Files
DocsGPT/tests/test_cache.py
2024-10-18 10:31:53 +00:00

132 lines
4.1 KiB
Python

import unittest
import json
from unittest.mock import patch, MagicMock
from application.cache import gen_cache_key, stream_cache, gen_cache
from application.utils import get_hash
# Test for gen_cache_key function
def test_make_gen_cache_key():
messages = [
{'role': 'user', 'content': 'test_user_message'},
{'role': 'system', 'content': 'test_system_message'},
]
model = "test_docgpt"
# Manually calculate the expected hash
expected_combined = f"{model}_{json.dumps(messages, sort_keys=True)}"
expected_hash = get_hash(expected_combined)
cache_key = gen_cache_key(*messages, model=model)
assert cache_key == expected_hash
def test_gen_cache_key_invalid_message_format():
# Test when messages is not a list
with unittest.TestCase.assertRaises(unittest.TestCase, ValueError) as context:
gen_cache_key("This is not a list", model="docgpt")
assert str(context.exception) == "All messages must be dictionaries."
# Test for gen_cache decorator
@patch('application.cache.get_redis_instance') # Mock the Redis client
def test_gen_cache_hit(mock_make_redis):
# Arrange
mock_redis_instance = MagicMock()
mock_make_redis.return_value = mock_redis_instance
mock_redis_instance.get.return_value = b"cached_result" # Simulate a cache hit
@gen_cache
def mock_function(self, model, messages):
return "new_result"
messages = [{'role': 'user', 'content': 'test_user_message'}]
model = "test_docgpt"
# Act
result = mock_function(None, model, messages)
# Assert
assert result == "cached_result" # Should return cached result
mock_redis_instance.get.assert_called_once() # Ensure Redis get was called
mock_redis_instance.set.assert_not_called() # Ensure the function result is not cached again
@patch('application.cache.get_redis_instance') # Mock the Redis client
def test_gen_cache_miss(mock_make_redis):
# Arrange
mock_redis_instance = MagicMock()
mock_make_redis.return_value = mock_redis_instance
mock_redis_instance.get.return_value = None # Simulate a cache miss
@gen_cache
def mock_function(self, model, messages):
return "new_result"
messages = [
{'role': 'user', 'content': 'test_user_message'},
{'role': 'system', 'content': 'test_system_message'},
]
model = "test_docgpt"
# Act
result = mock_function(None, model, messages)
# Assert
assert result == "new_result"
mock_redis_instance.get.assert_called_once()
@patch('application.cache.get_redis_instance')
def test_stream_cache_hit(mock_make_redis):
# Arrange
mock_redis_instance = MagicMock()
mock_make_redis.return_value = mock_redis_instance
cached_chunk = json.dumps(["chunk1", "chunk2"]).encode('utf-8')
mock_redis_instance.get.return_value = cached_chunk
@stream_cache
def mock_function(self, model, messages, stream):
yield "new_chunk"
messages = [{'role': 'user', 'content': 'test_user_message'}]
model = "test_docgpt"
# Act
result = list(mock_function(None, model, messages, stream=True))
# Assert
assert result == ["chunk1", "chunk2"] # Should return cached chunks
mock_redis_instance.get.assert_called_once()
mock_redis_instance.set.assert_not_called()
@patch('application.cache.get_redis_instance')
def test_stream_cache_miss(mock_make_redis):
# Arrange
mock_redis_instance = MagicMock()
mock_make_redis.return_value = mock_redis_instance
mock_redis_instance.get.return_value = None # Simulate a cache miss
@stream_cache
def mock_function(self, model, messages, stream):
yield "new_chunk"
messages = [
{'role': 'user', 'content': 'This is the context'},
{'role': 'system', 'content': 'Some other message'},
{'role': 'user', 'content': 'What is the answer?'}
]
model = "test_docgpt"
# Act
result = list(mock_function(None, model, messages, stream=True))
# Assert
assert result == ["new_chunk"]
mock_redis_instance.get.assert_called_once()
mock_redis_instance.set.assert_called_once()