Skip to content

Instantly share code, notes, and snippets.

@bd2357
Created June 19, 2019 15:32
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save bd2357/bf0536644018e89d97f86b0bd1713201 to your computer and use it in GitHub Desktop.
Save bd2357/bf0536644018e89d97f86b0bd1713201 to your computer and use it in GitHub Desktop.
Testing and Debugging Jupyter Notebooks
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Example of DOCTEST in Jupyter Notebook\n",
"===================================\n",
"[Based on this page](https://kolesnikov.ga/Testing_and_Debugging_Jupyter_Notebooks/)\n",
"\n",
"Just add doctest as normal\n",
"Then add a doctest runner at the bottom of the notebook (see import doctest below)\n",
"\n",
"Inserting a python debugger trace point will get triggered in doctest or unittest"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"def add(a, b):\n",
" \"\"\"Return the sum of a and b.\n",
" \n",
" >>> add(3, 4)\n",
" 7\n",
" \"\"\"\n",
" sum = a + b\n",
" #import pdb; pdb.set_trace() # to break into debugger\n",
" return sum\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Example of UNITTEST in Jupyter Notebook\n",
"===================================\n",
"\n",
"Write the test class and your tests. The Class runner can be put at the bottom of notebook to collect all the test classes."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import unittest\n",
"\n",
"class TestAdd(unittest.TestCase):\n",
" def test_add(self):\n",
" self.assertEqual(add(2,3), 5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another Class to test\n",
"------------------------------"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def mult(a, b):\n",
" \"\"\"Return the product of a and b.\n",
" \n",
" >>> mult(3, 4)\n",
" 12\n",
" \"\"\"\n",
" return a*b"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A Second Test Class\n",
"-----------------------------\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"class TestMult(unittest.TestCase):\n",
" def test_mult(self):\n",
" self.assertEqual(mult(2,3), 6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Running the testmod() function will run all the Doctests in the notebook"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"TestResults(failed=0, attempted=2)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import doctest\n",
"doctest.testmod()\n",
"#doctest.testmod(verbose=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Running the unittest.main() with the special empty argv and exit=False so it won't halt the Notebook\n",
"Setting verbosity will show more."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"..\n",
"----------------------------------------------------------------------\n",
"Ran 2 tests in 0.003s\n",
"\n",
"OK\n"
]
},
{
"data": {
"text/plain": [
"<unittest.main.TestProgram at 0x6272940>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#unittest.main(argv=[''], verbosity=2, exit=False)\n",
"unittest.main(argv=[''], exit=False)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment