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43 votes
4 answers
23k views

Cython Numpy warning about NPY_NO_DEPRECATED_API when using MemoryView

I am converting a Cython memoryview to a numpy array (to be able to use it in pure Python code): from libc.stdlib cimport realloc cimport numpy as np DTYPE = np.float64 ctypedef np.float64_t DTYPE_t ...
Amenhotep's user avatar
  • 919
10 votes
2 answers
13k views

How to declare 2D c-arrays dynamically in Cython

I need to perform a lot of work using 2D numpy arrays of various sizes and I would like to offload these calculations onto cython. The idea is that my 2D numpy arrays would be passed from python to ...
phil_thy's user avatar
  • 161
30 votes
1 answer
21k views

Cython: Convert memory view to NumPy array

How to convert a typed memoryview to an NumPy array in cython? The docs have cimport numpy as np import numpy as np numpy_array = np.asarray(<np.int32_t[:10, :10]> my_pointer) I took this for ...
embert's user avatar
  • 7,592
27 votes
1 answer
10k views

Cython typed memoryviews: what they really are?

The Cython documentation explains very well what they allow for, how you can declare them, and how to use them. However, it is still not clear to me what they really are. For example, a simple ...
Gioker's user avatar
  • 659
9 votes
1 answer
6k views

Cython: Should I use np.float_t rather than double for typed memory views

Concerning memoryviews in cython, is there any advantage of typing a view with NumPy types such as np.float_t instead of simply do double if I'm working with numpy float arrays? And should I type the ...
embert's user avatar
  • 7,592
8 votes
2 answers
15k views

Which one is faster np.vstack, np.append, np.concatenate or a manual function made in cython?

I coded some program which updates a numpy list in each iteration and does some operations on it. the number of iterations depends on time. for example in 1 second, there might be 1000 to 2500 ...
masouduut94's user avatar
  • 1,122
8 votes
3 answers
3k views

How to wrap a C pointer and length in a new-style buffer object in Cython?

I'm writing a Python 2.7 extension module in Cython. How do I create a Python object implementing the new-style buffer interface that wraps a chunk of memory given to me by a C library? The chunk of ...
Richard Hansen's user avatar
6 votes
1 answer
3k views

Sort memoryview in Cython

How can I sort a memoryview in-place in Cython? Is there a built-in function that can do it? Right now I have to use a numpy array instead and use numpy's sort, which is very slow.
C_Z_'s user avatar
  • 7,786
15 votes
1 answer
3k views

Cython Memoryview as return value

Consider this dummy Cython code: #!python #cython: boundscheck=False #cython: wraparound=False #cython: initializedcheck=False #cython: cdivision=True #cython: nonecheck=False import numpy as np # ...
HenriV's user avatar
  • 578
14 votes
2 answers
4k views

How to use Cython typed memoryviews to accept strings from Python?

How can I write a Cython function that takes a byte string object (a normal string, a bytearray, or another object that follows the buffer protocol) as a typed memoryview? According to the Unicode ...
Richard Hansen's user avatar
12 votes
4 answers
5k views

Cython: Create memoryview without NumPy array?

Since I found memory-views handy and fast, I try to avoid creating NumPy arrays in cython and work with the views of the given arrays. However, sometimes it cannot be avoided, not to alter an existing ...
embert's user avatar
  • 7,592
8 votes
4 answers
9k views

Obtaining pointer to python memoryview on bytes object

I have a python memoryview pointing to a bytes object on which I would like to perform some processing in cython. My problem is: because the bytes object is not writable, cython does not allow ...
ARF's user avatar
  • 7,664
7 votes
2 answers
2k views

Cython: size attribute of memoryviews

I'm using a lot of 3D memoryviews in Cython, e.g. cython.declare(a='double[:, :, ::1]') a = np.empty((10, 20, 30), dtype='double') I often want to loop over all elements of a. I can do this using a ...
jmd_dk's user avatar
  • 13k
5 votes
1 answer
3k views

Copy Numpy array to a memoryview

I have a memoryview on a numpy array and want to copy the content of another numpy array into it by using this memoryview: import numpy as np cimport numpy as np cdef double[:,::1] test = np.array([[...
mneuner's user avatar
  • 447
5 votes
3 answers
5k views

Initialise Cython Memoryview efficiently

I'm currently setting my MemoryViews in my Cython pyx file as follows: @cython.boundscheck(False) cdef int[:] fill_memview(): # This happens inside a big loop so needs to be fast cdef int[:] ...
LondonRob's user avatar
  • 78.4k

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