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add possible scenario test case
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172
tests/test_cache.py
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172
tests/test_cache.py
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import unittest
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from unittest.mock import patch, MagicMock
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from application.cache import gen_cache_key, stream_cache, gen_cache
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from application.utils import get_hash
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# Test for gen_cache_key function
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def test_make_gen_cache_key():
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messages = [
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{'role': 'user', 'content': 'test_user_message'},
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{'role': 'system', 'content': 'test_system_message'},
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]
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model = "test_docgpt"
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# Manually calculate the expected hash
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expected_combined = f"{model}_test_user_message"
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expected_hash = get_hash(expected_combined)
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cache_key = gen_cache_key(messages=messages, model=model)
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assert cache_key == expected_hash
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def test_gen_cache_key_no_messages():
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# Test with no messages
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with unittest.TestCase.assertRaises(unittest.TestCase, ValueError) as context:
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gen_cache_key([], model="docgpt")
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assert str(context.exception) == "No messages found in the conversation to generate a cache key."
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def test_gen_cache_key_invalid_message_format():
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# Test when messages is not a list
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with unittest.TestCase.assertRaises(unittest.TestCase, ValueError) as context:
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gen_cache_key("This is not a list", model="docgpt")
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assert str(context.exception) == "Messages must be a list of dictionaries."
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def test_gen_cache_key_no_user_message():
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# Test when there is no user message in the messages
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messages = [
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{'role': 'system', 'content': 'System message.'},
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{'role': 'assistant', 'content': 'I can help you.'}
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]
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with unittest.TestCase.assertRaises(unittest.TestCase, ValueError) as context:
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gen_cache_key(messages=messages, model="docgpt")
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assert str(context.exception) == "No user message found in the conversation to generate a cache key."
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# Test for gen_cache decorator
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@patch('application.cache.make_redis') # Mock the Redis client
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def test_gen_cache_hit(mock_make_redis):
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# Arrange
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mock_redis_instance = MagicMock()
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mock_make_redis.return_value = mock_redis_instance
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mock_redis_instance.get.return_value = b"cached_result" # Simulate a cache hit
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@gen_cache
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def mock_function(self, model, messages):
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return "new_result"
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messages = [{'role': 'user', 'content': 'test_user_message'}]
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model = "test_docgpt"
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# Act
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result = mock_function(None, model, messages)
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# Assert
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assert result == "cached_result" # Should return cached result
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mock_redis_instance.get.assert_called_once() # Ensure Redis get was called
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mock_redis_instance.set.assert_not_called() # Ensure the function result is not cached again
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@patch('application.cache.make_redis') # Mock the Redis client
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def test_gen_cache_miss(mock_make_redis):
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# Arrange
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mock_redis_instance = MagicMock()
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mock_make_redis.return_value = mock_redis_instance
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mock_redis_instance.get.return_value = None # Simulate a cache miss
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@gen_cache
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def mock_function(self, model, messages):
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return "new_result"
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messages = [
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{'role': 'user', 'content': 'test_user_message'},
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{'role': 'system', 'content': 'test_system_message'},
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]
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model = "test_docgpt"
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# Act
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result = mock_function(None, model, messages)
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# Assert
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assert result == "new_result"
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mock_redis_instance.get.assert_called_once()
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@patch('application.cache.make_redis')
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def test_gen_cache_no_user_message(mock_make_redis):
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# Arrange
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mock_redis_instance = MagicMock()
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mock_make_redis.return_value = mock_redis_instance
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@gen_cache
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def mock_function(self, model, messages):
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return "new_result"
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messages = [{'role': 'system', 'content': 'test_system_message'}]
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model = "test_docgpt"
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# Act
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result = mock_function(None, model, messages)
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# Assert
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assert result == "Error: No user message found in the conversation to generate a cache key."
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mock_redis_instance.get.assert_not_called()
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mock_redis_instance.set.assert_not_called()
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@patch('application.cache.make_redis')
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def test_stream_cache_hit(mock_make_redis):
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# Arrange
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mock_redis_instance = MagicMock()
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mock_make_redis.return_value = mock_redis_instance
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mock_redis_instance.lrange.return_value = [b"chunk1", b"chunk2"] # Simulate a cache hit with chunks
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@stream_cache
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def mock_function(self, model, messages, stream):
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yield "new_chunk"
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messages = [{'role': 'user', 'content': 'test_user_message'}]
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model = "test_docgpt"
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# Act
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result = list(mock_function(None, model, messages, stream=True))
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# Assert
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assert result == ["chunk1", "chunk2"] # Should return cached chunks
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mock_redis_instance.lrange.assert_called_once()
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mock_redis_instance.rpush.assert_not_called()
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@patch('application.cache.make_redis')
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def test_stream_cache_miss(mock_make_redis):
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mock_redis_instance = MagicMock()
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mock_make_redis.return_value = mock_redis_instance
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mock_redis_instance.lrange.return_value = []
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@stream_cache
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def mock_function(self, model, messages, stream):
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yield "new_chunk"
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messages = [
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{'role': 'user', 'content': 'This is the context'},
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{'role': 'system', 'content': 'Some other message'},
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{'role': 'user', 'content': 'What is the answer?'}
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]
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model = "test_docgpt"
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# Act
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result = list(mock_function(None, model, messages, stream=True))
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# Assert
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assert result == ["new_chunk"]
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mock_redis_instance.lrange.assert_called_once()
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mock_redis_instance.rpush.assert_called_once()
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