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NumPy Beginner's Guide

You're reading from   NumPy Beginner's Guide An action packed guide using real world examples of the easy to use, high performance, free open source NumPy mathematical library.

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Product type Paperback
Published in Apr 2013
Publisher Packt
ISBN-13 9781782166085
Length 310 pages
Edition 2nd Edition
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Author (1):
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Ivan Idris Ivan Idris
Author Profile Icon Ivan Idris
Ivan Idris
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Table of Contents (19) Chapters Close

Numpy Beginner's Guide Second Edition
Credits
About the Author
About the Reviewers
www.PacktPub.com
Preface
1. NumPy Quick Start FREE CHAPTER 2. Beginning with NumPy Fundamentals 3. Get in Terms with Commonly Used Functions 4. Convenience Functions for Your Convenience 5. Working with Matrices and ufuncs 6. Move Further with NumPy Modules 7. Peeking into Special Routines 8. Assure Quality with Testing 9. Plotting with Matplotlib 10. When NumPy is Not Enough – SciPy and Beyond 11. Playing with Pygame Pop Quiz Answers Index

Time for action – writing a unit test


We will write tests for a simple factorial function. The tests will check for the so called happy path and for abnormal conditions.

  1. We start by writing the factorial function

    def factorial(n):
      if n == 0:
        return 1
    
      if n < 0:
        raise ValueError, "Unexpected negative value"
    
      return np.arange(1, n+1).cumprod()

    The code is using the arange and cumprod functions we have already seen to create arrays and calculate the cumulative product, but we added a few checks for boundary conditions.

  2. Now we will write the unit test. Let's write a class that will contain the unit tests. It extends the TestCase class from the unittest module which is part of standard Python. We test for calling the factorial function with:

    • a positive number, the happy path

    • boundary condition 0

    • negative numbers, which should result in an error

      class FactorialTest(unittest.TestCase):
        def test_factorial(self):
          #Test for the factorial of 3 that should pass.
          self.assertEqual(6...
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