL( 0, stats->total_points > 0, XLAL_EFUNC );
 
  return stats->total_points;
 
}
 
UINT8 XLALLatticeTilingPointsAtDimension(
  const LatticeTilingIterator *itr,
  const size_t dim
)
{
 
  // Check input
  XLAL_CHECK_VAL( 0, itr != NULL, XLAL_EFAULT );
 
  // Get lattice tiling statistics
  const LatticeTilingStats *stats = XLALLatticeTilingStatistics( itr->tiling, dim );
  XLAL_CHECK_VAL( 0, stats != NULL, XLAL_EFUNC );
  XLAL_CHECK_VAL( 0, stats->total_points > 0, XLAL_EFUNC );
 
  return stats->total_points;
 
}
 
UINT8 XLALCurrentLatticeTilingIndex(
  const LatticeTilingIterator *itr
)
{
 
  // Check input
  XLAL_CHECK_VAL( 0, itr != NULL, XLAL_EFAULT );
  XLAL_CHECK_VAL( 0, itr->state > 0, XLAL_EINVAL );
 
  return itr->index;
 
}
 
int XLALCurrentLatticeTilingBlock(
  const LatticeTilingIterator *itr,
  const size_t dim,
  INT4 *left,
  INT4 *right
)
{
 
  // Check input
  XLAL_CHECK( itr != NULL, XLAL_EFAULT );
  XLAL_CHECK( itr->state > 0, XLAL_EINVAL );
  XLAL_CHECK( dim < itr->tiling->ndim, XLAL_EINVAL );
  XLAL_CHECK( left != NULL, XLAL_EFAULT );
  XLAL_CHECK( right != NULL, XLAL_EFAULT );
 
  // Return indexes of left/right-most points in block relative to current point
  *left = *right = 0;
  for ( size_t ti = 0; ti < itr->tiling->tiled_ndim; ++ti ) {
    const size_t i = itr->tiling->tiled_idx[ti];
    if ( i == dim ) {
      *left = itr->int_lower[ti] - itr->int_point[ti];
      *right = itr->int_upper[ti] - itr->int_point[ti];
      break;
    }
  }
 
  return XLAL_SUCCESS;
 
}
 
int XLALSaveLatticeTilingIterator(
  const LatticeTilingIterator *itr,
  FITSFile *file,
  const char *name
)
{
 
  // Check input
  XLAL_CHECK( itr != NULL, XLAL_EFAULT );
  XLAL_CHECK( itr->state > 0, XLAL_EINVAL );
  XLAL_CHECK( file != NULL, XLAL_EFAULT );
  XLAL_CHECK( name != NULL, XLAL_EFAULT );
 
  const size_t n = itr->tiling->ndim;
 
  // Open FITS table for writing
  XLAL_CHECK( XLALFITSTableOpenWrite( file, name, "serialised lattice tiling iterator" ) == XLAL_SUCCESS, XLAL_EFUNC );
  XLAL_CHECK( LT_InitFITSRecordTable( file ) == XLAL_SUCCESS, XLAL_EFUNC );
 
  // Write FITS records to table
  for ( size_t i = 0, ti = 0; i < n; ++i ) {
 
    // Fill record
    LT_FITSRecord XLAL_INIT_DECL( record );
    {
      INT4 checksum = 0;
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].is_tiled, sizeof( itr->tiling->bounds[i].is_tiled ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].data_len, sizeof( itr->tiling->bounds[i].data_len ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), itr->tiling->bounds[i].data_lower, itr->tiling->bounds[i].data_len ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), itr->tiling->bounds[i].data_upper, itr->tiling->bounds[i].data_len ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].lower_bbox_pad, sizeof( itr->tiling->bounds[i].lower_bbox_pad ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].upper_bbox_pad, sizeof( itr->tiling->bounds[i].upper_bbox_pad ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].lower_intp_pad, sizeof( itr->tiling->bounds[i].lower_intp_pad ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].upper_intp_pad, sizeof( itr->tiling->bounds[i].upper_intp_pad ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      record.checksum = checksum;
    }
    record.phys_point = gsl_vector_get( itr->phys_point, i );
    if ( itr->tiling->bounds[i].is_tiled ) {
      record.int_point = itr->int_point[ti];
      record.int_lower = itr->int_lower[ti];
      record.int_upper = itr->int_upper[ti];
      record.direction = itr->direction[ti];
      ++ti;
    }
 
