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Running
Increase the test coverage of LLM helper
Browse files- tests/unit/test_llm_helper.py +266 -0
tests/unit/test_llm_helper.py
ADDED
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| 1 |
+
"""
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| 2 |
+
Unit tests for llm_helper module.
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| 3 |
+
"""
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+
from unittest.mock import patch, MagicMock
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| 5 |
+
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+
import pytest
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| 7 |
+
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+
from slidedeckai.helpers.llm_helper import (
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| 9 |
+
get_provider_model,
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| 10 |
+
is_valid_llm_provider_model,
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| 11 |
+
get_litellm_model_name,
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| 12 |
+
stream_litellm_completion,
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+
get_litellm_llm,
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+
)
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+
from slidedeckai.global_config import GlobalConfig
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+
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+
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| 18 |
+
@pytest.mark.parametrize(
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'provider_model, use_ollama, expected',
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[
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('[co]command', False, ('co', 'command')),
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('[gg]gemini-pro', False, ('gg', 'gemini-pro')),
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| 23 |
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('[or]gpt-4', False, ('or', 'gpt-4')),
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('mistral', True, (GlobalConfig.PROVIDER_OLLAMA, 'mistral')),
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('llama2', True, (GlobalConfig.PROVIDER_OLLAMA, 'llama2')),
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| 26 |
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('invalid[]model', False, ('', '')),
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| 27 |
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('', False, ('', '')),
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('[invalid]model', False, ('', '')),
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('[hf]mistral', False, ('', '')), # hf is not in VALID_PROVIDERS
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| 30 |
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],
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)
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def test_get_provider_model(provider_model, use_ollama, expected):
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"""Test get_provider_model with various inputs."""
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result = get_provider_model(provider_model, use_ollama)
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assert result == expected
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+
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@pytest.mark.parametrize(
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(
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'provider, model, api_key, azure_endpoint_url,'
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' azure_deployment_name, azure_api_version, expected'
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),
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[
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# Valid non-Azure cases
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('co', 'command', 'valid-key-12345', '', '', '', True),
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('gg', 'gemini-pro', 'valid-key-12345', '', '', '', True),
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('or', 'gpt-4', 'valid-key-12345', '', '', '', True),
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# Invalid cases
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('', 'model', 'key', '', '', '', False),
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('invalid', 'model', 'key', '', '', '', False),
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('co', '', 'key', '', '', '', False),
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('co', 'model', '', '', '', '', False),
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('co', 'model', 'short', '', '', '', False),
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| 54 |
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# Ollama cases (no API key needed)
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(GlobalConfig.PROVIDER_OLLAMA, 'llama2', '', '', '', '', True),
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# Azure cases
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(
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GlobalConfig.PROVIDER_AZURE_OPENAI,
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'gpt-4',
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| 60 |
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'valid-key-12345',
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'https://valid.azure.com',
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'deployment1',
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'2024-02-01',
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| 64 |
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True,
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| 65 |
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),
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| 66 |
+
(
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GlobalConfig.PROVIDER_AZURE_OPENAI,
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'gpt-4',
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| 69 |
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'valid-key-12345',
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'https://invalid-url',
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'deployment1',
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| 72 |
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'2024-02-01',
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| 73 |
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True, # URL validation is not done
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| 74 |
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),
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| 75 |
+
(
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GlobalConfig.PROVIDER_AZURE_OPENAI,
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| 77 |
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'gpt-4',
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| 78 |
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'valid-key-12345',
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| 79 |
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'https://valid.azure.com',
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| 80 |
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'',
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| 81 |
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'2024-02-01',
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| 82 |
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False,
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| 83 |
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),
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| 84 |
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],
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| 85 |
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)
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| 86 |
+
def test_is_valid_llm_provider_model(
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| 87 |
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provider,
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| 88 |
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model,
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| 89 |
+
api_key,
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| 90 |
+
azure_endpoint_url,
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| 91 |
+
azure_deployment_name,
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| 92 |
+
azure_api_version,
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| 93 |
+
expected,
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| 94 |
+
):
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| 95 |
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"""Test is_valid_llm_provider_model with various inputs."""
