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gr-digitalhf/lib/rls.cc

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// -*- C++ -*-
#include <cassert>
#include "rls.hpp"
#include <volk/volk.h>
namespace gr {
namespace digitalhf {
filter_update::sptr rls::make(float delta, float lambda) {
return filter_update::sptr(new rls(delta, lambda));
}
rls::rls(float delta, float lambda)
: _delta(delta)
, _lambda(lambda)
, _gain()
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, _inv_corr()
, _tmp() {
}
rls::~rls() {
}
void rls::resize(size_t n) {
if (_gain.size() == n && _inv_corr.size() == n*n)
return;
_gain.resize(n);
_inv_corr.resize(n*n);
_pu.resize(n);
_tmp.resize(n);
reset();
}
void rls::reset() {
size_t const n = _gain.size();
std::fill_n(_gain.begin(), n, 0);
std::fill_n(_inv_corr.begin(), n*n, 0);
for (size_t i=0; i<n; ++i)
_inv_corr[n*i +i] = gr_complex(_delta, 0);
}
gr_complex const* rls::update(gr_complex const* beg,
gr_complex const* end) {
assert(end-beg > 0);
unsigned const n = end - beg;
resize(n);
for (unsigned i=0; i<n; ++i)
volk_32fc_x2_dot_prod_32fc(&_pu[i], &_inv_corr[n*i], beg, n);
gr_complex uPu = 0;
volk_32fc_x2_conjugate_dot_prod_32fc(&uPu, &_pu[0], beg, n);
volk_32fc_conjugate_32fc(&_tmp[0], &_pu[0], n);
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volk_32f_s32f_multiply_32f((float*)&_gain[0], (float const*)&_tmp[0], 1.0f/(_lambda + std::real(uPu)/_lambda), 2*n);
// volk_32fc_s32fc_multiply_32fc(&_gain[0], &_tmp[0], 1/(_lambda + uPu), n);
for (unsigned i=0; i<n; ++i) {
unsigned const k = n*i;
volk_32fc_s32fc_multiply_32fc(&_tmp[0], &_gain[0], -_pu[i], n);
volk_32fc_x2_add_32fc(&_inv_corr[k], &_inv_corr[k], &_tmp[0], n);
volk_32f_s32f_multiply_32f((float*)&_inv_corr[k], (float const*)&_inv_corr[k], 1.0f/_lambda, 2*n);
}
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return &_gain.front();
}
void rls::set_parameters(std::map<std::string, float> const& p) {
_delta = p.at("delta");
_lambda = p.at("lambda");
}
} // namespace digitalhf
} // namespace gr