As most of the researchers are coming from different research backgrounds, any advice and suggestions how to built functions in Python will be highly appreciated.
Majid Baseer Not quite clear what you mean by 'built' functions. Assuming you mean precompiled functions with a C/C++ backend, called from Python, look at https://docs.python.org/3/extending/building.html and Numba https://numba.pydata.org/ for the JIT equivalent.
If your question is how to define/write your own functions, I suggest an introductory course in Python https://ocw.mit.edu/courses/6-0001-introduction-to-computer-science-and-programming-in-python-fall-2016/
Your university and/or the research computing arm of your university should have similar courses/workshops.
Certainly! Here are some general tips for building functions in Python:
Clearly define the function's purpose: Before you start writing code, think carefully about what your function should do. Write down a brief description of what the function is supposed to accomplish and what inputs and outputs it needs.
Use descriptive function and variable names: Use names that clearly convey the purpose of the function or variable. This makes your code easier to understand and maintain, especially if other people will be reading or modifying it.
Keep functions small and modular: Functions should ideally be small and focused on a specific task. This makes them easier to understand, test, and reuse. If a function starts to get too long or complex, consider splitting it into smaller functions that can be called from the main function.
Use comments and docstrings: Include comments in your code to explain what it does and why you made certain design decisions. Also, include docstrings (documentation strings) to describe the function's purpose, inputs, and outputs. This makes it easier for others (and yourself in the future) to understand how to use the function.
Write test cases: Before you use a function in a larger program or project, it's a good idea to test it with some example inputs and expected outputs. This helps catch errors early and ensure that the function behaves as intended.
Handle errors gracefully: Think about what could go wrong when your function is called and how you can handle those errors. For example, you might want to check that the input values are of the expected type or range, or handle cases where a file cannot be opened or data cannot be retrieved.
Follow best practices and conventions: Python has a set of best practices and conventions that are widely used by developers, such as using snake_case for function and variable names and indenting with four spaces. Adhering to these standards makes your code more readable and easier for others to understand.
here's an example of a Python function that takes two numbers as inputs and returns their sum:
def add_numbers(num1, num2): """ This function takes two numbers as input and returns their sum. """ return num1 + num2
Let's break down this example:
def is the keyword used to define a new function.
add_numbers is the name of the function, which we chose to clearly convey its purpose.
(num1, num2) are the function's inputs, separated by commas and enclosed in parentheses.
The docstring enclosed in triple quotes explains what the function does and what inputs and outputs it requires.
return num1 + num2 is the function's code. It adds num1 and num2 together and returns the result.
To call this function and use it in your program, you can simply pass in two numbers as arguments like this:
result = add_numbers(2, 3)
print(result) # Output: 5
In this example, we pass in the numbers 2 and 3 as arguments to add_numbers(), which returns their sum of 5. The value of result is then printed to the console.
In Python, you can define a function using the def keyword followed by the function name and the function parameters inside parentheses. The function block is then indented.
Here is an example of a simple function that takes two arguments and returns their sum:
def add_numbers(x, y): return x + y
In this example, add_numbers is the name of the function, and x and y are the parameters. The return statement specifies the value that the function will return when called.
Once you have defined a function, you can call it by its name and pass in arguments. Here is an example of how to call the add_numbers function:
result = add_numbers(2, 3) print(result)
This will output 5, which is the sum of 2 and 3.
You can also define functions that don't return any value by omitting the return statement or by using the return statement without any value. Here is an example:
def greet(name): print("Hello, " + name + "!")
In this example, the greet function takes a name parameter and prints a greeting message to the console. To call this function, you can do the following: