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66 changes: 66 additions & 0 deletions backend/tests/apps/ai/common/utils_test.py
Original file line number Diff line number Diff line change
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from unittest.mock import MagicMock, patch

from apps.ai.common.utils import create_chunks_and_embeddings


class MockEmbeddingData:
def __init__(self, embedding):
self.embedding = embedding


class TestUtils:
@patch("apps.ai.common.utils.Chunk.update_data")
@patch("apps.ai.common.utils.time.sleep")
def test_create_chunks_and_embeddings_success(self, mock_sleep, mock_update_data):
"""Tests the successful path where the OpenAI API returns embeddings."""
mock_openai_client = MagicMock()
mock_api_response = MagicMock()
mock_api_response.data = [
MockEmbeddingData([0.1, 0.2]),
MockEmbeddingData([0.3, 0.4]),
]
mock_openai_client.embeddings.create.return_value = mock_api_response

mock_update_data.return_value = "mock_chunk_instance"

all_chunk_texts = ["first chunk", "second chunk"]
mock_content_object = MagicMock()

result = create_chunks_and_embeddings(
all_chunk_texts,
mock_content_object,
mock_openai_client,
)

mock_openai_client.embeddings.create.assert_called_once_with(
input=all_chunk_texts,
model="text-embedding-3-small",
)

assert mock_update_data.call_count == 2
mock_update_data.assert_any_call(
content_object=mock_content_object,
embedding=[0.1, 0.2],
save=False,
text="first chunk",
)

assert result == ["mock_chunk_instance", "mock_chunk_instance"]

mock_sleep.assert_not_called()

@patch("apps.ai.common.utils.logger")
def test_create_chunks_and_embeddings_api_error(self, mock_logger):
"""Tests the failure path where the OpenAI API raises an exception."""
mock_openai_client = MagicMock()
mock_openai_client.embeddings.create.side_effect = Exception("API connection failed")

result = create_chunks_and_embeddings(
all_chunk_texts=["some text"],
content_object=MagicMock(),
openai_client=mock_openai_client,
)

mock_logger.exception.assert_called_once_with("OpenAI API error")

assert result == []