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#include <Python.h>
static int
RawFilter(const PyArrayObject *b, const PyArrayObject *a,
const PyArrayObject *x, const PyArrayObject *zi,
const PyArrayObject *zf, PyArrayObject *y, int axis,
BasicFilterFunction *filter_func);
static char doc_linear_filter[] = "(y,Vf) = _linear_filter(b,a,X,Dim=-1,Vi=None) implemented using Direct Form II transposed flow diagram. If Vi is not given, Vf is not returned.";
/*
* XXX: Error checking not done yet
*/
static PyObject *
sigtools_linear_filter(PyObject * dummy, PyObject * args)
{
PyObject *b, *a, *X, *Vi;
PyArrayObject *arY, *arb, *ara, *arX, *arVi, *arVf;
int axis, typenum, theaxis, st;
char *ara_ptr, input_flag = 0, *azero;
intp na, nb, nal;
BasicFilterFunction *basic_filter;
axis = -1;
Vi = NULL;
if (!PyArg_ParseTuple(args, "OOO|iO", &b, &a, &X, &axis, &Vi)) {
return NULL;
}
typenum = PyArray_ObjectType(b, 0);
typenum = PyArray_ObjectType(a, typenum);
typenum = PyArray_ObjectType(X, typenum);
if (Vi != NULL) {
typenum = PyArray_ObjectType(Vi, typenum);
}
arY = arVf = arVi = NULL;
ara = (PyArrayObject *) PyArray_ContiguousFromObject(a, typenum, 1, 1);
arb = (PyArrayObject *) PyArray_ContiguousFromObject(b, typenum, 1, 1);
arX = (PyArrayObject *) PyArray_FromObject(X, typenum, 0, 0);
/* XXX: fix failure handling here */
if (ara == NULL || arb == NULL || arX == NULL) {
goto fail;
}
if (axis < -arX->nd || axis > arX->nd - 1) {
PyErr_SetString(PyExc_ValueError,
"selected axis is out of range");
goto fail;
}
if (axis < 0) {
theaxis = arX->nd + axis;
} else {
theaxis = axis;
}
if (Vi != NULL) {
Py_ssize_t nvi;
arVi = (PyArrayObject *) PyArray_FromObject(Vi, typenum,
arX->nd, arX->nd);
if (arVi == NULL)
goto fail;
nvi = PyArray_Size((PyObject *) arVi);
if (nvi > 0) {
input_flag = 1;
} else {
input_flag = 0;
Py_DECREF(arVi);
arVi = NULL;
}
}
arY = (PyArrayObject *) PyArray_SimpleNew(arX->nd,
arX->dimensions, typenum);
if (arY == NULL) {
goto fail;
}
if (input_flag) {
arVf = (PyArrayObject *) PyArray_SimpleNew(arVi->nd,
arVi->dimensions,
typenum);
}
basic_filter = BasicFilterFunctions[(int) (arX->descr->type_num)];
if (basic_filter == NULL) {
PyErr_SetString(PyExc_ValueError,
"linear_filter not available for this type");
goto fail;
}
/* Skip over leading zeros in vector representing denominator (a) */
/* XXX: handle this correctly */
azero = PyArray_Zero(ara);
ara_ptr = ara->data;
nal = PyArray_ITEMSIZE(ara);
if (memcmp(ara_ptr, azero, nal) == 0) {
PyErr_SetString(PyExc_ValueError,
"BUG: filter coefficient a[0] == 0 not supported yet");
goto fail;
}
PyDataMem_FREE(azero);
na = PyArray_SIZE(ara);
nb = PyArray_SIZE(arb);
if (input_flag) {
if (arVi->dimensions[theaxis] != (na > nb ? na : nb) - 1) {
PyErr_SetString(PyExc_ValueError,
"The number of initial conditions must be max([len(a),len(b)]) - 1");
goto fail;
}
}
st = RawFilter(arb, ara, arX, arVi, arVf, arY, theaxis, basic_filter);
if (st) {
goto fail;
}
Py_XDECREF(ara);
Py_XDECREF(arb);
Py_XDECREF(arX);
Py_XDECREF(arVi);
if (!input_flag) {
return PyArray_Return(arY);
} else {
return Py_BuildValue("(NN)", arY, arVf);
}
fail:
Py_XDECREF(ara);
Py_XDECREF(arb);
Py_XDECREF(arX);
Py_XDECREF(arVi);
Py_XDECREF(arVf);
Py_XDECREF(arY);
return NULL;
}
static int
zfill(const PyArrayObject *x, intp nx, char* xzfilled, intp nxzfilled)
{
char *xzero;
intp i, nxl;
nxl = PyArray_ITEMSIZE(x);
/* PyArray_Zero does not take const pointer, hence the cast */
xzero = PyArray_Zero((PyArrayObject*)x);
if (nx > 0) {
memcpy(xzfilled, x->data, nx * nxl);
}
for(i = nx; i < nxzfilled; ++i) {
memcpy(xzfilled + i * nxl, xzero, nxl);
}
PyDataMem_FREE(xzero);
return 0;
}
/*
* a and b assumed to be contiguous
*
* XXX: this code is very conservative, and could be considerably sped up for
* the usual cases (like contiguity).
