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else if (ai==1) val = sign * (-0.416666666666667);
else if (ai==2) val = sign * (-0.041666666666667);
break;
case 6:
if (!ai) val = 0.0;
else if (ai==1) val = sign * (-0.376302083333333);
else if (ai==2) val = sign * (-0.061458333333334);
else if (ai==3) val = sign * (-2.604166666666667e-04);
break;
case 7:
if (!ai) val = 0.0;
else if (ai==1) val = sign * (-0.340277777777778);
else if (ai==2) val = sign * (-0.077777777777778);
else if (ai==3) val = sign * (-0.001388888888889);
break;
default:
throw SplinterpolatorException("get_dwgt_at_i: invalid order spline");
}
/////////////////////////////////////////////////////////////////////
//
// Returns the weight for a spline at coordinate x, where x is relative
// to the centre of the spline.
//
/////////////////////////////////////////////////////////////////////
template<class T>
double Splinterpolator<T>::get_wgt(double x) const
{
double val = 0.0;
double ax = std::abs(x); // Kernels all symmetric
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switch (_order) {
case 0:
if (ax < 0.5) val = 1.0;
break;
case 1:
if (ax < 1) val = 1-ax;;
break;
case 2:
if (ax < 0.5) val = 0.75-ax*ax;
else if (ax < 1.5) val = 0.5*(1.5-ax)*(1.5-ax);
break;
case 3:
if (ax < 1) val = 2.0/3.0 + 0.5*ax*ax*(ax-2);
else if (ax < 2) { ax = 2-ax; val = (1.0/6.0)*(ax*ax*ax); }
break;
case 4:
if (ax < 0.5) { ax *= ax; val = (115.0/192.0) + ax*((2.0*ax-5.0)/8.0); }
else if (ax < 1.5) val = (55.0/96.0) + ax*(ax*(ax*((5.0-ax)/6.0) - 1.25) + 5.0/24.0);
else if (ax < 2.5) { ax -= 2.5; ax *= ax; val = (1.0/24.0)*ax*ax; }
break;
case 5:
if (ax < 1) { double xx = ax*ax; val = 0.55 + xx*(xx*((3.0-ax)/12.0) - 0.5); }
else if (ax < 2) val = 0.425 + ax*(ax*(ax*(ax*((ax-9.0)/24.0) + 1.25) - 1.75) + 0.625);
else if (ax < 3) { ax = 3-ax; double xx = ax*ax; val = (1.0/120.0)*ax*xx*xx; }
break;
case 6:
if (ax < 0.5) { ax *= ax; val = (5887.0/11520.0) + ax*(ax*((21.0-4.0*ax)/144.0) -77.0/192.0); }
else if (ax < 1.5) val = 7861.0/15360.0 + ax*(ax*(ax*(ax*(ax*((ax - 7.0)/48.0) + 0.328125) - 35.0/288.0) - 91.0/256.0) -7.0/768.0);
else if (ax < 2.5) val = 1379.0/7680.0 + ax*(ax*(ax*(ax*(ax*((14.0-ax)/120.0) - 0.65625) + 133.0/72.0) - 2.5703125) + 1267.0/960.0);
else if (ax < 3.5) { ax -= 3.5; ax *= ax*ax; val = (1.0/720.0) * ax*ax; }
break;
case 7:
if (ax < 1) { double xx = ax*ax; val = 151.0/315.0 + xx*(xx*(xx*((ax-4.0)/144.0) + 1.0/9.0) - 1.0/3.0); }
else if (ax < 2) val = 103.0/210.0 + ax*(ax*(ax*(ax*(ax*(ax*((12.0-ax)/240.0) -7.0/30.0) + 0.5) - 7.0/18.0) - 0.1) -7.0/90.0);
else if (ax < 3) val = ax*(ax*(ax*(ax*(ax*(ax*((ax-20.0)/720.0) + 7.0/30.0) - 19.0/18.0) + 49.0/18.0) - 23.0/6.0) + 217.0/90.0) - 139.0/630.0;
else if (ax < 4) { ax = 4-ax; double xxx=ax*ax*ax; val = (1.0/5040.0)*ax*xxx*xxx; }
break;
default:
throw SplinterpolatorException("get_wgt: invalid order spline");
}
return(val);
}
/////////////////////////////////////////////////////////////////////
//
// Returns the weight for the first derivative of a spline at
// coordinate x, where x is relative to the centre of the spline.
//
/////////////////////////////////////////////////////////////////////
template<class T>
double Splinterpolator<T>::get_dwgt(double x) const
