Fixed bug in filtebank, renamed ASCEE to LASP in lasp_python.h, added decimator.

This commit is contained in:
Anne de Jong 2018-03-04 19:48:46 +01:00 committed by Anne de Jong
parent 53a60877b4
commit f37ce6b596
15 changed files with 359 additions and 50 deletions

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@ -73,7 +73,8 @@ set(CYTHON_EXTRA_C_FLAGS "-Wno-sign-compare -Wno-cpp -Wno-implicit-fallthrough\
# General make flags # General make flags
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -fPIC -std=c11 -Wall -Wextra -Wno-type-limits \ set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -fPIC -std=c11 -Wall -Wextra -Wno-type-limits \
-Werror=implicit-function-declaration -Werror=incompatible-pointer-types") -Werror=implicit-function-declaration -Werror=incompatible-pointer-types \
-Werror=return-type")
# Debug make flags # Debug make flags
set(CMAKE_C_FLAGS_DEBUG "-g" ) set(CMAKE_C_FLAGS_DEBUG "-g" )

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@ -16,8 +16,9 @@ add_library(lasp_lib
lasp_mq.c lasp_mq.c
lasp_worker.c lasp_worker.c
lasp_dfifo.c lasp_dfifo.c
# lasp_filterbank.c lasp_filterbank.c
lasp_octave_fir.c lasp_octave_fir.c
lasp_decimation.c
) )

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@ -52,7 +52,6 @@ void cmv_dot(const cmat* A,const vc* restrict x,vc* restrict b){
#else #else
size_t i,j; size_t i,j;
size_t n_rows = A->n_rows;
vc_set(b,0.0); vc_set(b,0.0);
@ -62,8 +61,8 @@ void cmv_dot(const cmat* A,const vc* restrict x,vc* restrict b){
for(j=0;j<A->n_cols;j++){ for(j=0;j<A->n_cols;j++){
for(i=0;i<A->n_rows;i++) { for(i=0;i<A->n_rows;i++) {
c* Aij = &A->data[i+j*n_rows]; c* Aij = getcmatval(A,i,j);
b->data[i] += *Aij * x->data[j]; b->_data[i] += *Aij * *getvcval(x,j);
} }

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@ -6,8 +6,8 @@
// Basic tools for debugging using assert statements including text. // Basic tools for debugging using assert statements including text.
////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////
#pragma once #pragma once
#ifndef ASCEE_ASSERT_H #ifndef LASP_ASSERT_H
#define ASCEE_ASSERT_H #define LASP_ASSERT_H
#define OUTOFBOUNDSMATR "Out of bounds access on matrix row" #define OUTOFBOUNDSMATR "Out of bounds access on matrix row"
#define OUTOFBOUNDSMATC "Out of bounds access on matrix column" #define OUTOFBOUNDSMATC "Out of bounds access on matrix column"
@ -16,8 +16,8 @@
#define ALLOCFAILED "Memory allocation failure in: " #define ALLOCFAILED "Memory allocation failure in: "
#define NULLPTRDEREF "Null pointer dereference in: " #define NULLPTRDEREF "Null pointer dereference in: "
#ifdef ASCEE_DEBUG #ifdef LASP_DEBUG
#include "types.h" #include "lasp_types.h"
void DBG_AssertFailedExtImplementation(const char* file, void DBG_AssertFailedExtImplementation(const char* file,
@ -30,13 +30,13 @@ void DBG_AssertFailedExtImplementation(const char* file,
DBG_AssertFailedExtImplementation(__FILE__, __LINE__, assert_string ); \ DBG_AssertFailedExtImplementation(__FILE__, __LINE__, assert_string ); \
} }
#else // ASCEE_DEBUG not defined #else // LASP_DEBUG not defined
#define dbgassert(assertion, assert_string) #define dbgassert(assertion, assert_string)
#define assertvalidptr(ptr) dbgassert(ptr,NULLPTRDEREF) #define assertvalidptr(ptr) dbgassert(ptr,NULLPTRDEREF)
#endif // ASCEE_DEBUG #endif // LASP_DEBUG
#endif // ASCEE_ASSERT_H #endif // LASP_ASSERT_H
////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////

