NPY_NO_EXPORT PyArray_Descr* _descriptor_from_pep3118_format(char *s) { char *buf, *p; int in_name = 0; PyObject *descr; PyObject *str; PyObject *_numpy_internal; if (s == NULL) { return PyArray_DescrNewFromType(NPY_BYTE); } /* Strip whitespace, except from field names */ buf = (char*)malloc(strlen(s) + 1); p = buf; while (*s != '\0') { if (*s == ':') { in_name = !in_name; *p = *s; } else if (in_name || !NumPyOS_ascii_isspace(*s)) { *p = *s; } ++p; ++s; } *p = '\0'; str = PyUString_FromStringAndSize(buf, strlen(buf)); free(buf); if (str == NULL) { return NULL; } /* Convert */ _numpy_internal = PyImport_ImportModule("numpy.core._internal"); if (_numpy_internal == NULL) { Py_DECREF(str); return NULL; } descr = PyObject_CallMethod( _numpy_internal, "_dtype_from_pep3118", "O", str); Py_DECREF(str); Py_DECREF(_numpy_internal); if (descr == NULL) { PyErr_Format(PyExc_ValueError, "'%s' is not a valid PEP 3118 buffer format string", buf); return NULL; } if (!PyArray_DescrCheck(descr)) { PyErr_Format(PyExc_RuntimeError, "internal error: numpy.core._internal._dtype_from_pep3118 " "did not return a valid dtype, got %s", buf); return NULL; } return (PyArray_Descr*)descr; }
static PyObject* pydat_get(HDSObject *self) { // Recover C-pointer passed via Python HDSLoc* loc = HDS_retrieve_locator(self); // guard against structures int state, status = SAI__OK; errBegin(&status); datStruc(loc, &state, &status); if (raiseHDSException(&status)) return NULL; if(state) { PyErr_SetString(PyExc_IOError, "dat_get error: cannot use on structures"); return NULL; } // get type char typ_str[DAT__SZTYP+1]; datType(loc, typ_str, &status); // get shape const int NDIMX=7; int ndim; hdsdim tdim[NDIMX]; datShape(loc, NDIMX, tdim, &ndim, &status); if (raiseHDSException(&status)) return NULL; PyArrayObject* arr = NULL; // Either return values as a single scalar or a numpy array // Reverse order of dimensions npy_intp rdim[NDIMX]; int i; for(i=0; i<ndim; i++) rdim[i] = tdim[ndim-i-1]; if(strcmp(typ_str, "_INTEGER") == 0 || strcmp(typ_str, "_LOGICAL") == 0) { arr = (PyArrayObject*) PyArray_SimpleNew(ndim, rdim, NPY_INT); } else if(strcmp(typ_str, "_REAL") == 0) { arr = (PyArrayObject*) PyArray_SimpleNew(ndim, rdim, NPY_FLOAT); } else if(strcmp(typ_str, "_DOUBLE") == 0) { arr = (PyArrayObject*) PyArray_SimpleNew(ndim, rdim, NPY_DOUBLE); } else if(strncmp(typ_str, "_CHAR", 5) == 0) { // work out the number of bytes size_t nbytes; datLen(loc, &nbytes, &status); if (status != SAI__OK) goto fail; int ncdim = 1+ndim; int cdim[ncdim]; cdim[0] = nbytes+1; for(i=0; i<ndim; i++) cdim[i+1] = rdim[i]; PyArray_Descr *descr = PyArray_DescrNewFromType(NPY_STRING); descr->elsize = nbytes; arr = (PyArrayObject*) PyArray_NewFromDescr(&PyArray_Type, descr, ndim, rdim, NULL, NULL, 0, NULL); } else if(strcmp(typ_str, "_WORD") == 0) { arr = (PyArrayObject*) PyArray_SimpleNew(ndim, rdim, NPY_SHORT); } else if(strcmp(typ_str, "_UWORD") == 0) { arr = (PyArrayObject*) PyArray_SimpleNew(ndim, rdim, NPY_USHORT); } else if(strcmp(typ_str, "_BYTE") == 0) { arr = (PyArrayObject*) PyArray_SimpleNew(ndim, rdim, NPY_BYTE); } else if(strcmp(typ_str, "_UBYTE") == 0) { arr = (PyArrayObject*) PyArray_SimpleNew(ndim, rdim, NPY_UBYTE); } else { PyErr_SetString(PyExc_IOError, "dat_get: encountered an unimplemented type"); return NULL; } if(arr == NULL) goto fail; datGet(loc, typ_str, ndim, tdim, arr->data, &status); if(status != SAI__OK) goto fail; return PyArray_Return(arr); fail: raiseHDSException(&status); Py_XDECREF(arr); 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; /* 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]; }
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]; }
/* * 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; }