{
double val = 0.0;
double ax = std::abs(x); // Kernels all anti-symmetric
int sign = (ax) ? static_cast<int>(x/ax) : 1; // Arbitrary choice for when x=0
switch (_order) {
throw SplinterpolatorException("get_dwgt: invalid order spline");
case 2:
if (ax < 0.5) val = sign * -2.0*ax;
else if (ax < 1.5) val = sign * (-1.5 + ax);
break;
case 3:
if (ax < 1) val = sign * (1.5*ax*ax - 2.0*ax);
else if (ax < 2) { ax = 2-ax; val = sign * -0.5*ax*ax; }
break;
case 4:
if (ax < 0.5) val = sign * (ax*ax*ax - 1.25*ax);
else if (ax < 1.5) val = sign * (5.0/24.0 - ax*(2.5 - ax*(2.5 - (2.0/3.0)*ax)));
else if (ax < 2.5) { ax -= 2.5; val = sign * (1.0/6.0)*ax*ax*ax; }
break;
case 5:
if (ax < 1) val = sign * ax*(ax*(ax*(1-(5.0/12.0)*ax)) - 1);
else if (ax < 2) val = sign * (0.625 - ax*(3.5 - ax*(3.75 - ax*(1.5 - (5.0/24.0)*ax))));
else if (ax < 3) { ax -= 3; ax = ax*ax; val = sign * (-1.0/24.0)*ax*ax; }
break;
case 6:
if (ax < 0.5) { double xx = ax*ax; val = sign * ax*(xx*((7.0/12) - (1.0/6.0)*xx) - (77.0/96.0)); }
else if (ax < 1.5) {double xx = ax*ax; val = sign * (ax*(xx*(0.1250*xx + 1.3125) - 0.7109375) - xx*((35.0/48.0)*xx + (35.0/96.0)) - (7.0/768.0)); }
else if (ax < 2.5) { double xx = ax*ax; val = sign * ((1267.0/960.0) - ax*(xx*(0.05*xx + (21.0/8.0)) + (329.0/64.0)) + xx*((7.0/12.0)*xx + (133.0/24.0))); }
else if (ax < 3.5) { ax -= 3.5; double xx = ax*ax; val = sign * (1.0/120.0)*xx*xx*ax; }
break;
case 7:
if (ax < 1) { double xx = ax*ax; val = sign * ax*(xx*(xx*((7.0/144.0)*ax - (1.0/6.0)) + 4.0/9.0) - 2.0/3.0); }
else if (ax < 2) { double xx = ax*ax; val = sign * (ax*(xx*(xx*0.3 + 2.0) - 0.2) - xx*(xx*(xx*(7.0/240.0) + (7.0/6.0)) + (7.0/6.0)) - (7.0/90.0)); }
else if (ax < 3) { double xx = ax*ax; val = sign * (1.0/720.0)*(xx - 4.0*ax + 2.0)*(7.0*xx*xx - 92.0*xx*ax + 458.0*xx - 1024.0*ax + 868.0); }
else if (ax < 4) { ax = 4-ax; ax = ax*ax*ax; val = sign * (-1.0/720.0)*ax*ax; }
break;
default:
throw SplinterpolatorException("get_dwgt: invalid order spline");
}
return(val);
}
template<class T>
inline void Splinterpolator<T>::get_dwgt1(const double * const *wgts, const double * const *dwgts,
const unsigned int *dd, unsigned int nd, unsigned int k,
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unsigned int l, unsigned int m, double wgt1, double *dwgt1) const
{
for (unsigned int i=0; i<nd; i++) {
switch (dd[i]) {
case 2:
dwgt1[i] = wgts[4][m] * wgts[3][l] * dwgts[2][k];
break;
case 3:
dwgt1[i] = wgts[4][m] * dwgts[3][l] * wgts[2][k];
break;
case 4:
dwgt1[i] = dwgts[4][m] * wgts[3][l] * wgts[2][k];
break;
default:
dwgt1[i] = wgt1;
break;
}
}
}
template<class T>
inline std::pair<double,double> Splinterpolator<T>::range() const
{
std::pair<double,double> rng(0.0,0.0);
rng.second = static_cast<double>(_order+1.0)/2.0;
rng.first = - rng.second;
return(rng);
}
/////////////////////////////////////////////////////////////////////
//
// Returns the value of the coefficient indexed by indx. Unlike the
// public Coef() this routine allows indexing outside the valid
// volume, returning values that are dependent on the extrapolation
// model when these are encountered.
//
// N.B. May change value of input index N.B.
//
/////////////////////////////////////////////////////////////////////