214
lasp/c/lasp_decimation.c Normal file
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@ -0,0 +1,214 @@
// lasp_decimation.c
//
// Author: J.A. de Jong -ASCEE
//
// Description:
// Implementation of the decimator
//////////////////////////////////////////////////////////////////////
#include "lasp_decimation.h"
#include "lasp_filterbank.h"
#include "lasp_tracer.h"
#include "lasp_alloc.h"
#include "lasp_dfifo.h"
#define DEC_FILTER_MAX_TAPS (128)
#define DEC_FFT_LEN (1024)
typedef struct {
DEC_FAC df;
us dec_fac;
us ntaps;
d h[DEC_FILTER_MAX_TAPS];
} DecFilter;
static __thread DecFilter DecFilters[] = {
{DEC_FAC_4,4,128,
#include "dec_filter.c"
}
};
typedef struct Decimator_s {
us nchannels;
us dec_fac;
FilterBank** fbs;
dFifo* output_fifo;
} Decimator;
Decimator* Decimator_create(us nchannels,DEC_FAC df) {
fsTRACE(15);
/* Find the filter */
const us nfilters = sizeof(DecFilters)/sizeof(DecFilter);
DecFilter* filter = DecFilters;
bool found = false;
for(us filterno = 0;filterno < nfilters; filterno++) {
if(filter->df == df) {
TRACE(15,"Found filter");
found = true;
break;
}
filter++;
}
if(!found) {
WARN("Decimation factor not found in list of filters");
return NULL;
}
/* Create the filterbanks */
Decimator* dec = a_malloc(sizeof(Decimator));
dec->fbs = a_malloc(sizeof(FilterBank*)*nchannels);
dec->nchannels = nchannels;
dec->dec_fac = filter->dec_fac;
dmat h = dmat_foreign(filter->ntaps,1,filter->h);
for(us channelno=0;channelno<nchannels;channelno++) {
dec->fbs[channelno] = FilterBank_create(&h,DEC_FFT_LEN);
}
dmat_free(&h);
/* Create input and output fifo's */
dec->output_fifo = dFifo_create(nchannels,DEC_FFT_LEN);
feTRACE(15);
return dec;
}
static void lasp_downsample(dmat* downsampled,
const dmat* filtered,
us dec_fac) {
fsTRACE(15);
dbgassert(downsampled && filtered,NULLPTRDEREF);
dbgassert(filtered->n_rows/dec_fac == downsampled->n_rows,
"Incompatible number of rows");
dbgassert(downsampled->n_cols == filtered->n_cols,
"Incompatible number of rows");
dbgassert(dec_fac> 0,"Invalid dec_fac");
for(us col=0;col<downsampled->n_cols;col++) {
/* Low-level BLAS copy. */
d_copy(getdmatval(downsampled,0,col),
getdmatval(filtered,0,col),
downsampled->n_rows, /* number */
1, /* incx out */
dec_fac); /* incx in */
}
check_overflow_xmat(*downsampled);
check_overflow_xmat(*filtered);
feTRACE(15);
}
dmat Decimator_decimate(Decimator* dec,const dmat* samples) {
fsTRACE(15);
dbgassert(dec && samples,NULLPTRDEREF);
const us nchannels = dec->nchannels;
const us dec_fac = dec->dec_fac;
dbgassert(samples->n_cols == nchannels,"Invalid number of "
"channels in samples");
/* Not downsampled, but filtered result */
dmat filtered;
/* Filter each channel and store result in filtered. In first
* iteration the right size for filtered is allocated. */
for(us chan=0;chan<nchannels;chan++) {
vd samples_channel = dmat_column((dmat*)samples,
chan);
/* Low-pass filter stuff */
dmat filtered_res = FilterBank_filter(dec->fbs[chan],
&samples_channel);
dbgassert(filtered_res.n_cols == 1,"Bug in FilterBank");
vd_free(&samples_channel);
if(chan==0) {
/* Allocate space for result */
filtered = dmat_alloc(filtered_res.n_rows,
nchannels);
}
dmat filtered_col = dmat_submat(&filtered,
0,chan,
filtered_res.n_rows,
1);
dbgassert(filtered_res.n_rows == filtered_col.n_rows,
"Not all FilterBank's have same output number"
" of rows!");
dmat_copy_rows(&filtered_col,
&filtered_res,
0,0,filtered_res.n_rows);
dmat_free(&filtered_res);
dmat_free(&filtered_col);
vd_free(&samples_channel);
}
/* Push filtered result into output fifo */
dFifo_push(dec->output_fifo,
&filtered);
dmat_free(&filtered);
/* Now, downsample stuff */
dmat downsampled;
uVARTRACE(15,dec_fac);
us fifo_size = dFifo_size(dec->output_fifo);
if((fifo_size / dec_fac) > 0) {
filtered = dmat_alloc((fifo_size/dec_fac)*dec_fac,
nchannels);
int nsamples = dFifo_pop(dec->output_fifo,
&filtered,0);
dbgassert((us) nsamples % dec_fac == 0 && nsamples > 0,
"BUG");
dbgassert((us) nsamples == (fifo_size/dec_fac)*dec_fac,"BUG");
downsampled = dmat_alloc(nsamples/dec_fac,nchannels);
/* Do the downsampling work */
lasp_downsample(&downsampled,&filtered,dec_fac);
dmat_free(&filtered);
}
else {
TRACE(15,"Empty downsampled");
downsampled = dmat_alloc(0,0);
}
feTRACE(15);
/* return filtered; */
return downsampled;
}
void Decimator_free(Decimator* dec) {
fsTRACE(15);
dbgassert(dec,NULLPTRDEREF);
dFifo_free(dec->output_fifo);
for(us chan=0;chan<dec->nchannels;chan++) {
FilterBank_free(dec->fbs[chan]);
}
a_free(dec->fbs);
a_free(dec);
feTRACE(15);
}
//////////////////////////////////////////////////////////////////////

