LLM agent to facilitate the generation of unit test cases.
Project description
langunittest: Your Command-line LLM agent for unit test cases.
Problem
From clippy, you can generate unit test cases for Python modules with ease.
Take the following math.py module as an example:
def add(a: float, b: float) -> float:
return a + b
def div(a: float, b: float) -> float:
if b == 0.0:
raise ValueError('Invalid divisor!')
return a / b
You can generate unit test cases using the following command:
$ pack math.py | clippy 'Create unit test cases for "math.py".'
Example AI response:
import unittest
from math import add, div
class TestMathFunctions(unittest.TestCase):
# Test cases for add()
def test_add_positive_numbers(self):
self.assertAlmostEqual(add(1, 2), 3)
def test_add_negative_numbers(self):
self.assertAlmostEqual(add(-1, -2), -3)
def test_add_mixed_numbers(self):
self.assertAlmostEqual(add(-1, 2), 1)
self.assertAlmostEqual(add(1, -2), -1)
def test_add_with_zero(self):
self.assertAlmostEqual(add(5, 0), 5)
self.assertAlmostEqual(add(0, 0), 0)
def test_add_float_numbers(self):
self.assertAlmostEqual(add(0.1, 0.2), 0.3)
self.assertAlmostEqual(add(1.5, 2.5), 4.0)
# Test cases for div()
def test_div_positive_numbers(self):
self.assertAlmostEqual(div(6, 2), 3)
def test_div_negative_numbers(self):
self.assertAlmostEqual(div(-6, -2), 3)
def test_div_by_zero(self):
with self.assertRaisesRegex(ValueError, 'Invalid divisor!'):
div(10, 0)
with self.assertRaisesRegex(ValueError, 'Invalid divisor!'):
div(0, 0)
if __name__ == '__main__':
unittest.main(argv=['first-arg-is-ignored'], exit=False)
Current Limitations: Despite the convenience, this approach comes with several drawbacks:
- ⚠️ The generated test cases are printed to the console and must be copied manually into a file.
- ❌ The test cases may contain errors and are not always executable out of the box.
- 🧠 There’s no memory or iterative refinement; you cannot adjust or fine-tune the generated tests interactively.
- 📉 Test coverage of the generated code is not reported or optimized.
Introducing langunittest
To address these limitations, we propose langunittest, a module designed to provide an interactive agent that works with you to generate, refine, and validate unit tests more efficiently.
Key benefits include:
- 💾 Output saved directly to files—no copy-paste needed.
- ✅ Automatically verified executable test cases.
- 🔄 Interactive back-and-forth refinement with memory and state.
- 📈 Built-in test coverage analysis to ensure sufficient coverage.
With langunittest, the goal is to generate reliable, high-quality, and maintainable unit test suites through an iterative and intelligent workflow.
Usage
Below we will demo how to use langunittest to help use create unit test cases.
Firstly, let's use below command to trigger Agent's REPL:
$ python -m langunittest.agents.agent
...
Starting enterprise_assistant agent. Type 'exit' to quit.
You:
Now we can start to interact with agent to write test cases:
- Setup project root path by entering prompt
Set project root path as /tmp:
You: Set project root path as /tmp
...
programming_assistant: Project root path has been set to `/tmp`. How can I help you?
Note. You can change root path /tmp to yours according to real situation.
- Show the source code of target module:
You: Show me the source code of utils/my_math.py
...
'''python
def add(a: int, b: int) -> int:
"""Sums up the input `a` and `b`.
Args:
a: First value to add
b: Second value to add
Returns:
Return value of `a + b`.
"""
return a + b
'''
- Ask agent to create tests:
You: Please create test cases for it.
...
----------------------------------------------------------------------
Ran 4 tests in 0.000s
I've created the following test cases for `utils/my_math.py`:
'''python
import unittest
from utils.my_math import add
class TestMyMath(unittest.TestCase):
def test_add_positive_numbers(self): # Test adding two positive numbers
self.assertEqual(add(1, 2), 3)
def test_add_negative_numbers(self): # Test adding two negative numbers
self.assertEqual(add(-1, -2), -3)
def test_add_mixed_numbers(self): # Test adding a positive and a negative number
self.assertEqual(add(1, -2), -1)
def test_add_zero(self): # Test adding zero to a number
self.assertEqual(add(0, 5), 5)
if __name__ == '__main__':
unittest.main()
'''
- Ask agent to add new test case:
You: Please add new test case with input 1 and 99.
...
Ran 5 tests in 0.000s
OK
...
'''python
import unittest
from utils.my_math import add
class TestMyMath(unittest.TestCase):
...
def test_add_large_positive_numbers(self): # Test adding 1 and 99
self.assertEqual(add(1, 99), 100)
if __name__ == '__main__':
unittest.main()
'''
And here are the results of running all the tests:
'''
--- Custom Test Output ---
test_add_large_positive_numbers (tests.unit.utils.test_my_math.TestMyMath.test_add_large_positive_numbers) ... ok
test_add_mixed_numbers (tests.unit.utils.test_my_math.TestMyMath.test_add_mixed_numbers) ... ok
test_add_negative_numbers (tests.unit.utils.test_my_math.TestMyMath.test_add_negative_numbers) ... ok
test_add_positive_numbers (tests.unit.utils.test_my_math.TestMyMath.test_add_positive_numbers) ... ok
test_add_zero (tests.unit.utils.test_my_math.TestMyMath.test_add_zero) ... ok
==========
Overall Result: OK (All tests passed) ✅
'''
All tests passed successfully!
- Exit the REPL:
You: exit
Exiting agent.
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