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| 96 |
+
result = is_valid_llm_provider_model(
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| 97 |
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provider,
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| 98 |
+
model,
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| 99 |
+
api_key,
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| 100 |
+
azure_endpoint_url,
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| 101 |
+
azure_deployment_name,
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| 102 |
+
azure_api_version,
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| 103 |
+
)
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| 104 |
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assert result == expected
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| 105 |
+
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| 106 |
+
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| 107 |
+
@pytest.mark.parametrize(
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| 108 |
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'provider, model, expected',
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| 109 |
+
[
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| 110 |
+
(GlobalConfig.PROVIDER_HUGGING_FACE, 'mistral', 'huggingface/mistral'),
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| 111 |
+
(GlobalConfig.PROVIDER_GOOGLE_GEMINI, 'gemini-pro', 'gemini/gemini-pro'),
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| 112 |
+
(GlobalConfig.PROVIDER_OPENROUTER, 'openai/gpt-4', 'openrouter/openai/gpt-4'),
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| 113 |
+
(GlobalConfig.PROVIDER_COHERE, 'command', 'cohere/command'),
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| 114 |
+
(GlobalConfig.PROVIDER_TOGETHER_AI, 'llama2', 'together_ai/llama2'),
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| 115 |
+
(GlobalConfig.PROVIDER_OLLAMA, 'mistral', 'ollama/mistral'),
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| 116 |
+
('invalid', 'model', None),
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| 117 |
+
],
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| 118 |
+
)
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| 119 |
+
def test_get_litellm_model_name(provider, model, expected):
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| 120 |
+
"""Test get_litellm_model_name with various providers and models."""
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| 121 |
+
result = get_litellm_model_name(provider, model)
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| 122 |
+
assert result == expected
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| 123 |
+
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| 124 |
+
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| 125 |
+
@patch('slidedeckai.helpers.llm_helper.litellm')
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| 126 |
+
def test_stream_litellm_completion_success(mock_litellm):
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| 127 |
+
"""Test successful streaming completion."""
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| 128 |
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# Mock response chunks
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| 129 |
+
mock_chunk1 = MagicMock()
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| 130 |
+
mock_chunk1.choices = [
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| 131 |
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MagicMock(delta=MagicMock(content='Hello')),
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| 132 |
+
]
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| 133 |
+
mock_chunk2 = MagicMock()
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| 134 |
+
mock_chunk2.choices = [
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| 135 |
+
MagicMock(delta=MagicMock(content=' world')),
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| 136 |
+
]
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| 137 |
+
mock_litellm.completion.return_value = [mock_chunk1, mock_chunk2]
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| 138 |
+
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| 139 |
+
messages = [{'role': 'user', 'content': 'Say hello'}]
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| 140 |
+
result = list(
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| 141 |
+
stream_litellm_completion(
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| 142 |
+
provider='hf',
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| 143 |
+
model='mistral',
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| 144 |
+
messages=messages,
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| 145 |
+
max_tokens=100,
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| 146 |
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api_key='test-key',
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| 147 |
+
)
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| 148 |
+
)
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| 149 |
+
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| 150 |
+
assert result == ['Hello', ' world']
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| 151 |
+
mock_litellm.completion.assert_called_once()
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| 152 |
+
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| 153 |
+
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| 154 |
+
@patch('slidedeckai.helpers.llm_helper.litellm')
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| 155 |
+
def test_stream_litellm_completion_azure(mock_litellm):
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| 156 |
+
"""Test streaming completion with Azure OpenAI."""
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| 157 |
+
mock_chunk = MagicMock()
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| 158 |
+
mock_chunk.choices = [
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| 159 |
+
MagicMock(delta=MagicMock(content='Response')),
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| 160 |
+
]
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| 161 |
+
mock_litellm.completion.return_value = [mock_chunk]
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| 162 |
+
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| 163 |
+
messages = [{'role': 'user', 'content': 'Test'}]
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| 164 |
+
result = list(
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| 165 |
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stream_litellm_completion(
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| 166 |
+
provider=GlobalConfig.PROVIDER_AZURE_OPENAI,
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| 167 |
+
model='gpt-4',
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| 168 |
+
messages=messages,
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| 169 |
+
max_tokens=100,
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| 170 |
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api_key='test-key',
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| 171 |
+
azure_endpoint_url='https://test.azure.com',
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| 172 |
+
azure_deployment_name='deployment1',
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| 173 |
+
azure_api_version='2024-02-01',
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| 174 |
+
)
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| 175 |
+
)
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| 176 |
+
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| 177 |
+
assert result == ['Response']
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| 178 |
+
mock_litellm.completion.assert_called_once()
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| 179 |
+
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| 180 |
+
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| 181 |
+
@patch('slidedeckai.helpers.llm_helper.litellm')
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| 182 |
+
def test_stream_litellm_completion_error(mock_litellm):
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| 183 |
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"""Test error handling in streaming completion."""
