add test cases for embeddings (#1829)

This commit is contained in:
Anusha Kondam
2024-09-13 06:36:51 -05:00
committed by GitHub
parent 47a8e677e9
commit f9634b4bf3
5 changed files with 252 additions and 1 deletions

View File

@@ -0,0 +1,43 @@
import pytest
from unittest.mock import Mock, patch
from mem0.embeddings.ollama import OllamaEmbedding
from mem0.configs.embeddings.base import BaseEmbedderConfig
@pytest.fixture
def mock_ollama_client():
with patch("mem0.embeddings.ollama.Client") as mock_ollama:
mock_client = Mock()
mock_client.list.return_value = {"models": [{"name": "nomic-embed-text"}]}
mock_ollama.return_value = mock_client
yield mock_client
def test_embed_text(mock_ollama_client):
config = BaseEmbedderConfig(model="nomic-embed-text", embedding_dims=512)
embedder = OllamaEmbedding(config)
mock_response = {"embedding": [0.1, 0.2, 0.3, 0.4, 0.5]}
mock_ollama_client.embeddings.return_value = mock_response
text = "Sample text to embed."
embedding = embedder.embed(text)
mock_ollama_client.embeddings.assert_called_once_with(
model="nomic-embed-text", prompt=text
)
assert embedding == [0.1, 0.2, 0.3, 0.4, 0.5]
def test_ensure_model_exists(mock_ollama_client):
config = BaseEmbedderConfig(model="nomic-embed-text", embedding_dims=512)
embedder = OllamaEmbedding(config)
mock_ollama_client.pull.assert_not_called()
mock_ollama_client.list.return_value = {"models": []}
embedder._ensure_model_exists()
mock_ollama_client.pull.assert_called_once_with("nomic-embed-text")