54
lasp/c/lasp_decimation.h Normal file
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@ -0,0 +1,54 @@
// lasp_decimation.h
//
// Author: J.A. de Jong - ASCEE
//
// Description: Sample decimator, works on a whole block of
// (uninterleaved) time samples at once. Decimates (downsamples and
// low-pass filters by a factor given integer factor.
//////////////////////////////////////////////////////////////////////
#pragma once
#ifndef LASP_DECIMATION_H
#define LASP_DECIMATION_H
#include "lasp_types.h"
#include "lasp_math.h"
typedef struct Decimator_s Decimator;
typedef enum DEC_FAC_e {
DEC_FAC_4 = 0, // Decimate by a factor of 4
} DEC_FAC;
/**
* Create a decimation filter for a given number of channels and
* decimation factor
*
* @param nchannels Number of channels
* @param d Decimation factor. Should be one of the implemented
* ones. (TODO: add more. At this point we have only a decimation
* factor of 4 implemented)
*
* @return Decimator handle. NULL on error
*/
Decimator* Decimator_create(us nchannels,DEC_FAC d);
/**
* Decimate given samples
*
* @param samples
*
* @return Decimated samples. Can be an empty array.
*/
dmat Decimator_decimate(Decimator* dec,const dmat* samples);
d Decimator_get_cutoff(Decimator*);
/**
* Free memory corresponding to Decimator
*
* @param dec Decimator handle.
*/
void Decimator_free(Decimator* dec);
#endif // LASP_DECIMATION_H
//////////////////////////////////////////////////////////////////////

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@ -66,7 +66,7 @@ void Fft_ifft_single(const Fft* fft,const vc* freqdata,vd* result) {
d* result_ptr = getvdval(result,0); d* result_ptr = getvdval(result,0);
/* Copy freqdata, to fft_result. */ /* Copy freqdata, to fft_result. */
d_copy(&result_ptr[1],&freqdata_ptr[2],nfft-1); d_copy(&result_ptr[1],&freqdata_ptr[2],nfft-1,1,1);
result_ptr[0] = freqdata_ptr[0]; result_ptr[0] = freqdata_ptr[0];
/* Perform inplace backward transform */ /* Perform inplace backward transform */
@ -129,7 +129,7 @@ void Fft_fft_single(const Fft* fft,const vd* timedata,vc* result) {
* part of the DC component equals zero. */ * part of the DC component equals zero. */
/* Copy timedata, as it will be overwritten in the fft pass. */ /* Copy timedata, as it will be overwritten in the fft pass. */
d_copy(&result_ptr[1],getvdval(timedata,0),nfft); d_copy(&result_ptr[1],getvdval(timedata,0),nfft,1,1);
/* Perform fft */ /* Perform fft */

