Fix to LocalCache add method, created integration test for it

pull/940/head^2 v0.1.0
sarango 2023-04-10 08:07:03 -05:00 committed by Toran Bruce Richards
parent ae6adb4ade
commit 16b37fff1d
3 changed files with 50 additions and 1 deletions

View File

@ -54,8 +54,8 @@ class LocalCache(MemoryProviderSingleton):
vector = vector[np.newaxis, :]
self.data.embeddings = np.concatenate(
[
vector,
self.data.embeddings,
vector,
],
axis=0,
)

View File

@ -0,0 +1,49 @@
import unittest
import random
import string
import sys
from pathlib import Path
# Add the parent directory of the 'scripts' folder to the Python path
sys.path.append(str(Path(__file__).resolve().parent.parent.parent / 'scripts'))
from config import Config
from memory.local import LocalCache
class TestLocalCache(unittest.TestCase):
def random_string(self, length):
return ''.join(random.choice(string.ascii_letters) for _ in range(length))
def setUp(self):
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.random_string(10))
def test_get_relevant(self):
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()