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#include "bsinc_tables.h"
#include <algorithm>
#include <array>
#include <cassert>
#include <cmath>
#include <limits>
#include <memory>
#include <stdexcept>
#include "math_defs.h"
#include "vector.h"
namespace {
/* The max points includes the doubling for downsampling, so the maximum number
* of base sample points is 24, which is 23rd order.
*/
constexpr int BSincPointsMax{BSINC_POINTS_MAX};
constexpr int BSincPointsHalf{BSincPointsMax / 2};
constexpr int BSincPhaseCount{BSINC_PHASE_COUNT};
constexpr int BSincScaleCount{BSINC_SCALE_COUNT};
/* This is the normalized cardinal sine (sinc) function.
*
* sinc(x) = { 1, x = 0
* { sin(pi x) / (pi x), otherwise.
*/
constexpr double Sinc(const double x)
{
if(!(x > 1e-15 || x < -1e-15))
return 1.0;
return std::sin(al::MathDefs<double>::Pi()*x) / (al::MathDefs<double>::Pi()*x);
}
/* The zero-order modified Bessel function of the first kind, used for the
* Kaiser window.
*
* I_0(x) = sum_{k=0}^inf (1 / k!)^2 (x / 2)^(2 k)
* = sum_{k=0}^inf ((x / 2)^k / k!)^2
*/
constexpr double BesselI_0(const double x)
{
/* Start at k=1 since k=0 is trivial. */
const double x2{x / 2.0};
double term{1.0};
double sum{1.0};
double last_sum{};
int k{1};
/* Let the integration converge until the term of the sum is no longer
* significant.
*/
do {
const double y{x2 / k};
++k;
last_sum = sum;
term *= y * y;
sum += term;
} while(sum != last_sum);
return sum;
}
/* Calculate a Kaiser window from the given beta value and a normalized k
* [-1, 1].
*
* w(k) = { I_0(B sqrt(1 - k^2)) / I_0(B), -1 <= k <= 1
* { 0, elsewhere.
*
* Where k can be calculated as:
*
* k = i / l, where -l <= i <= l.
*
* or:
*
* k = 2 i / M - 1, where 0 <= i <= M.
*/
constexpr double Kaiser(const double beta, const double k, const double besseli_0_beta)
{
if(!(k >= -1.0 && k <= 1.0))
return 0.0;
return BesselI_0(beta * std::sqrt(1.0 - k*k)) / besseli_0_beta;
}
/* Calculates the (normalized frequency) transition width of the Kaiser window.
* Rejection is in dB.
*/
constexpr double CalcKaiserWidth(const double rejection, const int order)
{
if(rejection > 21.19)
return (rejection - 7.95) / (order * 2.285 * al::MathDefs<double>::Tau());
/* This enforces a minimum rejection of just above 21.18dB */
return 5.79 / (order * al::MathDefs<double>::Tau());
}
/* Calculates the beta value of the Kaiser window. Rejection is in dB. */
constexpr double CalcKaiserBeta(const double rejection)
{
if(rejection > 50.0)
return 0.1102 * (rejection-8.7);
else if(rejection >= 21.0)
return (0.5842 * std::pow(rejection-21.0, 0.4)) + (0.07886 * (rejection-21.0));
return 0.0;
}
struct BSincHeader {
double width;
double beta;
double scaleBase;
double scaleRange;
double besseli_0_beta;
int a[BSINC_SCALE_COUNT];
int total_size;
};
constexpr BSincHeader GenerateBSincHeader(int Rejection, int Order)
{
BSincHeader ret{};
ret.width = CalcKaiserWidth(Rejection, Order);
ret.beta = CalcKaiserBeta(Rejection);
ret.scaleBase = ret.width / 2.0;
ret.scaleRange = 1.0 - ret.scaleBase;
ret.besseli_0_beta = BesselI_0(ret.beta);
int num_points{Order+1};
for(int si{0};si < BSincScaleCount;++si)
{
const double scale{ret.scaleBase + (ret.scaleRange * si / (BSincScaleCount - 1))};
const int a{std::min(static_cast<int>(num_points / 2.0 / scale), num_points)};
const int m{2 * a};
ret.a[si] = a;
ret.total_size += 4 * BSincPhaseCount * ((m+3) & ~3);
}
return ret;
}
/* 11th and 23rd order filters (12 and 24-point respectively) with a 60dB drop
* at nyquist. Each filter will scale up the order when downsampling, to 23rd
* and 47th order respectively.
*/
constexpr BSincHeader bsinc12_hdr{GenerateBSincHeader(60, 11)};
constexpr BSincHeader bsinc24_hdr{GenerateBSincHeader(60, 23)};
/* FIXME: This should be constexpr, but the temporary filter arrays are too
* big. This requires using heap space, which is not allowed in a constexpr
* function (maybe in C++20).