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@ -127,6 +127,7 @@ dmat FilterBank_filter(FilterBank* fb,
for(us col=0;col<nfilters;col++) { for(us col=0;col<nfilters;col++) {
vc output_fft_col = cmat_column(&output_fft,col); vc output_fft_col = cmat_column(&output_fft,col);
vc filter_col = cmat_column(&fb->filters,col); vc filter_col = cmat_column(&fb->filters,col);
vc_hadamard(&output_fft_col, vc_hadamard(&output_fft_col,
&input_fft_col, &input_fft_col,
&filter_col); &filter_col);
@ -139,7 +140,7 @@ dmat FilterBank_filter(FilterBank* fb,
Fft_ifft(fb->fft,&output_fft,&output_block); Fft_ifft(fb->fft,&output_fft,&output_block);
dmat valid_samples = dmat_submat(&output_block, dmat valid_samples = dmat_submat(&output_block,
0,0, /* startrow, startcol */ fb->P_m_1,0, /* startrow, startcol */
nfft-fb->P_m_1, /* Number of rows */ nfft-fb->P_m_1, /* Number of rows */
output_block.n_cols); output_block.n_cols);
dFifo_push(fb->output_fifo,&valid_samples); dFifo_push(fb->output_fifo,&valid_samples);

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@ -10,8 +10,8 @@
// each filter in the filterbank. // each filter in the filterbank.
////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////
#pragma once #pragma once
#ifndef FILTERBANK_H #ifndef LASP_FILTERBANK_H
#define FILTERBANK_H #define LASP_FILTERBANK_H
#include "lasp_types.h" #include "lasp_types.h"
#include "lasp_math.h" #include "lasp_math.h"
typedef struct FilterBank_s FilterBank; typedef struct FilterBank_s FilterBank;
@ -55,5 +55,5 @@ dmat FilterBank_filter(FilterBank* fb,
void FilterBank_free(FilterBank* f); void FilterBank_free(FilterBank* f);
#endif // FILTERBANK_H #endif // LASP_FILTERBANK_H
////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////

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@ -399,7 +399,7 @@ static inline void dmat_copy_rows(dmat* to,const dmat* from,
for(col=0;col<ncols;col++) { for(col=0;col<ncols;col++) {
d* to_d = getdmatval(to,startrow_to,col); d* to_d = getdmatval(to,startrow_to,col);
d* from_d = getdmatval(from,startrow_from,col); d* from_d = getdmatval(from,startrow_from,col);
d_copy(to_d,from_d,nrows); d_copy(to_d,from_d,nrows,1,1);
} }
} }
/** /**
@ -471,7 +471,7 @@ static inline cmat cmat_submat(cmat* parent,
static inline void vd_copy(vd* to,const vd* from) { static inline void vd_copy(vd* to,const vd* from) {
dbgassert(to && from,NULLPTRDEREF); dbgassert(to && from,NULLPTRDEREF);
dbgassert(to->size==from->size,SIZEINEQUAL); dbgassert(to->size==from->size,SIZEINEQUAL);
d_copy(to->_data,from->_data,to->size); d_copy(to->_data,from->_data,to->size,1,1);
} }
static inline void vd_copy_rows(vd* to, static inline void vd_copy_rows(vd* to,
const vd* from, const vd* from,
@ -483,7 +483,7 @@ static inline void vd_copy_rows(vd* to,
dbgassert(startrow_to+nrows <= to->size,OUTOFBOUNDSMATR); dbgassert(startrow_to+nrows <= to->size,OUTOFBOUNDSMATR);
d_copy(&to->_data[startrow_to], d_copy(&to->_data[startrow_to],
&from->_data[startrow_from], &from->_data[startrow_from],
nrows); nrows,1,1);
} }
/** /**
* Copy contents of one vector to another * Copy contents of one vector to another
@ -509,7 +509,7 @@ static inline void dmat_copy(dmat* to,const dmat* from) {
for(us col=0;col<to->n_cols;col++) { for(us col=0;col<to->n_cols;col++) {
d_copy(getdmatval(to,0,col), d_copy(getdmatval(to,0,col),
getdmatval(from,0,col), getdmatval(from,0,col),
to->n_rows); to->n_rows,1,1);
} }
} }
/** /**