*
* XXX: the code should be refactored (at least with/without initial
* condition), some code is wasteful here
*/
static int
RawFilter(const PyArrayObject *b, const PyArrayObject *a,
const PyArrayObject *x, const PyArrayObject *zi,
const PyArrayObject *zf, PyArrayObject *y, int axis,
BasicFilterFunction *filter_func)
{
PyArrayIterObject *itx, *ity, *itzi, *itzf;
intp nitx, i, nxl, nzfl, j;
intp na, nb, nal, nbl;
intp nfilt;
char *azfilled, *bzfilled, *zfzfilled, *yoyo;
PyArray_CopySwapFunc *copyswap = x->descr->f->copyswap;
itx = (PyArrayIterObject *)PyArray_IterAllButAxis(
(PyObject *)x, &axis);
if (itx == NULL) {
PyErr_SetString(PyExc_MemoryError,
"Could not create itx");
goto fail;
}
nitx = itx->size;
ity = (PyArrayIterObject *)PyArray_IterAllButAxis(
(PyObject *)y, &axis);
if (ity == NULL) {
PyErr_SetString(PyExc_MemoryError,
"Could not create ity");
goto clean_itx;
}
if (zi != NULL) {
itzi = (PyArrayIterObject *)PyArray_IterAllButAxis(
(PyObject *)zi, &axis);
if (itzi == NULL) {
PyErr_SetString(PyExc_MemoryError,
"Could not create itzi");
goto clean_ity;
}
itzf = (PyArrayIterObject *)PyArray_IterAllButAxis(
(PyObject *)zf, &axis);
if (itzf == NULL) {
PyErr_SetString(PyExc_MemoryError,
"Could not create itzf");
goto clean_itzi;
}
}
na = PyArray_SIZE(a);
nal = PyArray_ITEMSIZE(a);
nb = PyArray_SIZE(b);
nbl = PyArray_ITEMSIZE(b);
nfilt = na > nb ? na : nb;
azfilled = malloc(nal * nfilt);
if (azfilled == NULL) {
PyErr_SetString(PyExc_MemoryError,
"Could not create azfilled");
goto clean_itzf;
}
bzfilled = malloc(nbl * nfilt);
if (bzfilled == NULL) {
PyErr_SetString(PyExc_MemoryError,
"Could not create bzfilled");
goto clean_azfilled;
}
nxl = PyArray_ITEMSIZE(x);
zfzfilled = malloc(nxl * (nfilt-1) );
if (zfzfilled == NULL) {
PyErr_SetString(PyExc_MemoryError,
"Could not create zfzfilled");
goto clean_bzfilled;
}
/* Initialize zfzilled to 0, so that we can use Py_XINCREF/Py_XDECREF
* on it for object arrays (necessary for copyswap to work correctly).
* Stricly speaking, it is not needed for fundamental types (as values
* are copied instead of pointers, without refcounts), but oh well...
*/
memset(zfzfilled, 0, nxl * (nfilt-1));
zfill(a, na, azfilled, nfilt);
zfill(b, nb, bzfilled, nfilt);
/* XXX: Check that zf and zi have same type ? */
if (zf != NULL) {
nzfl = PyArray_ITEMSIZE(zf);
} else {
nzfl = 0;
}
/* Iterate over the input array */
for(i = 0; i < nitx; ++i) {
if (zi != NULL) {
yoyo = itzi->dataptr;
/* Copy initial conditions zi in zfzfilled buffer */
for(j = 0; j < nfilt - 1; ++j) {
copyswap(zfzfilled + j * nzfl, yoyo, 0, NULL);
yoyo += itzi->strides[axis];
}
PyArray_ITER_NEXT(itzi);
} else {
zfill(x, 0, zfzfilled, nfilt-1);
}
filter_func(bzfilled, azfilled,
itx->dataptr, ity->dataptr, zfzfilled,
nfilt, PyArray_DIM(x, axis), itx->strides[axis],
ity->strides[axis]);
PyArray_ITER_NEXT(itx);
PyArray_ITER_NEXT(ity);
/* Copy tmp buffer fo final values back into zf output array */
if (zi != NULL) {
yoyo = itzf->dataptr;
for(j = 0; j < nfilt - 1; ++j) {
copyswap(yoyo, zfzfilled + j * nzfl, 0, NULL);
yoyo += itzf->strides[axis];
}
PyArray_ITER_NEXT(itzf);
}
}
/* Free up allocated memory */
free(zfzfilled);
free(bzfilled);
free(azfilled);
if (zi != NULL) {
Py_DECREF(itzf);
Py_DECREF(itzi);
}
Py_DECREF(ity);
Py_DECREF(itx);
return 0;
clean_bzfilled:
free(bzfilled);
clean_azfilled:
free(azfilled);
clean_itzf:
if (zf != NULL) {
Py_DECREF(itzf);
}
clean_itzi:
if (zi != NULL) {
Py_DECREF(itzi);
}
clean_ity:
Py_DECREF(ity);
clean_itx:
Py_DECREF(itx);
fail:
return -1;
}
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