How to plot a math function from string?

Question

I have a string which represents a function, like \"x * (x - 32 ( 2 /x) )\". I\'m using matplotlib, but I don\'t know how convert this string into

Answer 1

You can turn a string into code by using pythons eval function, but this is dangerous and generally considered bad style, See this: https://stackoverflow.com/a/661128/3838691. If user can input the string, they could input something like import subprocess; subprocess.check_call(['rm', '-rf', '*'], shell=True).

So be sure that you build in reasonable security into this.

You can define a function that takes a string and returns a function. We need to do a little preprocessing to allow the user to input formulas more like he is used to (^ etc.):

Edit: Second version – white list instead of blacklist

It seems better to define allowed and supported words than blacklisting some:

import re

replacements = {
    'sin' : 'np.sin',
    'cos' : 'np.cos',
    'exp': 'np.exp',
    'sqrt': 'np.sqrt',
    '^': '**',
}

allowed_words = [
    'x',
    'sin',
    'cos',
    'sqrt',
    'exp',
]

def string2func(string):
    ''' evaluates the string and returns a function of x '''
    # find all words and check if all are allowed:
    for word in re.findall('[a-zA-Z_]+', string):
        if word not in allowed_words:
            raise ValueError(
                '"{}" is forbidden to use in math expression'.format(word)
            )

    for old, new in replacements.items():
        string = string.replace(old, new)

    def func(x):
        return eval(string)

    return func


if __name__ == '__main__':

    func = string2func(input('enter function: f(x) = '))
    a = float(input('enter lower limit: '))
    b = float(input('enter upper limit: '))
    x = np.linspace(a, b, 250)

    plt.plot(x, func(x))
    plt.xlim(a, b)
    plt.show()

Result:

$ python test.py
enter function: f(x) = x^2
enter lower limit: 0
enter upper limit: 2

And for a malicious user:

enter function: f(x) = import subprocess; subprocess.check_call(['rm', '-rf', '*'], shell=True)
Traceback (most recent call last):
  File "test.py", line 35, in <module>
    func = string2func(input('enter function: f(x) = '))
  File "test.py", line 22, in string2func
    '"{}" is forbidden to use in math expression'.format(word)
ValueError: "import" is forbidden to use in math expression

Edit: First version – blacklist hazardous words:

import numpy as np
import matplotlib.pyplot as plt

# there should be a better way using regex
replacements = {
    'sin' : 'np.sin',
    'cos' : 'np.cos',
    'exp': 'np.exp',
    '^': '**',
}

# think of more security hazards here
forbidden_words = [
    'import',
    'shutil',
    'sys',
    'subprocess',
]

def string2func(string):
    ''' evaluates the string and returns a function of x '''
    for word in forbidden_words:
        if word in string:
            raise ValueError(
                '"{}" is forbidden to use in math expression'.format(word)
            )

    for old, new in replacements.items():
        string = string.replace(old, new)

    def func(x):
        return eval(string)

    return func