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@ -174,13 +174,17 @@ static inline d d_dot(const d a[],const d b[],const us size){
* @param from : Array to read from * @param from : Array to read from
* @param size : Size of arrays * @param size : Size of arrays
*/ */
static inline void d_copy(d to[],const d from[],const us size){ static inline void d_copy(d to[],
const d from[],
const us size,
const us to_inc,
const us from_inc){
#if LASP_USE_BLAS == 1 #if LASP_USE_BLAS == 1
cblas_dcopy(size,from,1,to,1); cblas_dcopy(size,from,from_inc,to,to_inc);
#else #else
us i; us i;
for(i=0;i<size;i++) for(i=0;i<size;i++)
to[i] = from[i]; to[i*to_inc] = from[i*from_inc];
#endif #endif
} }

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@ -6,14 +6,14 @@
// Some routines to generate numpy arrays from matrices and vectors. // Some routines to generate numpy arrays from matrices and vectors.
////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////
#pragma once #pragma once
#ifndef ASCEE_PYTHON_H #ifndef LASP_PYTHON_H
#define ASCEE_PYTHON_H #define LASP_PYTHON_H
#include <numpy/ndarrayobject.h> #include <numpy/ndarrayobject.h>
#ifdef ASCEE_DOUBLE_PRECISION #ifdef LASP_DOUBLE_PRECISION
#define ASCEE_NUMPY_FLOAT_TYPE NPY_FLOAT64 #define LASP_NUMPY_FLOAT_TYPE NPY_FLOAT64
#define ASCEE_NUMPY_COMPLEX_TYPE NPY_COMPLEX128 #define LASP_NUMPY_COMPLEX_TYPE NPY_COMPLEX128
#else #else
#define ASCEE_NUMPY_FLOAT_TYPE NPY_FLOAT32 #define LASP_NUMPY_FLOAT_TYPE NPY_FLOAT32
#endif #endif
@ -28,7 +28,7 @@ static inline PyObject* dmat_to_ndarray(dmat* mat,bool transfer_ownership) {
// more easy than using the PyArray_New syntax. // more easy than using the PyArray_New syntax.
npy_intp dims[] = {mat->n_cols,mat->n_rows}; npy_intp dims[] = {mat->n_cols,mat->n_rows};
PyObject* arr_t = PyArray_SimpleNewFromData(2,dims, PyObject* arr_t = PyArray_SimpleNewFromData(2,dims,
ASCEE_NUMPY_FLOAT_TYPE, LASP_NUMPY_FLOAT_TYPE,
mat->_data); mat->_data);
if(!arr_t) { if(!arr_t) {
WARN("Array creation failure"); WARN("Array creation failure");
@ -56,5 +56,5 @@ static inline PyObject* dmat_to_ndarray(dmat* mat,bool transfer_ownership) {
} }
#endif // ASCEE_PYTHON_H #endif // LASP_PYTHON_H
////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////

