/*
* Retrieving buffers for scalars
*/
int
gentype_getbuffer(PyObject *self, Py_buffer *view, int flags)
{
_buffer_info_t *info = NULL;
PyArray_Descr *descr = NULL;
int elsize;
if (flags & PyBUF_WRITABLE) {
PyErr_SetString(PyExc_BufferError, "scalar buffer is readonly");
goto fail;
}
/* Fill in information */
info = _buffer_get_info(self);
if (info == NULL) {
goto fail;
}
view->ndim = info->ndim;
view->shape = info->shape;
view->strides = info->strides;
if ((flags & PyBUF_FORMAT) == PyBUF_FORMAT) {
view->format = info->format;
} else {
view->format = NULL;
}
descr = PyArray_DescrFromScalar(self);
view->buf = (void *)scalar_value(self, descr);
elsize = descr->elsize;
#ifndef Py_UNICODE_WIDE
if (descr->type_num == NPY_UNICODE) {
elsize >>= 1;
}
NPY_NO_EXPORT void *
scalar_value(PyObject *scalar, PyArray_Descr *descr)
{
int type_num;
int align;
intp memloc;
if (descr == NULL) {
descr = PyArray_DescrFromScalar(scalar);
type_num = descr->type_num;
Py_DECREF(descr);
}
else {
type_num = descr->type_num;
}
switch (type_num) {
#define CASE(ut,lt) case NPY_##ut: return &(((Py##lt##ScalarObject *)scalar)->obval)
CASE(BOOL, Bool);
CASE(BYTE, Byte);
CASE(UBYTE, UByte);
CASE(SHORT, Short);
CASE(USHORT, UShort);
CASE(INT, Int);
CASE(UINT, UInt);
CASE(LONG, Long);
CASE(ULONG, ULong);
CASE(LONGLONG, LongLong);
CASE(ULONGLONG, ULongLong);
CASE(FLOAT, Float);
CASE(DOUBLE, Double);
CASE(LONGDOUBLE, LongDouble);
CASE(CFLOAT, CFloat);
CASE(CDOUBLE, CDouble);
CASE(CLONGDOUBLE, CLongDouble);
CASE(OBJECT, Object);
CASE(DATETIME, Datetime);
CASE(TIMEDELTA, Timedelta);
#undef CASE
case NPY_STRING:
return (void *)PyString_AS_STRING(scalar);
case NPY_UNICODE:
return (void *)PyUnicode_AS_DATA(scalar);
case NPY_VOID:
return ((PyVoidScalarObject *)scalar)->obval;
}
/*
* Must be a user-defined type --- check to see which
* scalar it inherits from.
*/
#define _CHK(cls) (PyObject_IsInstance(scalar, \
(PyObject *)&Py##cls##ArrType_Type))
#define _OBJ(lt) &(((Py##lt##ScalarObject *)scalar)->obval)
#define _IFCASE(cls) if _CHK(cls) return _OBJ(cls)
if _CHK(Number) {
if _CHK(Integer) {
if _CHK(SignedInteger) {
_IFCASE(Byte);
_IFCASE(Short);
_IFCASE(Int);
_IFCASE(Long);
_IFCASE(LongLong);
if _CHK(TimeInteger) {
_IFCASE(Datetime);
_IFCASE(Timedelta);
}
}
else {
/* Unsigned Integer */
_IFCASE(UByte);
_IFCASE(UShort);
_IFCASE(UInt);
_IFCASE(ULong);
_IFCASE(ULongLong);
}
}
else {
/* Inexact */
if _CHK(Floating) {
/* Fill in the info structure */
static _buffer_info_t*
_buffer_info_new(PyObject *obj)
{
_buffer_info_t *info;
_tmp_string_t fmt = {NULL, 0, 0};
int k;
PyArray_Descr *descr = NULL;
int err = 0;
info = malloc(sizeof(_buffer_info_t));
if (info == NULL) {
PyErr_NoMemory();
goto fail;
}
if (PyArray_IsScalar(obj, Datetime) || PyArray_IsScalar(obj, Timedelta)) {
/*
* Special case datetime64 scalars to remain backward compatible.
* This will change in a future version.
* Note arrays of datetime64 and strutured arrays with datetime64
* fields will not hit this code path and are currently unsupported
* in _buffer_format_string.
