Author: PerrygeoTranslator: Rai Yonghao (http://laiyonghao.com)Original: http://www.perrygeo.net/wordpress/?p=116
My favorite is Python, whose code is elegant and practical, but it is slower than most languages purely from a speed perspective. Most people also think that speed and ease of use are polar opposites-writing C code is really painful. And Cython tries to eliminate this duality and let you also have Python syntax and C data types and functi
Use Cython for Python write extension 1: First knowledge of Cython
Cython makes Writing C extensions for Python as easy as writing Python code. Widely used in mathematical software packages, SAGE, as a fast and scalable operation. It provides a secure and maintainable way to build a native Python module by automatically generating the required code.
We often use
I've always liked Python very much. When people talk about Python, they often mention the following two advantages: easy to write and easily invoke the C + + library
In reality, however, the 1th is at the cost of slow execution speed, and the 2nd requires the library itself to use the Python API in accordance with Python's specifications and export the corresponding symbols.
In Tian Shi internship, with Cython dozen dealings, feel this tool although a
The code runs in Ipython-notebook and imports the Cython environment in Ipython-notebook.
1
%load_ext Cython
Cython can be doped with static types of C and C + + in Python, the Cython compiler can compile Cython source code into C or C + +, and th
This article on Cython is mainly used to illustrate what is the main purpose of Cython,cython. For the specific usage of Cython is not involved, because I think understand its main purpose and its advantages and disadvantages, then wait until there is a use of the scene to learn its document on it.1. Python Extensions
It is an extentionmodule used to quickly generate Python extensions) the syntax of the tool is the mixed-race of the python language syntax and the c language syntax. it is easier to compile python extension modules than swig. maybe you will say that swig can directly use the c header file I. What is Cython??
It is a tool used to quickly generate # wiki/1514.html "target =" _ blank "> Python extention module
Its syntax is a mix of python and C.
It is
Cython is a programming language that can write both C and Python, and his goal is to become a superset of the Python language , providing high-level, object-oriented, functional, dynamic programming capabilities for Python. Unlike pure Python, it provides a declaration statement for a variable type. Cython is also a compiler that compiles python and compiles code for C
How to Use Cython to accelerate Python code and cythonpython
Introduction
Generally, writing a loop (especially multiple loops) in Python is very slow. In the article http://www.bkjia.com/article/132.167.htm, our new function update_state of the metacell automatically uses two repeated loops. Therefore, we try to use Cython to reconstruct this method.
Code
Create an update. pyx file in the same folder and w
Http://docs.cython.org/src/quickstart/cythonize.html
Cython is a Python compiler. This means the it can compile normal Python code without changes (with a few obvious exceptions of some As-yet D language Features). However, for performance critical code, it are often helpful to add static type declarations, as they would allow Cython to Step out of the "dynamic nature of" the Python code and generate simpl
According to some of the feedback I received, it seems a bit confusing-Cython is used to generate C extensions instead of independent programs. All the acceleration is for a function of an existing Python application. Author: perrygeo
(Http://laiyonghao.com)
Http://www.perrygeo.net/wordpress? P = 116
My favorite is Python. Its code is elegant and practical. Unfortunately, it is slower than most languages in terms of speed. Most people think that the
other hand, according to online documents, python is slower than java. As a c ++ programmer, I used to despise java's operational efficiency. It turns out that python is not as good as java! But java is a virtual machine and python is an interpreter. Why is python slower? The reason is that python is more "Object-Oriented". All types of python are objects, and even the most common integer variables are objects, you must be able to determine the type before you can dynamically create ...... this
(theta) return radius * C
Please note that we stillImportmath -- cythonAllows you to mix and match data to a certain extent.PythonAndCThe data type is. The conversion is automatic, but it does not have no cost. In this example, we definePythonFunction, declare that its input parameter is of the floating point type, and declare the type of all variablesCFloating point data type. It still uses the computing part.PythonOfMathModule.
Now we need to convert itCCompile the codePythonExtension.
Boosting performance with Cython even with my old PC (AMD Athlon II, 3GB RAM), I-seldom run into performance issues when Running vectorized code. But unfortunately there is plenty of cases where that can isn't being easily vectorized, for example theDrawdownfunction. My implementation of such was extremely slow, so I decided to use it as a test case for speeding things up. I ' ll be using the SPY timeseries with ~5k samples as test data. Here comes th
can also use Cython to achieve mixed1 Download Cython. installing with Python setup.py install21 instances① Creating the HelloWorld folderCreate Helloworld.pyx, such as the following:cdef extern from"Stdio.h":extern int printf (const char *format, ...)def SayHello ():printf ("hello,world\n")② compiled, the most convenient is the use of Python distutils,Under the HelloWorld folder, create the setup.py, such
GitHub AddressTo import a library using Cython, you need a few files:
. c:c function Source code
. h:c function Header
. Pxd:cython function Header
. Pyx: Wrapper function
Setup.py:python
Examples of this section are: C and. h files with "Python Coolbook" using cTYPES to access C code _ _demo Advanced sample.c and sample.h two source files exist. Cdef:cython function, can only be called in the
Gevent core encapsulates libev and uses cython syntax. If you are interested, you can study it carefully. In fact, libev has Python encapsulation.
Pyev (https://pythonhosted.org/pyev/), but pyev uses C to write extensions, and the code is very complicated. Read the core. pyx code first.
The cython knowledge used by core. pyx.
I. Basic cython knowledge 1. differen
Programs written in Python are typically published in the source code, so what if you don't want others to see the content?
The first method is to compile the code into a byte code, which is PYc file.
Executive: Python-m py_compile
Although this method can also hide the source code, but in fact can be decompile.
The second way is to use Cython to turn Python code into C language code and compile it into an executable program.
Method:
Install
You can also use Cython to implement1 Download Cython, install with Python setup.py installation21 instances① Creating the HelloWorld directoryCreate a Helloworld.pyx with the following content:cdef extern from"Stdio.h":extern int printf (const char *format, ...)def SayHello ():printf ("hello,world\n")② compiled, the most convenient is the use of Python distutils,Create setup.py under the HelloWorld directo
Reference: http://www.2cto.com/kf/201405/304168.html
Reference: http://blog.csdn.net/darren2015zdc/article/details/54574868
The Pyx file is a Python C extension file that conforms to the Cython specification and writes with whatever editor. I wrote it on the Eric4, and as a result it was interpreted by default with the Python interpreter and prompted with bugs, "syntax errors."
The above Pyx file is only a source code file, to be called by Python, to
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