IPython magic command interface for interactive work with mypyc.
Project description
mypyc_ipython
IPython magic command interface for interactive work with mypyc, a compiler from type-annotated Python to C extensions.
Installation
Supported Python versions are 3.6 or later.
$ pip install mypyc-ipython
Usage
You can use this library like %%cython magic command.
- Execute
%load_ext mypyc_ipythonto enable the magic. - Write the code in
%%mypyccode cell.
In [1]: %load_ext mypyc_ipython
In [2]: %%mypyc
...: def my_fibonacci(n: int) -> int:
...: if n <= 2:
...: return 1
...: else:
...: return my_fibonacci(n-1) + my_fibonacci(n-2)
...:
In [3]: my_fibonacci(10)
Out[3]: 55
In [4]: def py_fibonacci(n: int) -> int:
...: if n <= 2:
...: return 1
...: else:
...: return py_fibonacci(n-1) + py_fibonacci(n-2)
...:
In [5]: py_fibonacci(10)
Out[5]: 55
In [6]: %load_ext cython
In [7]: %%cython
...: cpdef int cy_fibonacci(int n):
...: if n <= 2:
...: return 1
...: else:
...: return cy_fibonacci(n-1) + cy_fibonacci(n-2)
...:
In [8]: cy_fibonacci(10)
Out[8]: 55
In [9]: %timeit py_fibonacci(10)
10.3 µs ± 30.2 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)
In [10]: %timeit my_fibonacci(10)
848 ns ± 5.82 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)
In [11]: %timeit cy_fibonacci(10)
142 ns ± 1.18 ns per loop (mean ± std. dev. of 7 runs, 10000000 loops each)
In [12]:
The contents of the cell are written to a .py file in the directory IPYTHONDIR/mypyc
using a filename with the hash of the code. This file is then mypycified and compiled.
The resulting module is imported and all of its symbols are injected into the user's namespace.
If you want to disable the cache, you can use --force option like this:
In [2]: %%mypyc --force
...: def my_fibonacci(n: int) -> int:
...: if n <= 2:
...: return 1
...: else:
...: return my_fibonacci(n-1) + my_fibonacci(n-2)
Author
Masashi Shibata (@c-bata)
License
MIT License
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