*/
if (_append_char(&fmt, 'B') < 0) {
goto fail;
}
if (_append_char(&fmt, '\0') < 0) {
goto fail;
}
info->ndim = 1;
info->shape = malloc(sizeof(Py_ssize_t) * 2);
if (info->shape == NULL) {
PyErr_NoMemory();
goto fail;
}
info->strides = info->shape + info->ndim;
info->shape[0] = 8;
info->strides[0] = 1;
info->format = fmt.s;
return info;
}
else if (PyArray_IsScalar(obj, Generic)) {
descr = PyArray_DescrFromScalar(obj);
if (descr == NULL) {
goto fail;
}
info->ndim = 0;
info->shape = NULL;
info->strides = NULL;
}
else {
PyArrayObject * arr = (PyArrayObject *)obj;
descr = PyArray_DESCR(arr);
/* Fill in shape and strides */
info->ndim = PyArray_NDIM(arr);
if (info->ndim == 0) {
info->shape = NULL;
info->strides = NULL;
}
else {
info->shape = malloc(sizeof(Py_ssize_t) * PyArray_NDIM(arr) * 2 + 1);
if (info->shape == NULL) {
PyErr_NoMemory();
goto fail;
}
info->strides = info->shape + PyArray_NDIM(arr);
for (k = 0; k < PyArray_NDIM(arr); ++k) {
info->shape[k] = PyArray_DIMS(arr)[k];
info->strides[k] = PyArray_STRIDES(arr)[k];
}
}
Py_INCREF(descr);
}
/* Fill in format */
err = _buffer_format_string(descr, &fmt, obj, NULL, NULL);
Py_DECREF(descr);
if (err != 0) {
goto fail;
}
if (_append_char(&fmt, '\0') < 0) {
goto fail;
}
info->format = fmt.s;
return info;
fail:
free(fmt.s);
free(info);
return NULL;
}
NPY_NO_EXPORT int
PyArray_DTypeFromObjectHelper(PyObject *obj, int maxdims,
PyArray_Descr **out_dtype, int string_type)
{
int i, size;
PyArray_Descr *dtype = NULL;
PyObject *ip;
Py_buffer buffer_view;
/* Check if it's an ndarray */
if (PyArray_Check(obj)) {
dtype = PyArray_DESCR((PyArrayObject *)obj);
Py_INCREF(dtype);
goto promote_types;
}
/* See if it's a python None */
if (obj == Py_None) {
dtype = PyArray_DescrFromType(NPY_OBJECT);
if (dtype == NULL) {
goto fail;
}
Py_INCREF(dtype);
goto promote_types;
}
/* Check if it's a NumPy scalar */
else if (PyArray_IsScalar(obj, Generic)) {
if (!string_type) {
dtype = PyArray_DescrFromScalar(obj);
if (dtype == NULL) {
goto fail;
}
}
else {
int itemsize;
PyObject *temp;
if (string_type == NPY_STRING) {
if ((temp = PyObject_Str(obj)) == NULL) {
return -1;
}
#if defined(NPY_PY3K)
#if PY_VERSION_HEX >= 0x03030000
itemsize = PyUnicode_GetLength(temp);
#else
itemsize = PyUnicode_GET_SIZE(temp);
#endif
#else
itemsize = PyString_GET_SIZE(temp);
#endif
}
else if (string_type == NPY_UNICODE) {
#if defined(NPY_PY3K)
if ((temp = PyObject_Str(obj)) == NULL) {
#else
if ((temp = PyObject_Unicode(obj)) == NULL) {
#endif
return -1;
}
itemsize = PyUnicode_GET_DATA_SIZE(temp);
#ifndef Py_UNICODE_WIDE
itemsize <<= 1;
#endif
}
else {
goto fail;
}
Py_DECREF(temp);
if (*out_dtype != NULL &&
(*out_dtype)->type_num == string_type &&
(*out_dtype)->elsize >= itemsize) {
return 0;
}
dtype = PyArray_DescrNewFromType(string_type);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = itemsize;
}
goto promote_types;
}
/* Check if it's a Python scalar */
dtype = _array_find_python_scalar_type(obj);
if (dtype != NULL) {
if (string_type) {
int itemsize;
PyObject *temp;
if (string_type == NPY_STRING) {
if ((temp = PyObject_Str(obj)) == NULL) {
return -1;
}
#if defined(NPY_PY3K)
#if PY_VERSION_HEX >= 0x03030000
itemsize = PyUnicode_GetLength(temp);
#else
itemsize = PyUnicode_GET_SIZE(temp);
#endif
#else
itemsize = PyString_GET_SIZE(temp);
#endif
}
else if (string_type == NPY_UNICODE) {
#if defined(NPY_PY3K)
if ((temp = PyObject_Str(obj)) == NULL) {
#else
if ((temp = PyObject_Unicode(obj)) == NULL) {
#endif
return -1;
}
itemsize = PyUnicode_GET_DATA_SIZE(temp);
#ifndef Py_UNICODE_WIDE
itemsize <<= 1;
#endif
}
else {
goto fail;
}
Py_DECREF(temp);
if (*out_dtype != NULL &&