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template<class T>
inline unsigned int Splinterpolator<T>::indx2indx(int indx, unsigned int d) const
{
if (d > (_ndim-1)) return(0);
if (indx >= 0 && indx < static_cast<int>(_dim[d])) return(indx);
int dim = static_cast<int>(_dim[d]); // To ensure right behaviour of integer division

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if (_et[d] == Constant) {
if (indx < 0) indx = 0;
else if (indx >= dim) indx = dim-1;
}
else if (_et[d] == Zeros || _et[d] == Mirror) {
while (indx < 0) indx = 2*dim*((indx+1)/dim) - 1 - indx;

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while (indx >= dim) indx = 2*dim*(indx/dim) - 1 - indx;
}
else if (_et[d] == Periodic) {
while (indx < 0) indx += dim;
while (indx >= dim) indx -= dim;
}
return(static_cast<unsigned int>(indx));

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/*

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template<class T>
inline unsigned int Splinterpolator<T>::indx2indx(int indx, unsigned int d) const
{
if (d > (_ndim-1)) return(0);
// cout << "indx in = " << indx << endl;
if (indx < 0) {
switch (_et[d]) {
case Constant:
indx = 0;
break;
case Zeros: case Mirror:
indx = (indx%int(_dim[d])) ? -indx%int(_dim[d]) : 0;
break;
case Periodic:
indx = (indx%int(_dim[d])) ? _dim[d]+indx%int(_dim[d]) : 0;
break;
default:
break;
}
}
else if (indx >= static_cast<int>(_dim[d])) {
switch (_et[d]) {
case Constant:
indx = _dim[d]-1;
break;
case Zeros: case Mirror:
indx = 2*_dim[d] - (_dim[d]+indx%int(_dim[d])) - 2;
break;
case Periodic:
indx = indx%int(_dim[d]);
break;
default:
break;
}
}
// cout << "indx out = " << indx << endl;
return(indx);
}

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*/

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// The next routine is defunct and will be moved out of this file.
/*
template<class T>
inline unsigned int Splinterpolator<T>::indx2indx(int indx, unsigned int d) const
{
if (d > (_ndim-1)) return(0);
if (indx < 0) {
switch (_et[d]) {
case Constant:
return(0);
break;
case Zeros: case Mirror:

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return((indx%int(_dim[d])) ? -1-indx%int(_dim[d]) : _dim[d]-1);
return((indx%int(_dim[d])) ? _dim[d]+indx%int(_dim[d]) : 0);
break;
default:
break;
}
}
else if (indx >= static_cast<int>(_dim[d])) {
switch (_et[d]) {
case Constant:
return(_dim[d]-1);
break;
case Zeros: case Mirror:
return(2*_dim[d] - (_dim[d]+indx%int(_dim[d])) - 1);
return(indx%int(_dim[d]));
break;
default:
break;
}
}
return(indx);
}