    // Write record
    XLAL_CHECK( XLALFITSTableWriteRow( file, &record ) == XLAL_SUCCESS, XLAL_EFUNC );
 
  }
 
  // Write tiling properties
  {
    UINT4 ndim = itr->tiling->ndim;
    XLAL_CHECK( XLALFITSHeaderWriteUINT4( file, "ndim", ndim, "number of parameter-space dimensions" ) == XLAL_SUCCESS, XLAL_EFUNC );
  } {
    UINT4 tiled_ndim = itr->tiling->tiled_ndim;
    XLAL_CHECK( XLALFITSHeaderWriteUINT4( file, "tiled_ndim", tiled_ndim, "number of tiled parameter-space dimensions" ) == XLAL_SUCCESS, XLAL_EFUNC );
  } {
    UINT4 lattice = itr->tiling->lattice;
    XLAL_CHECK( XLALFITSHeaderWriteUINT4( file, "lattice", lattice, "type of lattice to generate tiling with" ) == XLAL_SUCCESS, XLAL_EFUNC );
  }
 
  // Write iterator properties
  {
    UINT4 itr_ndim = itr->itr_ndim;
    XLAL_CHECK( XLALFITSHeaderWriteUINT4( file, "itr_ndim", itr_ndim, "number of parameter-space dimensions to iterate over" ) == XLAL_SUCCESS, XLAL_EFUNC );
  } {
    UINT4 tiled_itr_ndim = itr->tiled_itr_ndim;
    XLAL_CHECK( XLALFITSHeaderWriteUINT4( file, "tiled_itr_ndim", tiled_itr_ndim, "number of tiled parameter-space dimensions to iterate over" ) == XLAL_SUCCESS, XLAL_EFUNC );
  } {
    BOOLEAN alternating = itr->alternating;
    XLAL_CHECK( XLALFITSHeaderWriteBOOLEAN( file, "alternating", alternating, "if true, alternate iterator direction after every crossing" ) == XLAL_SUCCESS, XLAL_EFUNC );
  } {
    UINT4 state = itr->state;
    XLAL_CHECK( XLALFITSHeaderWriteUINT4( file, "state", state, "iterator state" ) == XLAL_SUCCESS, XLAL_EFUNC );
  } {
    UINT8 count = XLALTotalLatticeTilingPoints( itr );
    XLAL_CHECK( count > 0, XLAL_EFUNC );
    XLAL_CHECK( XLALFITSHeaderWriteUINT8( file, "count", count, "total number of lattice tiling points" ) == XLAL_SUCCESS, XLAL_EFUNC );
    UINT8 indx = itr->index;
    XLAL_CHECK( XLALFITSHeaderWriteUINT8( file, "index", indx, "index of current lattice tiling point" ) == XLAL_SUCCESS, XLAL_EFUNC );
  }
 
  return XLAL_SUCCESS;
 
}
 
int XLALRestoreLatticeTilingIterator(
  LatticeTilingIterator *itr,
  FITSFile *file,
  const char *name
)
{
 
  // Check input
  XLAL_CHECK( itr != NULL, XLAL_EFAULT );
  XLAL_CHECK( file != NULL, XLAL_EFAULT );
  XLAL_CHECK( name != NULL, XLAL_EFAULT );
 
  const size_t n = itr->tiling->ndim;
 
  // Open FITS table for reading
  UINT8 nrows = 0;
  XLAL_CHECK( XLALFITSTableOpenRead( file, name, &nrows ) == XLAL_SUCCESS, XLAL_EFUNC );
  XLAL_CHECK( nrows == ( UINT8 ) n, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
  XLAL_CHECK( LT_InitFITSRecordTable( file ) == XLAL_SUCCESS, XLAL_EFUNC );
 
  // Read and check tiling properties
  {
    UINT4 ndim;
    XLAL_CHECK( XLALFITSHeaderReadUINT4( file, "ndim", &ndim ) == XLAL_SUCCESS, XLAL_EFUNC );
    XLAL_CHECK( ndim == itr->tiling->ndim, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
  } {
    UINT4 tiled_ndim;
    XLAL_CHECK( XLALFITSHeaderReadUINT4( file, "tiled_ndim", &tiled_ndim ) == XLAL_SUCCESS, XLAL_EFUNC );
    XLAL_CHECK( tiled_ndim == itr->tiling->tiled_ndim, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
  } {
    UINT4 lattice;
    XLAL_CHECK( XLALFITSHeaderReadUINT4( file, "lattice", &lattice ) == XLAL_SUCCESS, XLAL_EFUNC );
    XLAL_CHECK( lattice == itr->tiling->lattice, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
  }
 