(*out_dtype)->type_num == string_type &&
(*out_dtype)->elsize >= itemsize) {
return 0;
}
dtype = PyArray_DescrNewFromType(string_type);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = itemsize;
}
goto promote_types;
}
/* Check if it's an ASCII string */
if (PyBytes_Check(obj)) {
int itemsize = PyString_GET_SIZE(obj);
/* If it's already a big enough string, don't bother type promoting */
if (*out_dtype != NULL &&
(*out_dtype)->type_num == NPY_STRING &&
(*out_dtype)->elsize >= itemsize) {
return 0;
}
dtype = PyArray_DescrNewFromType(NPY_STRING);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = itemsize;
goto promote_types;
}
/* Check if it's a Unicode string */
if (PyUnicode_Check(obj)) {
int itemsize = PyUnicode_GET_DATA_SIZE(obj);
#ifndef Py_UNICODE_WIDE
itemsize <<= 1;
#endif
/*
* If it's already a big enough unicode object,
* don't bother type promoting
*/
if (*out_dtype != NULL &&
(*out_dtype)->type_num == NPY_UNICODE &&
(*out_dtype)->elsize >= itemsize) {
return 0;
}
dtype = PyArray_DescrNewFromType(NPY_UNICODE);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = itemsize;
goto promote_types;
}
/* PEP 3118 buffer interface */
if (PyObject_CheckBuffer(obj) == 1) {
memset(&buffer_view, 0, sizeof(Py_buffer));
if (PyObject_GetBuffer(obj, &buffer_view,
PyBUF_FORMAT|PyBUF_STRIDES) == 0 ||
PyObject_GetBuffer(obj, &buffer_view, PyBUF_FORMAT) == 0) {
PyErr_Clear();
dtype = _descriptor_from_pep3118_format(buffer_view.format);
PyBuffer_Release(&buffer_view);
if (dtype) {
goto promote_types;
}
}
else if (PyObject_GetBuffer(obj, &buffer_view, PyBUF_STRIDES) == 0 ||
PyObject_GetBuffer(obj, &buffer_view, PyBUF_SIMPLE) == 0) {
PyErr_Clear();
dtype = PyArray_DescrNewFromType(NPY_VOID);
dtype->elsize = buffer_view.itemsize;
PyBuffer_Release(&buffer_view);
goto promote_types;
}
else {
PyErr_Clear();
}
}
/* The array interface */
ip = PyArray_GetAttrString_SuppressException(obj, "__array_interface__");
if (ip != NULL) {
if (PyDict_Check(ip)) {
PyObject *typestr;
#if defined(NPY_PY3K)
PyObject *tmp = NULL;
#endif
typestr = PyDict_GetItemString(ip, "typestr");
#if defined(NPY_PY3K)
/* Allow unicode type strings */
if (PyUnicode_Check(typestr)) {
tmp = PyUnicode_AsASCIIString(typestr);
typestr = tmp;
}
#endif
if (typestr && PyBytes_Check(typestr)) {
dtype =_array_typedescr_fromstr(PyBytes_AS_STRING(typestr));
#if defined(NPY_PY3K)
if (tmp == typestr) {
Py_DECREF(tmp);
}
#endif
Py_DECREF(ip);
if (dtype == NULL) {
goto fail;
}
goto promote_types;
}
}
Py_DECREF(ip);
}
/* The array struct interface */
ip = PyArray_GetAttrString_SuppressException(obj, "__array_struct__");
if (ip != NULL) {
PyArrayInterface *inter;
char buf[40];
if (NpyCapsule_Check(ip)) {
inter = (PyArrayInterface *)NpyCapsule_AsVoidPtr(ip);
if (inter->two == 2) {
PyOS_snprintf(buf, sizeof(buf),
"|%c%d", inter->typekind, inter->itemsize);
dtype = _array_typedescr_fromstr(buf);
Py_DECREF(ip);
if (dtype == NULL) {
goto fail;
}
goto promote_types;
}
}
Py_DECREF(ip);
}
/* The old buffer interface */
#if !defined(NPY_PY3K)
if (PyBuffer_Check(obj)) {
dtype = PyArray_DescrNewFromType(NPY_VOID);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = Py_TYPE(obj)->tp_as_sequence->sq_length(obj);
PyErr_Clear();
goto promote_types;
}
#endif
/* The __array__ attribute */
ip = PyArray_GetAttrString_SuppressException(obj, "__array__");
if (ip != NULL) {
Py_DECREF(ip);
ip = PyObject_CallMethod(obj, "__array__", NULL);
if(ip && PyArray_Check(ip)) {
dtype = PyArray_DESCR((PyArrayObject *)ip);
Py_INCREF(dtype);
Py_DECREF(ip);
goto promote_types;
}
Py_XDECREF(ip);
if (PyErr_Occurred()) {
goto fail;
}
}
/* Not exactly sure what this is about... */