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*/
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template<class T>
unsigned int Splinterpolator<T>::indx2linear(int k, int l, int m) const
{
if (_ndim < 3) return(0);
int lindx = 0;
if (_ndim>4) lindx = indx2indx(m,4);
if (_ndim>3) lindx = _dim[3]*lindx + indx2indx(l,3);
lindx = _dim[0]*_dim[1]*(_dim[2]*lindx + indx2indx(k,2));
return(lindx);
}
template<class T>
inline unsigned int Splinterpolator<T>::add2linear(unsigned int lin, int j) const
{
if (_ndim < 2) return(lin);
else return(lin + _dim[0]*indx2indx(j,1));
}
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template<class T>
T Splinterpolator<T>::coef(int *indx) const
{
// First fix any outside-volume indicies
for (unsigned int i=0; i<_ndim; i++) {
if (indx[i] < 0) {
switch (_et[i]) {
case Zeros:
return(static_cast<T>(0));
case Constant:
indx[i] = 0;
break;
case Mirror:
indx[i] = 1-indx[i];
break;
case Periodic:
indx[i] = _dim[i]+indx[i];
break;
default:
break;
}
}
else if (indx[i] >= static_cast<int>(_dim[i])) {
switch (_et[i]) {
case Zeros:
return(static_cast<T>(0));
case Constant:
indx[i] = _dim[i]-1;
break;
case Mirror:
indx[i] = 2*_dim[i]-indx[i]-1;
break;
case Periodic:
indx[i] = indx[i]-_dim[i];
break;
default:
break;
}
}
}
// Now make linear index
unsigned int lindx=indx[_ndim-1];
for (int i=_ndim-2; i>=0; i--) lindx = _dim[i]*lindx + indx[i];
return(coef_ptr()[lindx]);
}
template<class T>
bool Splinterpolator<T>::should_be_zero(const double *coord) const
{
for (unsigned int i=0; i<_ndim; i++) {
if (_et[i] == Zeros && (coord[i] < 0 || coord[i] > (_dim[i]-1))) return(true);
}
return(false);
}
template<class T>
unsigned int Splinterpolator<T>::n_nonzero(const unsigned int *vec) const
{
unsigned int n=0;
for (unsigned int i=0; i<_ndim; i++) if (vec[i]) n++;
return(n);
}
/////////////////////////////////////////////////////////////////////
//
// Takes care of the "common" tasks when constructing a
// Splinterpolator object. Called by constructors and by .Set()
//
/////////////////////////////////////////////////////////////////////
template<class T>
void Splinterpolator<T>::common_construction(
const T *data_or_coefs,
const std::vector<unsigned int>& dim,
unsigned int order,
double prec,
const std::vector<ExtrapolationType>& et,
bool copy,
bool data_are_coefs)
{
if (!dim.size()) throw SplinterpolatorException("common_construction: data has zeros dimensions");
if (dim.size() > 5) throw SplinterpolatorException("common_construction: data cannot have more than 5 dimensions");
if (dim.size() != et.size()) throw SplinterpolatorException("common_construction: dim and et must have the same size");
for (unsigned int i=0; i<dim.size(); i++) if (!dim[i]) throw SplinterpolatorException("common_construction: data cannot have zeros size in any direction");
if (order > 7) throw SplinterpolatorException("common_construction: spline order must be lesst than 7");
if (!data_or_coefs) throw SplinterpolatorException("common_construction: zero data pointer");
_order = order;
_prec = prec;
_dim.resize(5);
_ndim = dim.size();
for (unsigned int i=0; i<5; i++) _dim[i] = (i < dim.size()) ? dim[i] : 1;
_own_coef = calc_coef(data_or_coefs,copy,data_are_coefs);
_valid = true;
}
/////////////////////////////////////////////////////////////////////
//
// Takes care of the "common" tasks when copy-constructing
// and when assigning.
//
/////////////////////////////////////////////////////////////////////
template<class T>
void Splinterpolator<T>::assign(const Splinterpolator<T>& src)
{
_valid = src._valid;
_own_coef = src._own_coef;
_cptr = src._cptr;
_order = src._order;
_ndim = src._ndim;

