On the Python side, I can create new numpy record arrays as follows:
numpy.zeros((3,), dtype=[('a', 'i4'), ('b', 'U5')])
How do I do the same from a C program? I suppose I have to call PyArray_SimpleNewFromDescr(nd, dims, descr)
, but how do I construct a PyArray_Descr
that is appropriate for passing as the third argument to PyArray_SimpleNewFromDescr
?
Record arrays are structured arrays wrapped using a subclass of ndarray, numpy. recarray, which allows field access by attribute on the array object, and record arrays also use a special datatype, numpy. record, which allows field access by attribute on the individual elements of the array.
NumPy is written in C, and executes very quickly as a result. By comparison, Python is a dynamic language that is interpreted by the CPython interpreter, converted to bytecode, and executed. While it's no slouch, compiled C code is always going to be faster.
Use PyArray_DescrConverter
. Here's an example:
#include <Python.h>
#include <stdio.h>
#include <numpy/arrayobject.h>
int main(int argc, char *argv[])
{
int dims[] = { 2, 3 };
PyObject *op, *array;
PyArray_Descr *descr;
Py_Initialize();
import_array();
op = Py_BuildValue("[(s, s), (s, s)]", "a", "i4", "b", "U5");
PyArray_DescrConverter(op, &descr);
Py_DECREF(op);
array = PyArray_SimpleNewFromDescr(2, dims, descr);
PyObject_Print(array, stdout, 0);
printf("\n");
Py_DECREF(array);
return 0;
}
Thanks to Adam Rosenfield for pointing to Section 13.3.10 of the Guide to NumPy.
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