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@ -44,9 +44,9 @@ cut_fac_l = {
0:0.98, 0:0.98,
-1:0.96, -1:0.96,
-2:.99, -2:.99,
-3:0.98, -3:0.96,
-4:0.96, -4:0.96,
-5:0.98, -5:0.96,
-6:0.96 -6:0.96
} }
@ -59,9 +59,9 @@ cut_fac_u = {
0:1.01, 0:1.01,
-1:1.02, -1:1.02,
-2:1.006, -2:1.006,
-3:1.01, -3:1.02,
-4:1.02, -4:1.02,
-5:1.01, -5:1.02,
-6:1.02 -6:1.02
} }
@ -73,11 +73,11 @@ decimation = {
1:[4], 1:[4],
0:[4], 0:[4],
-1:[4], -1:[4],
-2:[4,8], -2:[4,4],
-3:[4,8], -3:[4,4],
-4:[4,8], -4:[4,4,4],
-5:[4,8,4], -5:[4,4,4],
-6:[4,8,4] -6:[4,4,4,4]
} }
# Generate the header file # Generate the header file
@ -154,6 +154,8 @@ __thread OctaveFIR OctaveFIRs[%i] = {
# Cut-off frequency of the filter # Cut-off frequency of the filter
f2 = fm*G**(1/(2*b))*cut_fac_u[x] f2 = fm*G**(1/(2*b))*cut_fac_u[x]
fc = fd/2/1.4
fir = bandpass_fir_design(L,fd,f1,f2) fir = bandpass_fir_design(L,fd,f1,f2)
struct += "{ " struct += "{ "
@ -161,7 +163,7 @@ __thread OctaveFIR OctaveFIRs[%i] = {
struct += "%0.16e," %i struct += "%0.16e," %i
struct = struct[:-1] + " }}," struct = struct[:-1] + " }},"
freq = np.logspace(np.log10(f1/3),np.log10(f2*3),1000) freq = np.logspace(np.log10(f1/3),np.log10(fd),1000)
H = freqResponse(fir,freq,fd) H = freqResponse(fir,freq,fd)
if showfig: if showfig:
ax.semilogx(freq,20*np.log10(np.abs(H))) ax.semilogx(freq,20*np.log10(np.abs(H)))
@ -173,8 +175,9 @@ __thread OctaveFIR OctaveFIRs[%i] = {
ax.set_title('x = %i, fnom = %s' %(x,nominals[x]) ) ax.set_title('x = %i, fnom = %s' %(x,nominals[x]) )
ax.set_ylim(-10,1) ax.set_ylim(-10,1)
ax.set_xlim(f1/1.1,f2*1.1) ax.set_xlim(f1/1.1,fd)
ax.axvline(fd/2)
ax.axvline(fc,color='red')
struct+="\n};" struct+="\n};"
cfile.write(struct) cfile.write(struct)

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@ -226,8 +226,6 @@ cdef class AvPowerSpectra:
dmat td dmat td
cmat* result_ptr cmat* result_ptr
if nsamples < self.nfft:
raise RuntimeError('Number of samples should be > nfft')
if nchannels != self.nchannels: if nchannels != self.nchannels:
raise RuntimeError('Invalid number of channels') raise RuntimeError('Invalid number of channels')
@ -261,8 +259,7 @@ cdef class AvPowerSpectra:
return result return result
cdef extern from "lasp_filterbank.h": cdef extern from "lasp_filterbank.h":
ctypedef struct c_FilterBank "FilterBank": ctypedef struct c_FilterBank "FilterBank"
pass
c_FilterBank* FilterBank_create(const dmat* h,const us nfft) nogil c_FilterBank* FilterBank_create(const dmat* h,const us nfft) nogil
dmat FilterBank_filter(c_FilterBank* fb,const vd* x) nogil dmat FilterBank_filter(c_FilterBank* fb,const vd* x) nogil
void FilterBank_free(c_FilterBank* fb) nogil void FilterBank_free(c_FilterBank* fb) nogil
@ -293,3 +290,38 @@ cdef class FilterBank:
vd_free(&input_vd) vd_free(&input_vd)
return result return result
cdef extern from "lasp_decimation.h":
ctypedef struct c_Decimator "Decimator"
ctypedef enum DEC_FAC:
DEC_FAC_4
c_Decimator* Decimator_create(us nchannels,DEC_FAC d) nogil
dmat Decimator_decimate(c_Decimator* dec,const dmat* samples) nogil
void Decimator_free(c_Decimator* dec) nogil
cdef class Decimator:
cdef:
c_Decimator* dec
us nchannels
def __cinit__(self, us nchannels,us dec_fac):
assert dec_fac == 4, 'Invalid decimation factor'
self.nchannels = nchannels
self.dec = Decimator_create(nchannels,DEC_FAC_4)
if not self.dec:
raise RuntimeError('Error creating decimator')
def decimate(self,d[::1,:] samples):
assert samples.shape[1] == self.nchannels,'Invalid number of channels'
cdef dmat d_samples = dmat_foreign(samples.shape[0],
samples.shape[1],
&samples[0,0])
cdef dmat res = Decimator_decimate(self.dec,&d_samples)
result = dmat_to_ndarray(&res,True)
dmat_free(&res)
return result
def __dealloc__(self):
if self.dec != NULL:
Decimator_free(self.dec)

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@ -6,7 +6,7 @@ Created on Mon Jan 15 19:45:33 2018
@author: anne @author: anne
""" """
import numpy as np import numpy as np
from beamforming import FilterBank, cls from lasp import FilterBank, cls
cls() cls()
nfft=50 nfft=50