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| 184 |
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mock_litellm.completion.side_effect = Exception('API Error')
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| 185 |
+
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| 186 |
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messages = [{'role': 'user', 'content': 'Test'}]
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| 187 |
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with pytest.raises(Exception) as exc_info:
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| 188 |
+
list(
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| 189 |
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stream_litellm_completion(
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| 190 |
+
provider='hf',
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| 191 |
+
model='mistral',
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| 192 |
+
messages=messages,
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| 193 |
+
max_tokens=100,
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| 194 |
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api_key='test-key',
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| 195 |
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)
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| 196 |
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)
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| 197 |
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assert str(exc_info.value) == 'API Error'
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| 198 |
+
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| 199 |
+
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| 200 |
+
@patch('slidedeckai.helpers.llm_helper.stream_litellm_completion')
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| 201 |
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def test_get_litellm_llm(mock_stream):
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| 202 |
+
"""Test LiteLLM wrapper creation and streaming."""
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| 203 |
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mock_stream.return_value = iter(['Hello', ' world'])
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| 204 |
+
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| 205 |
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llm = get_litellm_llm(
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| 206 |
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provider='hf',
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| 207 |
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model='mistral',
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| 208 |
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max_new_tokens=100,
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| 209 |
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api_key='test-key',
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| 210 |
+
)
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| 211 |
+
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| 212 |
+
result = list(llm.stream('Say hello'))
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| 213 |
+
assert result == ['Hello', ' world']
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| 214 |
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mock_stream.assert_called_once()
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| 215 |
+
|
| 216 |
+
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| 217 |
+
def test_litellm_not_installed():
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| 218 |
+
"""Test behavior when LiteLLM is not installed."""
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| 219 |
+
with patch('slidedeckai.helpers.llm_helper.litellm', None) as mock_litellm:
|
| 220 |
+
from slidedeckai.helpers.llm_helper import stream_litellm_completion
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| 221 |
+
|
| 222 |
+
with pytest.raises(ImportError) as exc_info:
|
| 223 |
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# Try to use stream_litellm_completion which requires LiteLLM
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| 224 |
+
list(stream_litellm_completion(
|
| 225 |
+
provider='co',
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| 226 |
+
model='command',
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| 227 |
+
messages=[],
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| 228 |
+
max_tokens=100,
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| 229 |
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api_key='test-key'
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| 230 |
+
))
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| 231 |
+
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| 232 |
+
assert 'LiteLLM is not installed' in str(exc_info.value)
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| 233 |
+
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| 234 |
+
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| 235 |
+
@patch('slidedeckai.helpers.llm_helper.litellm')
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| 236 |
+
def test_stream_litellm_completion_message_format(mock_litellm):
|
| 237 |
+
"""Test handling different message format in streaming response."""
|
| 238 |
+
# Test message format instead of delta format
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| 239 |
+
mock_chunk = MagicMock()
|
| 240 |
+
mock_delta = MagicMock()
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| 241 |
+
mock_delta.content = None # First chunk has no content
|
| 242 |
+
mock_choices = [MagicMock(delta=mock_delta)]
|
| 243 |
+
mock_chunk.choices = mock_choices
|
| 244 |
+
|
| 245 |
+
# Second chunk with content
|
| 246 |
+
mock_chunk2 = MagicMock()
|
| 247 |
+
mock_delta2 = MagicMock()
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| 248 |
+
mock_delta2.content = 'Alternative format'
|
| 249 |
+
mock_choices2 = [MagicMock(delta=mock_delta2)]
|
| 250 |
+
mock_chunk2.choices = mock_choices2
|
| 251 |
+
|
| 252 |
+
mock_litellm.completion.return_value = [mock_chunk, mock_chunk2]
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| 253 |
+
|
| 254 |
+
messages = [{'role': 'user', 'content': 'Test'}]
|
| 255 |
+
result = list(
|
| 256 |
+
stream_litellm_completion(
|
| 257 |
+
provider='hf',
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| 258 |
+
model='mistral',
|
| 259 |
+
messages=messages,
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| 260 |
+
max_tokens=100,
|
| 261 |
+
api_key='test-key',
|
| 262 |
+
)
|
| 263 |
+
)
|
| 264 |
+
|
| 265 |
+
assert result == ['Alternative format']
|
| 266 |
+
mock_litellm.completion.assert_called_once()
|