#if !defined(NPY_PY3K)
if (PyInstance_Check(obj)) {
dtype = _use_default_type(obj);
if (dtype == NULL) {
goto fail;
}
else {
goto promote_types;
}
}
#endif
/*
* If we reached the maximum recursion depth without hitting one
* of the above cases, the output dtype should be OBJECT
*/
if (maxdims == 0 || !PySequence_Check(obj)) {
if (*out_dtype == NULL || (*out_dtype)->type_num != NPY_OBJECT) {
Py_XDECREF(*out_dtype);
*out_dtype = PyArray_DescrFromType(NPY_OBJECT);
if (*out_dtype == NULL) {
return -1;
}
}
return 0;
}
/* Recursive case */
size = PySequence_Size(obj);
if (size < 0) {
goto fail;
}
/* Recursive call for each sequence item */
for (i = 0; i < size; ++i) {
int res;
ip = PySequence_GetItem(obj, i);
if (ip == NULL) {
goto fail;
}
res = PyArray_DTypeFromObjectHelper(ip, maxdims - 1,
out_dtype, string_type);
if (res < 0) {
Py_DECREF(ip);
goto fail;
}
else if (res > 0) {
Py_DECREF(ip);
return res;
}
Py_DECREF(ip);
}
return 0;
promote_types:
/* Set 'out_dtype' if it's NULL */
if (*out_dtype == NULL) {
if (!string_type && dtype->type_num == NPY_STRING) {
Py_DECREF(dtype);
return RETRY_WITH_STRING;
}
if (!string_type && dtype->type_num == NPY_UNICODE) {
Py_DECREF(dtype);
return RETRY_WITH_UNICODE;
}
*out_dtype = dtype;
return 0;
}
/* Do type promotion with 'out_dtype' */
else {
PyArray_Descr *res_dtype = PyArray_PromoteTypes(dtype, *out_dtype);
Py_DECREF(dtype);
if (res_dtype == NULL) {
return -1;
}
if (!string_type &&
res_dtype->type_num == NPY_UNICODE &&
(*out_dtype)->type_num != NPY_UNICODE) {
Py_DECREF(res_dtype);
return RETRY_WITH_UNICODE;
}
if (!string_type &&
res_dtype->type_num == NPY_STRING &&
(*out_dtype)->type_num != NPY_STRING) {
Py_DECREF(res_dtype);
return RETRY_WITH_STRING;
}
Py_DECREF(*out_dtype);
*out_dtype = res_dtype;
return 0;
}
fail:
Py_XDECREF(*out_dtype);
*out_dtype = NULL;
return -1;
}
#undef RETRY_WITH_STRING
#undef RETRY_WITH_UNICODE
/* new reference */
NPY_NO_EXPORT PyArray_Descr *
_array_typedescr_fromstr(char *c_str)
{
PyArray_Descr *descr = NULL;
PyObject *stringobj = PyString_FromString(c_str);
if (stringobj == NULL) {
return NULL;
}
if (PyArray_DescrConverter(stringobj, &descr) != NPY_SUCCEED) {
Py_DECREF(stringobj);
return NULL;
}
Py_DECREF(stringobj);
return descr;
}
NPY_NO_EXPORT char *
index2ptr(PyArrayObject *mp, npy_intp i)
{
npy_intp dim0;
if (PyArray_NDIM(mp) == 0) {
PyErr_SetString(PyExc_IndexError, "0-d arrays can't be indexed");
return NULL;
}
dim0 = PyArray_DIMS(mp)[0];
if (check_and_adjust_index(&i, dim0, 0) < 0)
return NULL;
if (i == 0) {
return PyArray_DATA(mp);
}
return PyArray_BYTES(mp)+i*PyArray_STRIDES(mp)[0];
}
NPY_NO_EXPORT int
PyArray_DTypeFromObjectHelper(PyObject *obj, int maxdims,
PyArray_Descr **out_dtype, int string_type)
{
int i, size;
PyArray_Descr *dtype = NULL;
PyObject *ip;
Py_buffer buffer_view;
/* types for sequence handling */
PyObject ** objects;
PyObject * seq;
PyTypeObject * common_type;
/* Check if it's an ndarray */
if (PyArray_Check(obj)) {
dtype = PyArray_DESCR((PyArrayObject *)obj);
Py_INCREF(dtype);
goto promote_types;
}
/* See if it's a python None */
if (obj == Py_None) {
dtype = PyArray_DescrFromType(NPY_OBJECT);
if (dtype == NULL) {
goto fail;
}
Py_INCREF(dtype);
goto promote_types;
}
/* Check if it's a NumPy scalar */
else if (PyArray_IsScalar(obj, Generic)) {
if (!string_type) {
dtype = PyArray_DescrFromScalar(obj);
if (dtype == NULL) {
goto fail;
}
}
else {
int itemsize;
PyObject *temp;
if (string_type == NPY_STRING) {
if ((temp = PyObject_Str(obj)) == NULL) {
return -1;
}
#if defined(NPY_PY3K)
#if PY_VERSION_HEX >= 0x03030000
itemsize = PyUnicode_GetLength(temp);
#else
itemsize = PyUnicode_GET_SIZE(temp);
