Cython: Create memoryview without NumPy array? Cython: Create memoryview without NumPy array? numpy numpy

Cython: Create memoryview without NumPy array?


Didn't know, how to deal with cpython arrays, so I solved this finally by a self made 'memory view', as proposed by fabrizioM. Wouldn't have thought that this would work. Creating a new np.array in a tight loop is pretty expensive, so this gave me a significant speed up. Since I only need a 1 dimensional array, I didn't even had to bother with strides. But even for a higher dimensional arrays, I think this could go well.

cdef class Vector:    cdef double *data    cdef public int n_ax0    def __init__(Vector self, int n_ax0):        self.data = <double*> malloc (sizeof(double) * n_ax0)        self.n_ax0 = n_ax0    def __dealloc__(Vector self):        free(self.data)...#@cython.profile(False)@cython.boundscheck(False)cdef Vector my_vec_func(double [:, ::1] a, int [:] v, int cond, int opt):    # function returning a Vector, which can be hopefully freed by del Vector    cdef int vecsize    cdef size_t i    # defs..    # more stuff...    vecsize = n    cdef Vector v = Vector(vecsize)    for i in range(vecsize):        # computation        v[i] = ...    return v...vec = my_vec_func(...ptr_to_data = vec.datalength_of_vec = vec.n_ax0


The following thread on the Cython mailing list would probably be of interest to you:

https://groups.google.com/forum/#!topic/cython-users/CwtU_jYADgM

It looks like there are some decent options presented if you are fine with returning a memoryview from your function that gets coerced at some different level where perfomance isn't as much of an issue.


From http://docs.cython.org/src/userguide/memoryviews.html it follows that memory for cython memory views can be allocated via:

cimport cythoncdef type [:] cview = cython.view.array(size = size,               itemsize = sizeof(type), format = "type", allocate_buffer = True)

or by

from libc.stdlib import malloc, freecdef type [:] cview = <type[:size]> malloc(sizeof(type)*size)

Both case works, but in first i have an issues if introduce own type (ctypedef some mytype) because there is no suitable format for it.In second case there is problem with deallocation of memory.

From manual it should work as follows:

cview.callback_memory_free = free

which bind function which free memory to the memoryview, however this code does not compile.