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_nthr = src._nthr;
_prec = src._prec;
_dim = src._dim;
_et = src._et;
if (_own_coef) { // If we need to do a deep copy
unsigned int ts = 1;
for (unsigned int i=0; i<_ndim; i++) ts *= _dim[i];
_coef = new T[ts];
memcpy(_coef,src._coef,ts*sizeof(T));
}
}
/////////////////////////////////////////////////////////////////////
//
// Performs deconvolution, converting signal to spline coefficients.
//
/////////////////////////////////////////////////////////////////////
template<class T>
bool Splinterpolator<T>::calc_coef(const T *data_or_coefs, bool copy, bool data_are_coefs)
if (_order < 2 && !copy) { _cptr = data_or_coefs; return(false); }
// Allocate memory and put the original data into _coef
unsigned int ts=1;
for (unsigned int i=0; i<_dim.size(); i++) ts *= _dim[i];
memcpy(_coef,data_or_coefs,ts*sizeof(T));
if (_order < 2) return(true); // If nearest neighbour or linear, that's all we need
// Loop over all non-singleton dimensions and deconvolve along them
//
std::vector<unsigned int> tdim(_dim.size()-1,0);
for (unsigned int cdir=0; cdir<_dim.size(); cdir++) {
if (_dim[cdir] > 1) deconv_along(cdir);
/////////////////////////////////////////////////////////////////////
//
// Performs deconvolution along one of the dimensions, visiting
// all points along the other dimensions.
//
/////////////////////////////////////////////////////////////////////
template<class T>
void Splinterpolator<T>::deconv_along(unsigned int dim)
{
// Set up to reflect "missing" dimension
//
std::vector<unsigned int> rdim(4,1); // Sizes along remaining dimensions
std::vector<unsigned int> rstep(4,1); // Step-sizes (in "volume") of remaining dimensions
unsigned int mdim = 1; // Size along "missing" dimension
unsigned int mstep = 1; // Step-size along "missing" dimension
for (unsigned int i=0, j=0, ss=1; i<5; i++) {
if (i == dim) { // If it is our "missing" dimension
mdim = _dim[i];
mstep = ss;
}
else {
rdim[j] = _dim[i];
rstep[j++] = ss;
}
ss *= _dim[i];
}

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if (_nthr==1) { // If we are to run single-threaded
SplineColumn col(mdim,mstep); // Column helps us do the job
for (unsigned int l=0; l<rdim[3]; l++) {
for (unsigned int k=0; k<rdim[2]; k++) {
for (unsigned int j=0; j<rdim[1]; j++) {
T *dp = _coef + l*rstep[3] + k*rstep[2] + j*rstep[1];
for (unsigned int i=0; i<rdim[0]; i++, dp+=rstep[0]) {
col.Get(dp); // Extract a column from the volume
col.Deconv(_order,_et[dim],_prec); // Deconvolve it
col.Set(dp); // Put back the deconvolved column
}
}
}
}
}
else { // We are running multi-threaded
std::vector<std::thread> threads(_nthr-1); // + main thread makes _nthr
for (unsigned int t=0; t<_nthr-1; t++) {
threads[t] = std::thread(&Splinterpolator::deconv_along_mt_helper,this,dim,mdim,mstep,t,_nthr,std::ref(rdim),std::ref(rstep));
}
deconv_along_mt_helper(dim,mdim,mstep,_nthr-1,_nthr,rdim,rstep);
std::for_each(threads.begin(),threads.end(),std::mem_fn(&std::thread::join)); // Join the threads
}
return;
}

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template<class T>
void Splinterpolator<T>::deconv_along_mt_helper(unsigned int dim,
unsigned int mdim,
unsigned int mstep,

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unsigned int offset, // Offset into parallel dimension
unsigned int step, // Step size in parallel dimension
const std::vector<unsigned int>& rdim,
const std::vector<unsigned int>& rstep)
{
SplineColumn col(mdim,mstep); // Column helps us do the job
for (unsigned int l=0; l<rdim[3]; l++) {
for (unsigned int k=0; k<rdim[2]; k++) {
for (unsigned int j=0; j<rdim[1]; j++) {