#endif
#else
itemsize = PyString_GET_SIZE(temp);
#endif
}
else if (string_type == NPY_UNICODE) {
#if defined(NPY_PY3K)
if ((temp = PyObject_Str(obj)) == NULL) {
#else
if ((temp = PyObject_Unicode(obj)) == NULL) {
#endif
return -1;
}
itemsize = PyUnicode_GET_DATA_SIZE(temp);
#ifndef Py_UNICODE_WIDE
itemsize <<= 1;
#endif
}
else {
goto fail;
}
Py_DECREF(temp);
if (*out_dtype != NULL &&
(*out_dtype)->type_num == string_type &&
(*out_dtype)->elsize >= itemsize) {
return 0;
}
dtype = PyArray_DescrNewFromType(string_type);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = itemsize;
}
goto promote_types;
}
/* Check if it's a Python scalar */
dtype = _array_find_python_scalar_type(obj);
if (dtype != NULL) {
if (string_type) {
int itemsize;
PyObject *temp;
if (string_type == NPY_STRING) {
if ((temp = PyObject_Str(obj)) == NULL) {
return -1;
}
#if defined(NPY_PY3K)
#if PY_VERSION_HEX >= 0x03030000
itemsize = PyUnicode_GetLength(temp);
#else
itemsize = PyUnicode_GET_SIZE(temp);
#endif
#else
itemsize = PyString_GET_SIZE(temp);
#endif
}
else if (string_type == NPY_UNICODE) {
#if defined(NPY_PY3K)
if ((temp = PyObject_Str(obj)) == NULL) {
#else
if ((temp = PyObject_Unicode(obj)) == NULL) {
#endif
return -1;
}
itemsize = PyUnicode_GET_DATA_SIZE(temp);
#ifndef Py_UNICODE_WIDE
itemsize <<= 1;
#endif
}
else {
goto fail;
}
Py_DECREF(temp);
if (*out_dtype != NULL &&
(*out_dtype)->type_num == string_type &&
(*out_dtype)->elsize >= itemsize) {
return 0;
}
dtype = PyArray_DescrNewFromType(string_type);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = itemsize;
}
goto promote_types;
}
/* Check if it's an ASCII string */
if (PyBytes_Check(obj)) {
int itemsize = PyString_GET_SIZE(obj);
/* If it's already a big enough string, don't bother type promoting */
if (*out_dtype != NULL &&
(*out_dtype)->type_num == NPY_STRING &&
(*out_dtype)->elsize >= itemsize) {
return 0;
}
dtype = PyArray_DescrNewFromType(NPY_STRING);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = itemsize;
goto promote_types;
}
/* Check if it's a Unicode string */
if (PyUnicode_Check(obj)) {
int itemsize = PyUnicode_GET_DATA_SIZE(obj);
#ifndef Py_UNICODE_WIDE
itemsize <<= 1;
#endif
/*
* If it's already a big enough unicode object,
* don't bother type promoting
*/
if (*out_dtype != NULL &&
(*out_dtype)->type_num == NPY_UNICODE &&
(*out_dtype)->elsize >= itemsize) {
return 0;
}
dtype = PyArray_DescrNewFromType(NPY_UNICODE);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = itemsize;
goto promote_types;
}
/* PEP 3118 buffer interface */
if (PyObject_CheckBuffer(obj) == 1) {
memset(&buffer_view, 0, sizeof(Py_buffer));
if (PyObject_GetBuffer(obj, &buffer_view,
PyBUF_FORMAT|PyBUF_STRIDES) == 0 ||
PyObject_GetBuffer(obj, &buffer_view, PyBUF_FORMAT) == 0) {
PyErr_Clear();
dtype = _descriptor_from_pep3118_format(buffer_view.format);
PyBuffer_Release(&buffer_view);
if (dtype) {
goto promote_types;
}
}
else if (PyObject_GetBuffer(obj, &buffer_view, PyBUF_STRIDES) == 0 ||
PyObject_GetBuffer(obj, &buffer_view, PyBUF_SIMPLE) == 0) {
PyErr_Clear();
dtype = PyArray_DescrNewFromType(NPY_VOID);
dtype->elsize = buffer_view.itemsize;
PyBuffer_Release(&buffer_view);
goto promote_types;
}
else {
PyErr_Clear();
}
}
/* The array interface */
ip = PyArray_LookupSpecial_OnInstance(obj, "__array_interface__");
if (ip != NULL) {
if (PyDict_Check(ip)) {
PyObject *typestr;
#if defined(NPY_PY3K)
PyObject *tmp = NULL;
#endif
typestr = PyDict_GetItemString(ip, "typestr");
#if defined(NPY_PY3K)
/* Allow unicode type strings */
if (PyUnicode_Check(typestr)) {
tmp = PyUnicode_AsASCIIString(typestr);
typestr = tmp;
}
#endif
if (typestr && PyBytes_Check(typestr)) {
