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| import random | |
| import string | |
| import sys | |
| import unittest | |
| from pathlib import Path | |
| from autogpt.config import Config | |
| from autogpt.memory.local import LocalCache | |
| class TestLocalCache(unittest.TestCase): | |
| def generate_random_string(self, length): | |
| return "".join(random.choice(string.ascii_letters) for _ in range(length)) | |
| def setUp(self): | |
| """Set up the test environment for the LocalCache tests.""" | |
| cfg = cfg = Config() | |
| self.cache = LocalCache(cfg) | |
| self.cache.clear() | |
| # Add example texts to the cache | |
| self.example_texts = [ | |
| "The quick brown fox jumps over the lazy dog", | |
| "I love machine learning and natural language processing", | |
| "The cake is a lie, but the pie is always true", | |
| "ChatGPT is an advanced AI model for conversation", | |
| ] | |
| for text in self.example_texts: | |
| self.cache.add(text) | |
| # Add some random strings to test noise | |
| for _ in range(5): | |
| self.cache.add(self.generate_random_string(10)) | |
| def test_get_relevant(self): | |
| """Test getting relevant texts from the cache.""" | |
| query = "I'm interested in artificial intelligence and NLP" | |
| k = 3 | |
| relevant_texts = self.cache.get_relevant(query, k) | |
| print(f"Top {k} relevant texts for the query '{query}':") | |
| for i, text in enumerate(relevant_texts, start=1): | |
| print(f"{i}. {text}") | |
| self.assertEqual(len(relevant_texts), k) | |
| self.assertIn(self.example_texts[1], relevant_texts) | |
| if __name__ == "__main__": | |
| unittest.main() | |