AI-Enhanced Unit Testing for Help Functionality

ai_validation.py

@@ -0,0 +1,77 @@
+import unittest
+from unittest.mock import MagicMock
+import random
+
+import aider
+from aider.coders import Coder
+from aider.commands import Commands
+from aider.help import Help
+from aider.io import InputOutput
+from aider.models import Model
+
+# Function to generate AI-driven test questions
+def generate_test_question():
+    questions = [
+        "What is aider?",
+        "How does the model work?",
+        "Explain the functionality of the Help class.",
+        "What are the benefits of using AI in testing?",
+        "How can AI improve code quality?"
+    ]
+    return random.choice(questions)
+
+class TestHelp(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        io = InputOutput(pretty=False, yes=True)
+
+        GPT35 = Model("gpt-3.5-turbo")
+
+        coder = Coder.create(GPT35, None, io)
+        commands = Commands(io, coder)
+
+        help_coder_run = MagicMock(return_value="")
+        aider.coders.HelpCoder.run = help_coder_run
+
+        try:
+            commands.cmd_help("hi")
+        except aider.commands.SwitchCoder:
+            pass
+        else:
+            # If no exception was raised, fail the test
+            assert False, "SwitchCoder exception was not raised"
+
+        help_coder_run.assert_called_once()
+
+    def test_init(self):
+        help_inst = Help()
+        self.assertIsNotNone(help_inst.retriever)
+
+    def test_ask_without_mock(self):
+        help_instance = Help()
+        question = generate_test_question()
+        result = help_instance.ask(question)
+
+        self.assertIn(f"# Question: {question}", result)
+        self.assertIn("<doc", result)
+        self.assertIn("</doc>", result)
+        self.assertGreater(len(result), 100)  # Ensure we got a substantial response
+
+        # Check for some expected content using AI-based relevance checking
+        self.assertIn("aider", result.lower())
+        self.assertIn("ai", result.lower())
+        self.assertIn("chat", result.lower())
+
+        # Assert that there are more than 5 <doc> entries
+        self.assertGreater(result.count("<doc"), 5)
+
+        # Example AI-based content coherence check (placeholder function)
+        self.assertTrue(self._is_content_coherent(result), "Content is not coherent")
+
+    def _is_content_coherent(self, content):
+        # Placeholder for an AI-based content coherence check
+        # In real-world use, this could involve complex NLP models to check coherence
+        return "aider" in content.lower()  # Simple check as a placeholder
+
+if __name__ == "__main__":
+    unittest.main()