  // Read and check iterator properties
  {
    UINT4 itr_ndim;
    XLAL_CHECK( XLALFITSHeaderReadUINT4( file, "itr_ndim", &itr_ndim ) == XLAL_SUCCESS, XLAL_EFUNC );
    XLAL_CHECK( itr_ndim == itr->itr_ndim, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
  } {
    UINT4 tiled_itr_ndim;
    XLAL_CHECK( XLALFITSHeaderReadUINT4( file, "tiled_itr_ndim", &tiled_itr_ndim ) == XLAL_SUCCESS, XLAL_EFUNC );
    XLAL_CHECK( tiled_itr_ndim == itr->tiled_itr_ndim, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
  } {
    BOOLEAN alternating;
    XLAL_CHECK( XLALFITSHeaderReadBOOLEAN( file, "alternating", &alternating ) == XLAL_SUCCESS, XLAL_EFUNC );
    XLAL_CHECK( !alternating == !itr->alternating, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
  } {
    UINT4 state;
    XLAL_CHECK( XLALFITSHeaderReadUINT4( file, "state", &state ) == XLAL_SUCCESS, XLAL_EFUNC );
    itr->state = state;
  } {
    UINT8 count;
    XLAL_CHECK( XLALFITSHeaderReadUINT8( file, "count", &count ) == XLAL_SUCCESS, XLAL_EFUNC );
    XLAL_CHECK( count > 0, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
    UINT8 count_ref = XLALTotalLatticeTilingPoints( itr );
    XLAL_CHECK( count_ref > 0, XLAL_EFUNC );
    XLAL_CHECK( count == count_ref, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
    UINT8 indx;
    XLAL_CHECK( XLALFITSHeaderReadUINT8( file, "index", &indx ) == XLAL_SUCCESS, XLAL_EFUNC );
    XLAL_CHECK( indx < count_ref, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
    itr->index = indx;
  }
 
  // Read FITS records from table
  for ( size_t i = 0, ti = 0; i < n; ++i ) {
 
    // Read and check record
    LT_FITSRecord XLAL_INIT_DECL( record );
    XLAL_CHECK( XLALFITSTableReadRow( file, &record, &nrows ) == XLAL_SUCCESS, XLAL_EFUNC );
    {
      INT4 checksum = 0;
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].is_tiled, sizeof( itr->tiling->bounds[i].is_tiled ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].data_len, sizeof( itr->tiling->bounds[i].data_len ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), itr->tiling->bounds[i].data_lower, itr->tiling->bounds[i].data_len ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), itr->tiling->bounds[i].data_upper, itr->tiling->bounds[i].data_len ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].lower_bbox_pad, sizeof( itr->tiling->bounds[i].lower_bbox_pad ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].upper_bbox_pad, sizeof( itr->tiling->bounds[i].upper_bbox_pad ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].lower_intp_pad, sizeof( itr->tiling->bounds[i].lower_intp_pad ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( XLALPearsonHash( &checksum, sizeof( checksum ), &itr->tiling->bounds[i].upper_intp_pad, sizeof( itr->tiling->bounds[i].upper_intp_pad ) ) == XLAL_SUCCESS, XLAL_EFUNC );
      XLAL_CHECK( record.checksum == checksum, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
    }
    LT_SetPhysPoint( itr->tiling, itr->phys_point_cache, itr->phys_point, i, record.phys_point );
    if ( itr->tiling->bounds[i].is_tiled ) {
      itr->int_point[ti] = record.int_point;
      XLAL_CHECK( record.int_lower <= record.int_point, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
      itr->int_lower[ti] = record.int_lower;
      XLAL_CHECK( record.int_point <= record.int_upper, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
      itr->int_upper[ti] = record.int_upper;
      XLAL_CHECK( record.direction != 0, XLAL_EIO, "Could not restore iterator; invalid HDU '%s'", name );
      itr->direction[ti] = record.direction;
      ++ti;
    }
 
  }
 
  return XLAL_SUCCESS;
 
}
 
LatticeTilingLocator *XLALCreateLatticeTilingLocator(
  const LatticeTiling *tiling
)
{
 
  // Check input
  XLAL_CHECK_NULL( tiling != NULL, XLAL_EFAULT );
  XLAL_CHECK_NULL( tiling->lattice < TILING_LATTICE_MAX, XLAL_EINVAL );
 