dtype =_array_typedescr_fromstr(PyBytes_AS_STRING(typestr));
#if defined(NPY_PY3K)
if (tmp == typestr) {
Py_DECREF(tmp);
}
#endif
Py_DECREF(ip);
if (dtype == NULL) {
goto fail;
}
goto promote_types;
}
}
Py_DECREF(ip);
}
/* The array struct interface */
ip = PyArray_LookupSpecial_OnInstance(obj, "__array_struct__");
if (ip != NULL) {
PyArrayInterface *inter;
char buf[40];
if (NpyCapsule_Check(ip)) {
inter = (PyArrayInterface *)NpyCapsule_AsVoidPtr(ip);
if (inter->two == 2) {
PyOS_snprintf(buf, sizeof(buf),
"|%c%d", inter->typekind, inter->itemsize);
dtype = _array_typedescr_fromstr(buf);
Py_DECREF(ip);
if (dtype == NULL) {
goto fail;
}
goto promote_types;
}
}
Py_DECREF(ip);
}
/* The old buffer interface */
#if !defined(NPY_PY3K)
if (PyBuffer_Check(obj)) {
dtype = PyArray_DescrNewFromType(NPY_VOID);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = Py_TYPE(obj)->tp_as_sequence->sq_length(obj);
PyErr_Clear();
goto promote_types;
}
#endif
/* The __array__ attribute */
ip = PyArray_LookupSpecial_OnInstance(obj, "__array__");
if (ip != NULL) {
Py_DECREF(ip);
ip = PyObject_CallMethod(obj, "__array__", NULL);
if(ip && PyArray_Check(ip)) {
dtype = PyArray_DESCR((PyArrayObject *)ip);
Py_INCREF(dtype);
Py_DECREF(ip);
goto promote_types;
}
Py_XDECREF(ip);
if (PyErr_Occurred()) {
goto fail;
}
}
/*
* If we reached the maximum recursion depth without hitting one
* of the above cases, and obj isn't a sequence-like object, the output
* dtype should be either OBJECT or a user-defined type.
*
* Note that some libraries define sequence-like classes but want them to
* be treated as objects, and they expect numpy to treat it as an object if
* __len__ is not defined.
*/
if (maxdims == 0 || !PySequence_Check(obj) || PySequence_Size(obj) < 0) {
// clear any PySequence_Size error, which corrupts further calls to it
PyErr_Clear();
if (*out_dtype == NULL || (*out_dtype)->type_num != NPY_OBJECT) {
Py_XDECREF(*out_dtype);
*out_dtype = PyArray_DescrFromType(NPY_OBJECT);
if (*out_dtype == NULL) {
return -1;
}
}
return 0;
}
/* Recursive case, first check the sequence contains only one type */
seq = PySequence_Fast(obj, "Could not convert object to sequence");
if (seq == NULL) {
goto fail;
}
size = PySequence_Fast_GET_SIZE(seq);
objects = PySequence_Fast_ITEMS(seq);
common_type = size > 0 ? Py_TYPE(objects[0]) : NULL;
for (i = 1; i < size; ++i) {
if (Py_TYPE(objects[i]) != common_type) {
common_type = NULL;
break;
}
}
/* all types are the same and scalar, one recursive call is enough */
if (common_type != NULL && !string_type &&
(common_type == &PyFloat_Type ||
/* TODO: we could add longs if we add a range check */
#if !defined(NPY_PY3K)
common_type == &PyInt_Type ||
#endif
common_type == &PyBool_Type ||
common_type == &PyComplex_Type)) {
size = 1;
}
/* Recursive call for each sequence item */
for (i = 0; i < size; ++i) {
int res = PyArray_DTypeFromObjectHelper(objects[i], maxdims - 1,
out_dtype, string_type);
if (res < 0) {
Py_DECREF(seq);
goto fail;
}
else if (res > 0) {
Py_DECREF(seq);
return res;
}
}
Py_DECREF(seq);
return 0;
promote_types:
/* Set 'out_dtype' if it's NULL */
if (*out_dtype == NULL) {
if (!string_type && dtype->type_num == NPY_STRING) {
Py_DECREF(dtype);
return RETRY_WITH_STRING;
}
if (!string_type && dtype->type_num == NPY_UNICODE) {
Py_DECREF(dtype);
return RETRY_WITH_UNICODE;
}
*out_dtype = dtype;
return 0;
}
/* Do type promotion with 'out_dtype' */
else {
PyArray_Descr *res_dtype = PyArray_PromoteTypes(dtype, *out_dtype);
Py_DECREF(dtype);
if (res_dtype == NULL) {
return -1;
}
if (!string_type &&
res_dtype->type_num == NPY_UNICODE &&
(*out_dtype)->type_num != NPY_UNICODE) {