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T *dp = _coef + l*rstep[3] + k*rstep[2] + j*rstep[1] + offset*rstep[0];
for (unsigned int i=offset; i<rdim[0]; i+=step, dp+=step*rstep[0]) {
col.Get(dp); // Extract a column from the volume
col.Deconv(_order,_et[dim],_prec); // Deconvolve it
col.Set(dp); // Put back the deconvolved column
}
}
}
}
return;
}
/////////////////////////////////////////////////////////////////////
//
// Here starts private member functions for SplineColumn
//
/////////////////////////////////////////////////////////////////////
/////////////////////////////////////////////////////////////////////
//
// This function returns the poles and scale-factors for splines
// of order 2--7. The values correspond to those found in
// table 1 in Unsers 1993 paper:
// B-spline signal processing. II. Efficiency design and applications
// The actual values have been taken from
// http://bigwww.epfl.ch/thevenaz/interpolation/coeff.c
//
/////////////////////////////////////////////////////////////////////
template<class T>
unsigned int Splinterpolator<T>::SplineColumn::get_poles(unsigned int order, double *z, unsigned int *sf) const
{
unsigned int np = 0; // # of poles
switch (order) {
case 2:
np = 1;
z[0] = 2.0*std::sqrt(2.0) - 3.0;
*sf = 8;
break;
case 3:
np = 1;
z[0] = std::sqrt(3.0) - 2.0;
*sf = 6;
break;
case 4:
np = 2;
z[0] = std::sqrt(664.0 - std::sqrt(438976.0)) + std::sqrt(304.0) - 19.0;
z[1] = std::sqrt(664.0 + std::sqrt(438976.0)) - std::sqrt(304.0) - 19.0;
*sf = 384;
break;
case 5:
np = 2;
z[0] = std::sqrt(135.0 / 2.0 - std::sqrt(17745.0 / 4.0)) + std::sqrt(105.0 / 4.0) - 13.0 / 2.0;
z[1] = std::sqrt(135.0 / 2.0 + std::sqrt(17745.0 / 4.0)) - std::sqrt(105.0 / 4.0) - 13.0 / 2.0;
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
*sf = 120;
break;
case 6:
np = 3;
z[0] = -0.48829458930304475513011803888378906211227916123938;
z[1] = -0.081679271076237512597937765737059080653379610398148;
z[2] = -0.0014141518083258177510872439765585925278641690553467;
*sf = 46080;
break;
case 7:
np = 3;
z[0] = -0.53528043079643816554240378168164607183392315234269;
z[1] = -0.12255461519232669051527226435935734360548654942730;
z[2] = -0.0091486948096082769285930216516478534156925639545994;
*sf = 5040;
break;
default:
throw SplinterpolatorException("SplineColumn::get_poles: invalid order of spline");
}
return(np);
}
/////////////////////////////////////////////////////////////////////
//
// Initialises the first value for the forward sweep. The initialisation
// will always be an approximation (this is where the "infinite" in IIR
// breaks down) so the value will be calculated to a predefined precision.
//
/////////////////////////////////////////////////////////////////////
template<class T>
double Splinterpolator<T>::SplineColumn::init_fwd_sweep(double z, ExtrapolationType et, double prec) const
{
//
// Move logs away from here after debugging
//
unsigned int n = static_cast<unsigned int>((std::log(prec)/std::log(std::abs(z))) + 1.5);
n = (n > _sz) ? _sz : n;
double iv = _col[0];
if (et == Periodic) {
double *ptr=&_col[_sz-1];
double z2i=z;
for (unsigned int i=1; i<n; i++, ptr--, z2i*=z) iv += z2i * *ptr;
}
else {
double z2i=z;
for (unsigned int i=1; i<n; i++, ptr++, z2i*=z) iv += z2i * *ptr;
}
/////////////////////////////////////////////////////////////////////
//
// Initialises the first value for the backward sweep. The initialisation
// will always be an approximation (this is where the "infinite" in IIR
// breaks down) so the value will be calculated to a predefined precision.
//
/////////////////////////////////////////////////////////////////////
template<class T>
double Splinterpolator<T>::SplineColumn::init_bwd_sweep(double z, double lv, ExtrapolationType et, double prec) const
{
double iv = 0.0;
unsigned int n = static_cast<unsigned int>((std::log(prec)/std::log(std::abs(z))) + 1.5);
n = (n > _sz) ? _sz : n;
iv = z * _col[_sz-1];
double z2i = z*z;
double *ptr=_col;
for (unsigned int i=1; i<n; i++, ptr++, z2i*=z) {
iv += z2i * *ptr;
}
iv /= (z2i-1.0);
}
else {
iv = -z/(1.0-z*z) * (2.0*_col[_sz-1] - lv);
}
return(iv);
}
} // End namespace SPLINTERPOLATOR
#endif // End #ifndef splinterpolator.h