  // Allocate memory
  LatticeTilingLocator *loc = XLALCalloc( 1, sizeof( *loc ) );
  XLAL_CHECK_NULL( loc != NULL, XLAL_ENOMEM );
 
  // Store reference to lattice tiling
  loc->tiling = tiling;
 
  // Set fields
  loc->ndim = tiling->ndim;
  loc->tiled_ndim = tiling->tiled_ndim;
 
  // Build index trie to enforce parameter-space bounds
  if ( loc->tiled_ndim > 0 ) {
 
    // Create iterator over the bounded dimensions (except for the highest dimension)
    LatticeTilingIterator *itr = XLALCreateLatticeTilingIterator( tiling, tiling->tiled_idx[tiling->tiled_ndim - 1] );
    XLAL_CHECK_NULL( itr != NULL, XLAL_EFUNC );
 
    const size_t tn = itr->tiling->tiled_ndim;
 
    // Allocate array of pointers to the next index trie in each dimension
    LT_IndexTrie *next[tn];
    memset( next, 0, sizeof( next ) );
 
    // Allocate array containing sequential indices for every dimension
    UINT8 indx[tn];
    memset( indx, 0, sizeof( indx ) );
 
    // Iterate over all points; XLALNextLatticeTilingPoint() returns the index
    // (offset from 1) of the lowest dimension where the current point has changed
    xlalErrno = 0;
    int changed_ti_p1;
    while ( ( changed_ti_p1 = XLALNextLatticeTilingPoint( itr, NULL ) ) > 0 ) {
      const size_t changed_ti = changed_ti_p1 - 1;
 
      // Iterate over all dimensions where the current point has changed
      for ( size_t tj = changed_ti; tj < tn; ++tj ) {
 
        // If next index trie pointer is NULL, it needs to be initialised
        if ( next[tj] == NULL ) {
 
          // Get a pointer to the index trie which needs to be built:
          // - if 'tj' is non-zero, we should use the struct pointed to by 'next' in the lower dimension
          // - otherwise, this is the first point of the tiling, so initialise the base index trie
          LT_IndexTrie *trie = NULL;
          if ( tj > 0 ) {
            trie = next[tj - 1];
          } else {
            trie = loc->index_trie = XLALCalloc( 1, sizeof( *trie ) );
            XLAL_CHECK_NULL( loc->index_trie != NULL, XLAL_ENOMEM );
          }
 
          // Save the lower and upper integer point bounds
          trie->int_lower = itr->int_lower[tj];
          trie->int_upper = itr->int_upper[tj];
 
          // Save the sequential index of the current point up to this dimension
          trie->index = indx[tj];
 
          if ( tj + 1 < tn ) {
 
            // If we are below the highest dimension, allocate a new
            // array of index tries for the next highest dimension
            const size_t next_length = trie->int_upper - trie->int_lower + 1;
            trie->next = XLALCalloc( next_length, sizeof( *trie->next ) );
            XLAL_CHECK_NULL( trie->next != NULL, XLAL_ENOMEM );
 
            // Point 'next[tj]' to this array, for higher dimensions to use
            next[tj] = trie->next;
 
          }
 
        } else {
 
          // Otherwise, advance to the next index trie in the array
          ++next[tj];
 
        }
 
        // If we are below the highest dimension, set 'next' in the next highest
        // dimension to NULL, so that on the next loop a new array will be created
        if ( tj + 1 < tn ) {
          next[tj + 1] = NULL;
        }
 
      }
 
      // Increment sequential index in every higher dimension
      for ( size_t tj = changed_ti; tj < tn; ++tj ) {
        ++indx[tj];
      }
      indx[tn - 1] += itr->int_upper[tn - 1] - itr->int_lower[tn - 1];
 
    }
    XLAL_CHECK_NULL( xlalErrno == 0, XLAL_EFUNC );
 
    // Cleanup
    XLALDestroyLatticeTilingIterator( itr );
 
  }
 
  return loc;
 
}
 
void XLALDestroyLatticeTilingLocator(
  LatticeTilingLocator *loc
)
{
  if ( loc ) {
    if ( loc->index_trie != NULL ) {
      LT_FreeIndexTrie( loc->index_trie );
      XLALFree( loc->index_trie );
    }
    XLALFree( loc );
  }
}
 
int XLALNearestLatticeTilingPoint(
  const LatticeTilingLocator *loc,
  const gsl_vector *point,
  gsl_vector *nearest_point,
  UINT8Vector *nearest_index
)
{
 