Py_DECREF(res_dtype);
return RETRY_WITH_UNICODE;
}
if (!string_type &&
res_dtype->type_num == NPY_STRING &&
(*out_dtype)->type_num != NPY_STRING) {
Py_DECREF(res_dtype);
return RETRY_WITH_STRING;
}
Py_DECREF(*out_dtype);
*out_dtype = res_dtype;
return 0;
}
fail:
Py_XDECREF(*out_dtype);
*out_dtype = NULL;
return -1;
}
#undef RETRY_WITH_STRING
#undef RETRY_WITH_UNICODE
/* new reference */
NPY_NO_EXPORT PyArray_Descr *
_array_typedescr_fromstr(char *c_str)
{
PyArray_Descr *descr = NULL;
PyObject *stringobj = PyString_FromString(c_str);
if (stringobj == NULL) {
return NULL;
}
if (PyArray_DescrConverter(stringobj, &descr) != NPY_SUCCEED) {
Py_DECREF(stringobj);
return NULL;
}
Py_DECREF(stringobj);
return descr;
}
NPY_NO_EXPORT char *
index2ptr(PyArrayObject *mp, npy_intp i)
{
npy_intp dim0;
if (PyArray_NDIM(mp) == 0) {
PyErr_SetString(PyExc_IndexError, "0-d arrays can't be indexed");
return NULL;
}
dim0 = PyArray_DIMS(mp)[0];
if (check_and_adjust_index(&i, dim0, 0, NULL) < 0)
return NULL;
if (i == 0) {
return PyArray_DATA(mp);
}
return PyArray_BYTES(mp)+i*PyArray_STRIDES(mp)[0];
}
/*
* Recursively examines the object to determine an appropriate dtype
* to use for converting to an ndarray.
*
* 'obj' is the object to be converted to an ndarray.
*
* 'maxdims' is the maximum recursion depth.
*
* 'out_contains_na' gets set to 1 if an np.NA object is encountered.
* The NA does not affect the dtype produced, so if this is set to 1
* and the result is for an array without NA support, the dtype should
* be switched to NPY_OBJECT. When adding multi-NA support, this should
* also signal whether just regular NAs or NAs with payloads were seen.
*
* 'out_dtype' should be either NULL or a minimal starting dtype when
* the function is called. It is updated with the results of type
* promotion. This dtype does not get updated when processing NA objects.
* This is reset to NULL on failure.
*
* Returns 0 on success, -1 on failure.
*/
NPY_NO_EXPORT int
PyArray_DTypeFromObject(PyObject *obj, int maxdims, int *out_contains_na,
PyArray_Descr **out_dtype)
{
int i, size;
PyArray_Descr *dtype = NULL;
PyObject *ip;
#if PY_VERSION_HEX >= 0x02060000
Py_buffer buffer_view;
#endif
/* Check if it's an ndarray */
if (PyArray_Check(obj)) {
/* Check for any NAs in the array */
int containsna = PyArray_ContainsNA((PyArrayObject *)obj, NULL, NULL);
if (containsna == -1) {
goto fail;
}
else if (containsna) {
*out_contains_na = 1;
}
dtype = PyArray_DESCR((PyArrayObject *)obj);
Py_INCREF(dtype);
goto promote_types;
}
/* Check if it's a NumPy scalar */
if (PyArray_IsScalar(obj, Generic)) {
dtype = PyArray_DescrFromScalar(obj);
if (dtype == NULL) {
goto fail;
}
goto promote_types;
}
/* Check if it's a Python scalar */
dtype = _array_find_python_scalar_type(obj);
if (dtype != NULL) {
goto promote_types;
}
/* Check if it's an NA */
if (NpyNA_Check(obj)) {
*out_contains_na = 1;
return 0;
}
/* Check if it's an ASCII string */
if (PyBytes_Check(obj)) {
int itemsize = PyString_GET_SIZE(obj);
/* If it's already a big enough string, don't bother type promoting */
if (*out_dtype != NULL &&
(*out_dtype)->type_num == NPY_STRING &&
(*out_dtype)->elsize >= itemsize) {
return 0;
}
dtype = PyArray_DescrNewFromType(NPY_STRING);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = itemsize;
goto promote_types;
}
/* Check if it's a Unicode string */
if (PyUnicode_Check(obj)) {
int itemsize = PyUnicode_GET_DATA_SIZE(obj);
#ifndef Py_UNICODE_WIDE
itemsize <<= 1;
#endif
/*
* If it's already a big enough unicode object,
* don't bother type promoting
*/
if (*out_dtype != NULL &&
(*out_dtype)->type_num == NPY_UNICODE &&
(*out_dtype)->elsize >= itemsize) {