*/
template<const BSincHeader &hdr>
struct BSincFilterArray {
alignas(16) std::array<float, hdr.total_size> mTable;
BSincFilterArray()
{
using filter_type = double[][BSincPhaseCount+1][BSincPointsMax];
auto filter = std::make_unique<filter_type>(BSincScaleCount);
/* Calculate the Kaiser-windowed Sinc filter coefficients for each
* scale and phase index.
*/
for(unsigned int si{0};si < BSincScaleCount;++si)
{
const int m{hdr.a[si] * 2};
const int o{BSincPointsHalf - (m/2)};
const int l{hdr.a[si] - 1};
const int a{hdr.a[si]};
const double scale{hdr.scaleBase + (hdr.scaleRange * si / (BSincScaleCount - 1))};
const double cutoff{scale - (hdr.scaleBase * std::max(0.5, scale) * 2.0)};
/* Do one extra phase index so that the phase delta has a proper
* target for its last index.
*/
for(int pi{0};pi <= BSincPhaseCount;++pi)
{
const double phase{l + (pi/double{BSincPhaseCount})};
for(int i{0};i < m;++i)
{
const double x{i - phase};
filter[si][pi][o+i] = Kaiser(hdr.beta, x/a, hdr.besseli_0_beta) * cutoff *
Sinc(cutoff*x);
}
}
}
size_t idx{0};
for(unsigned int si{0};si < BSincScaleCount-1;++si)
{
const int m{((hdr.a[si]*2) + 3) & ~3};
const int o{BSincPointsHalf - (m/2)};
for(int pi{0};pi < BSincPhaseCount;++pi)
{
/* Write out the filter. Also calculate and write out the phase
* and scale deltas.
*/
for(int i{0};i < m;++i)
mTable[idx++] = static_cast<float>(filter[si][pi][o+i]);
/* Linear interpolation between phases is simplified by pre-
* calculating the delta (b - a) in: x = a + f (b - a)
*/
for(int i{0};i < m;++i)
{
const double phDelta{filter[si][pi+1][o+i] - filter[si][pi][o+i]};
mTable[idx++] = static_cast<float>(phDelta);
}
/* Linear interpolation between scales is also simplified.
*
* Given a difference in points between scales, the destination
* points will be 0, thus: x = a + f (-a)
*/
for(int i{0};i < m;++i)
{
const double scDelta{filter[si+1][pi][o+i] - filter[si][pi][o+i]};
mTable[idx++] = static_cast<float>(scDelta);
}
/* This last simplification is done to complete the bilinear
* equation for the combination of phase and scale.
*/
for(int i{0};i < m;++i)
{
const double spDelta{(filter[si+1][pi+1][o+i] - filter[si+1][pi][o+i]) -
(filter[si][pi+1][o+i] - filter[si][pi][o+i])};
mTable[idx++] = static_cast<float>(spDelta);
}
}
}
{
/* The last scale index doesn't have any scale or scale-phase
* deltas.
*/
const unsigned int si{BSincScaleCount - 1};
const int m{((hdr.a[si]*2) + 3) & ~3};
const int o{BSincPointsHalf - (m/2)};
for(int pi{0};pi < BSincPhaseCount;++pi)
{
for(int i{0};i < m;++i)
mTable[idx++] = static_cast<float>(filter[si][pi][o+i]);
for(int i{0};i < m;++i)
{
const double phDelta{filter[si][pi+1][o+i] - filter[si][pi][o+i]};
mTable[idx++] = static_cast<float>(phDelta);
}
for(int i{0};i < m;++i)
mTable[idx++] = 0.0f;
for(int i{0};i < m;++i)
mTable[idx++] = 0.0f;
}
}
assert(idx == hdr.total_size);
}
};
/* FIXME: These can't be constexpr due to the calls reaching the compiler's
* step limit.
*/
const BSincFilterArray<bsinc12_hdr> bsinc12_filter{};
const BSincFilterArray<bsinc24_hdr> bsinc24_filter{};
constexpr BSincTable GenerateBSincTable(const BSincHeader &hdr, const float *tab)
{
BSincTable ret{};
ret.scaleBase = static_cast<float>(hdr.scaleBase);
ret.scaleRange = static_cast<float>(1.0 / hdr.scaleRange);
for(int i{0};i < BSincScaleCount;++i)
ret.m[i] = static_cast<unsigned int>(((hdr.a[i]*2) + 3) & ~3);
ret.filterOffset[0] = 0;
for(int i{1};i < BSincScaleCount;++i)
ret.filterOffset[i] = ret.filterOffset[i-1] + ret.m[i-1]*4*BSincPhaseCount;
ret.Tab = tab;
return ret;
}
} // namespace
const BSincTable bsinc12{GenerateBSincTable(bsinc12_hdr, &bsinc12_filter.mTable.front())};
const BSincTable bsinc24{GenerateBSincTable(bsinc24_hdr, &bsinc24_filter.mTable.front())};
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