  // Check input
  XLAL_CHECK( loc != NULL, XLAL_EFAULT );
  XLAL_CHECK( point != NULL, XLAL_EFAULT );
  XLAL_CHECK( point->size == loc->ndim, XLAL_EINVAL );
  XLAL_CHECK( nearest_point == NULL || nearest_point->size == loc->ndim, XLAL_EINVAL );
  XLAL_CHECK( nearest_index == NULL || nearest_index->data != NULL, XLAL_EFAULT );
  XLAL_CHECK( nearest_index == NULL || nearest_index->length == loc->ndim, XLAL_EINVAL );
 
  const size_t n = loc->ndim;
 
  // Create local vector/matrix view for 'point'
  double local_point_array[n];
  gsl_vector_view local_point_vector = gsl_vector_view_array( local_point_array, n );
  gsl_matrix_view local_point_matrix = gsl_matrix_view_array( local_point_array, n, 1 );
  gsl_vector *local_point = &local_point_vector.vector;
  gsl_matrix *local_points = &local_point_matrix.matrix;
 
  // Create local vector/matrix view for 'nearest_point'
  double local_nearest_point_array[n];
  gsl_vector_view local_nearest_point_vector = gsl_vector_view_array( local_nearest_point_array, n );
  gsl_matrix_view local_nearest_point_matrix = gsl_matrix_view_array( local_nearest_point_array, n, 1 );
  gsl_vector *local_nearest_point = &local_nearest_point_vector.vector;
  gsl_matrix *local_nearest_points = &local_nearest_point_matrix.matrix;
 
  // Create local vector sequence view of 'nearest_index', if required
  UINT8VectorSequence nearest_indexes;
  UINT8VectorSequence *nearest_indexes_ptr = NULL;
  if ( nearest_index != NULL ) {
    nearest_indexes.vectorLength = n;
    nearest_indexes.length = 1;
    nearest_indexes.data = nearest_index->data;
    nearest_indexes_ptr = &nearest_indexes;
  }
 
  // Call LT_FindNearestPoints()
  gsl_vector_memcpy( local_point, point );
  XLAL_CHECK( LT_FindNearestPoints( loc, local_points, local_nearest_points, nearest_indexes_ptr, NULL, NULL ) == XLAL_SUCCESS, XLAL_EFUNC );
  if ( nearest_point != NULL ) {
    gsl_vector_memcpy( nearest_point, local_nearest_point );
  }
 
  return XLAL_SUCCESS;
 
}
 
int XLALNearestLatticeTilingPoints(
  const LatticeTilingLocator *loc,
  const gsl_matrix *points,
  gsl_matrix **nearest_points,
  UINT8VectorSequence **nearest_indexes
)
{
 
  // Check input
  XLAL_CHECK( loc != NULL, XLAL_EFAULT );
  XLAL_CHECK( points != NULL, XLAL_EFAULT );
  XLAL_CHECK( points->size1 == loc->ndim, XLAL_EINVAL );
  XLAL_CHECK( nearest_points != NULL, XLAL_EFAULT );
 
  const size_t n = loc->ndim;
  const size_t num_points = points->size2;
 
  // Resize or allocate nearest points matrix, if required, and create view of correct size
  if ( *nearest_points != NULL ) {
    if ( ( *nearest_points )->size1 != n || ( *nearest_points )->size2 < num_points ) {
      GFMAT( *nearest_points );
      *nearest_points = NULL;
    }
  }
  if ( *nearest_points == NULL ) {
    GAMAT( *nearest_points, n, num_points );
  }
  gsl_matrix_view nearest_points_view = gsl_matrix_submatrix( *nearest_points, 0, 0, n, num_points );
 
  // Resize or allocate nearest sequential index vector sequence, if required
  if ( nearest_indexes != NULL ) {
    if ( *nearest_indexes != NULL ) {
      if ( ( *nearest_indexes )->vectorLength != n || ( *nearest_indexes )->length < num_points ) {
        XLALDestroyUINT8VectorSequence( *nearest_indexes );
        *nearest_indexes = NULL;
      }
    }
    if ( *nearest_indexes == NULL ) {
      *nearest_indexes = XLALCreateUINT8VectorSequence( n, num_points );
      XLAL_CHECK( *nearest_indexes != NULL, XLAL_ENOMEM );
    }
  }
  UINT8VectorSequence *nearest_indexes_view = ( nearest_indexes != NULL ) ? *nearest_indexes : NULL;
 