return 0;
}
dtype = PyArray_DescrNewFromType(NPY_UNICODE);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = itemsize;
goto promote_types;
}
#if PY_VERSION_HEX >= 0x02060000
/* PEP 3118 buffer interface */
memset(&buffer_view, 0, sizeof(Py_buffer));
if (PyObject_GetBuffer(obj, &buffer_view, PyBUF_FORMAT|PyBUF_STRIDES) == 0 ||
PyObject_GetBuffer(obj, &buffer_view, PyBUF_FORMAT) == 0) {
PyErr_Clear();
dtype = _descriptor_from_pep3118_format(buffer_view.format);
PyBuffer_Release(&buffer_view);
if (dtype) {
goto promote_types;
}
}
else if (PyObject_GetBuffer(obj, &buffer_view, PyBUF_STRIDES) == 0 ||
PyObject_GetBuffer(obj, &buffer_view, PyBUF_SIMPLE) == 0) {
PyErr_Clear();
dtype = PyArray_DescrNewFromType(NPY_VOID);
dtype->elsize = buffer_view.itemsize;
PyBuffer_Release(&buffer_view);
goto promote_types;
}
else {
PyErr_Clear();
}
#endif
/* The array interface */
ip = PyObject_GetAttrString(obj, "__array_interface__");
if (ip != NULL) {
if (PyDict_Check(ip)) {
PyObject *typestr;
typestr = PyDict_GetItemString(ip, "typestr");
if (typestr && PyString_Check(typestr)) {
dtype =_array_typedescr_fromstr(PyString_AS_STRING(typestr));
Py_DECREF(ip);
if (dtype == NULL) {
goto fail;
}
goto promote_types;
}
}
Py_DECREF(ip);
}
else {
PyErr_Clear();
}
/* The array struct interface */
ip = PyObject_GetAttrString(obj, "__array_struct__");
if (ip != NULL) {
PyArrayInterface *inter;
char buf[40];
if (NpyCapsule_Check(ip)) {
inter = (PyArrayInterface *)NpyCapsule_AsVoidPtr(ip);
if (inter->two == 2) {
PyOS_snprintf(buf, sizeof(buf),
"|%c%d", inter->typekind, inter->itemsize);
dtype = _array_typedescr_fromstr(buf);
Py_DECREF(ip);
if (dtype == NULL) {
goto fail;
}
goto promote_types;
}
}
Py_DECREF(ip);
}
else {
PyErr_Clear();
}
/* The old buffer interface */
#if !defined(NPY_PY3K)
if (PyBuffer_Check(obj)) {
dtype = PyArray_DescrNewFromType(NPY_VOID);
if (dtype == NULL) {
goto fail;
}
dtype->elsize = Py_TYPE(obj)->tp_as_sequence->sq_length(obj);
PyErr_Clear();
goto promote_types;
}
#endif
/* The __array__ attribute */
if (PyObject_HasAttrString(obj, "__array__")) {
ip = PyObject_CallMethod(obj, "__array__", NULL);
if(ip && PyArray_Check(ip)) {
dtype = PyArray_DESCR((PyArrayObject *)ip);
Py_INCREF(dtype);
Py_DECREF(ip);
goto promote_types;
}
Py_XDECREF(ip);
if (PyErr_Occurred()) {
goto fail;
}
}
/* Not exactly sure what this is about... */
#if !defined(NPY_PY3K)
if (PyInstance_Check(obj)) {
dtype = _use_default_type(obj);
if (dtype == NULL) {
goto fail;
}
else {
goto promote_types;
}
}
#endif
/*
* If we reached the maximum recursion depth without hitting one
* of the above cases, the output dtype should be OBJECT
*/
if (maxdims == 0 || !PySequence_Check(obj)) {
if (*out_dtype == NULL || (*out_dtype)->type_num != NPY_OBJECT) {
Py_XDECREF(*out_dtype);
*out_dtype = PyArray_DescrFromType(NPY_OBJECT);
if (*out_dtype == NULL) {
return -1;
}
}
return 0;
}
/* Recursive case */
size = PySequence_Size(obj);
if (size < 0) {
goto fail;
}
/* Recursive call for each sequence item */
for (i = 0; i < size; ++i) {
ip = PySequence_GetItem(obj, i);
if (ip==NULL) {
goto fail;
}
if (PyArray_DTypeFromObject(ip, maxdims - 1,
out_contains_na, out_dtype) < 0) {
Py_DECREF(ip);
goto fail;
}
Py_DECREF(ip);
}
return 0;
promote_types:
/* Set 'out_dtype' if it's NULL */
if (*out_dtype == NULL) {
*out_dtype = dtype;
return 0;
}
/* Do type promotion with 'out_dtype' */
else {
PyArray_Descr *res_dtype = PyArray_PromoteTypes(dtype, *out_dtype);
Py_DECREF(dtype);
if (res_dtype == NULL) {
return -1;
}
Py_DECREF(*out_dtype);
*out_dtype = res_dtype;
return 0;
}
fail:
Py_XDECREF(*out_dtype);
*out_dtype = NULL;
return -1;
}