  // Call LT_FindNearestPoints()
  XLAL_CHECK( LT_FindNearestPoints( loc, points, &nearest_points_view.matrix, nearest_indexes_view, NULL, NULL ) == XLAL_SUCCESS, XLAL_EFUNC );
 
  return XLAL_SUCCESS;
 
}
 
int XLALNearestLatticeTilingBlock(
  const LatticeTilingLocator *loc,
  const gsl_vector *point,
  const size_t dim,
  gsl_vector *nearest_point,
  UINT8 *nearest_index,
  INT4 *nearest_left,
  INT4 *nearest_right
)
{
 
  // Check input
  XLAL_CHECK( loc != NULL, XLAL_EFAULT );
  XLAL_CHECK( point != NULL, XLAL_EFAULT );
  XLAL_CHECK( point->size == loc->ndim, XLAL_EINVAL );
  XLAL_CHECK( dim < loc->ndim, XLAL_EINVAL );
  XLAL_CHECK( nearest_point != NULL, XLAL_EFAULT );
  XLAL_CHECK( nearest_point->size == loc->ndim, XLAL_EINVAL );
  XLAL_CHECK( nearest_index != NULL, XLAL_EFAULT );
  XLAL_CHECK( nearest_left != NULL, XLAL_EFAULT );
  XLAL_CHECK( nearest_right != NULL, XLAL_EFAULT );
 
  const size_t n = loc->ndim;
 
  // Create local vector/matrix view for 'point'
  double local_point_array[n];
  gsl_vector_view local_point_vector = gsl_vector_view_array( local_point_array, n );
  gsl_matrix_view local_point_matrix = gsl_matrix_view_array( local_point_array, n, 1 );
  gsl_vector *local_point = &local_point_vector.vector;
  gsl_matrix *local_points = &local_point_matrix.matrix;
 
  // Create local vector/matrix view for 'nearest_point'
  double local_nearest_point_array[n];
  gsl_vector_view local_nearest_point_vector = gsl_vector_view_array( local_nearest_point_array, n );
  gsl_matrix_view local_nearest_point_matrix = gsl_matrix_view_array( local_nearest_point_array, n, 1 );
  gsl_vector *local_nearest_point = &local_nearest_point_vector.vector;
  gsl_matrix *local_nearest_points = &local_nearest_point_matrix.matrix;
 
  // Create local vectors for sequential indexes and number of left/right points
  UINT8 nearest_indexes_data[n];
  UINT8VectorSequence nearest_indexes = { .length = 1, .vectorLength = n, .data = &nearest_indexes_data[0] };
  INT4 nearest_lefts_data[n];
  INT4VectorSequence nearest_lefts = { .length = 1, .vectorLength = n, .data = &nearest_lefts_data[0] };
  INT4 nearest_rights_data[n];
  INT4VectorSequence nearest_rights = { .length = 1, .vectorLength = n, .data = &nearest_rights_data[0] };
 
  // Call LT_FindNearestPoints()
  gsl_vector_memcpy( local_point, point );
  XLAL_CHECK( LT_FindNearestPoints( loc, local_points, local_nearest_points, &nearest_indexes, &nearest_lefts, &nearest_rights ) == XLAL_SUCCESS, XLAL_EFUNC );
  gsl_vector_memcpy( nearest_point, local_nearest_point );
  *nearest_index = ( dim > 0 ) ? nearest_indexes_data[dim - 1] : 0;
  *nearest_left = nearest_lefts_data[dim];
  *nearest_right = nearest_rights_data[dim];
 
  return XLAL_SUCCESS;
 
}
 
int XLALPrintLatticeTilingIndexTrie(
  const LatticeTilingLocator *loc,
  FILE *file
)
{
 
  // Check input
  XLAL_CHECK( loc != NULL, XLAL_EFAULT );
  XLAL_CHECK( file != NULL, XLAL_EFAULT );
 
  const size_t tn = loc->tiled_ndim;
 
  // Return if index trie is NULL
  if ( tn == 0 || loc->index_trie == NULL ) {
    fprintf( file, "WARNING: index trie is NULL\n" );
    return XLAL_SUCCESS;
  }
 
  // Print index trie
  INT4 int_lower[tn];
  LT_PrintIndexTrie( loc->tiling, loc->index_trie, 0, file, int_lower );
 
  return XLAL_SUCCESS;
 
}
 
// Local Variables:
// c-file-style: "linux"
// c-basic-offset: 2
// End: