Underground-Digital/Workflow-Engine

1import os2from collections.abc import Generator3 4import pytest5 6from core.model_runtime.entities.llm_entities import LLMResult, LLMResultChunk, LLMResultChunkDelta7from core.model_runtime.entities.message_entities import (8    AssistantPromptMessage,9    ImagePromptMessageContent,10    PromptMessageTool,11    SystemPromptMessage,12    TextPromptMessageContent,13    UserPromptMessage,14)15from core.model_runtime.errors.validate import CredentialsValidateFailedError16from core.model_runtime.model_providers.azure_openai.llm.llm import AzureOpenAILargeLanguageModel17from tests.integration_tests.model_runtime.__mock.openai import setup_openai_mock18 19 20@pytest.mark.parametrize("setup_openai_mock", [["chat"]], indirect=True)21def test_validate_credentials_for_chat_model(setup_openai_mock):22    model = AzureOpenAILargeLanguageModel()23 24    with pytest.raises(CredentialsValidateFailedError):25        model.validate_credentials(26            model="gpt35",27            credentials={28                "openai_api_base": os.environ.get("AZURE_OPENAI_API_BASE"),29                "openai_api_key": "invalid_key",30                "base_model_name": "gpt-35-turbo",31            },32        )33 34    model.validate_credentials(35        model="gpt35",36        credentials={37            "openai_api_base": os.environ.get("AZURE_OPENAI_API_BASE"),38            "openai_api_key": os.environ.get("AZURE_OPENAI_API_KEY"),39            "base_model_name": "gpt-35-turbo",40        },41    )42 43 44@pytest.mark.parametrize("setup_openai_mock", [["completion"]], indirect=True)45def test_validate_credentials_for_completion_model(setup_openai_mock):46    model = AzureOpenAILargeLanguageModel()47 48    with pytest.raises(CredentialsValidateFailedError):49        model.validate_credentials(50            model="gpt-35-turbo-instruct",51            credentials={52                "openai_api_base": os.environ.get("AZURE_OPENAI_API_BASE"),53                "openai_api_key": "invalid_key",54                "base_model_name": "gpt-35-turbo-instruct",55            },56        )57 58    model.validate_credentials(59        model="gpt-35-turbo-instruct",60        credentials={61            "openai_api_base": os.environ.get("AZURE_OPENAI_API_BASE"),62            "openai_api_key": os.environ.get("AZURE_OPENAI_API_KEY"),63            "base_model_name": "gpt-35-turbo-instruct",64        },65    )66 67 68@pytest.mark.parametrize("setup_openai_mock", [["completion"]], indirect=True)69def test_invoke_completion_model(setup_openai_mock):70    model = AzureOpenAILargeLanguageModel()71 72    result = model.invoke(73        model="gpt-35-turbo-instruct",74        credentials={75            "openai_api_base": os.environ.get("AZURE_OPENAI_API_BASE"),76            "openai_api_key": os.environ.get("AZURE_OPENAI_API_KEY"),77            "base_model_name": "gpt-35-turbo-instruct",78        },79        prompt_messages=[UserPromptMessage(content="Hello World!")],80        model_parameters={"temperature": 0.0, "max_tokens": 1},81        stream=False,82        user="abc-123",83    )84 85    assert isinstance(result, LLMResult)86    assert len(result.message.content) > 087 88 89@pytest.mark.parametrize("setup_openai_mock", [["completion"]], indirect=True)90def test_invoke_stream_completion_model(setup_openai_mock):91    model = AzureOpenAILargeLanguageModel()92 93    result = model.invoke(94        model="gpt-35-turbo-instruct",95        credentials={96            "openai_api_base": os.environ.get("AZURE_OPENAI_API_BASE"),97            "openai_api_key": os.environ.get("AZURE_OPENAI_API_KEY"),98            "base_model_name": "gpt-35-turbo-instruct",99        },100        prompt_messages=[UserPromptMessage(content="Hello World!")],101        model_parameters={"temperature": 0.0, "max_tokens": 100},102        stream=True,103        user="abc-123",104    )105 106    assert isinstance(result, Generator)107 108    for chunk in result:109        assert isinstance(chunk, LLMResultChunk)110        assert isinstance(chunk.delta, LLMResultChunkDelta)111        assert isinstance(chunk.delta.message, AssistantPromptMessage)112        assert len(chunk.delta.message.content) > 0 if chunk.delta.finish_reason is None else True113 114 115@pytest.mark.parametrize("setup_openai_mock", [["chat"]], indirect=True)116def test_invoke_chat_model(setup_openai_mock):117    model = AzureOpenAILargeLanguageModel()118 119    result = model.invoke(120        model="gpt35",121        credentials={122            "openai_api_base": os.environ.get("AZURE_OPENAI_API_BASE"),123            "openai_api_key": os.environ.get("AZURE_OPENAI_API_KEY"),124            "base_model_name": "gpt-35-turbo",125        },126        prompt_messages=[127            SystemPromptMessage(128                content="You are a helpful AI assistant.",129            ),130            UserPromptMessage(content="Hello World!"),131        ],132        model_parameters={133            "temperature": 0.0,134            "top_p": 1.0,135            "presence_penalty": 0.0,136            "frequency_penalty": 0.0,137            "max_tokens": 10,138        },139        stop=["How"],140        stream=False,141        user="abc-123",142    )143 144    assert isinstance(result, LLMResult)145    assert len(result.message.content) > 0146 147 148@pytest.mark.parametrize("setup_openai_mock", [["chat"]], indirect=True)149def test_invoke_stream_chat_model(setup_openai_mock):150    model = AzureOpenAILargeLanguageModel()151 152    result = model.invoke(153        model="gpt35",154        credentials={155            "openai_api_base": os.environ.get("AZURE_OPENAI_API_BASE"),156            "openai_api_key": os.environ.get("AZURE_OPENAI_API_KEY"),157            "base_model_name": "gpt-35-turbo",158        },159        prompt_messages=[160            SystemPromptMessage(161                content="You are a helpful AI assistant.",162            ),163            UserPromptMessage(content="Hello World!"),164        ],165        model_parameters={"temperature": 0.0, "max_tokens": 100},166        stream=True,167        user="abc-123",168    )169 170    assert isinstance(result, Generator)171 172    for chunk in result:173        assert isinstance(chunk, LLMResultChunk)174        assert isinstance(chunk.delta, LLMResultChunkDelta)175        assert isinstance(chunk.delta.message, AssistantPromptMessage)176        if chunk.delta.finish_reason is not None:177            assert chunk.delta.usage is not None178            assert chunk.delta.usage.completion_tokens > 0179 180 181@pytest.mark.parametrize("setup_openai_mock", [["chat"]], indirect=True)182def test_invoke_chat_model_with_vision(setup_openai_mock):183    model = AzureOpenAILargeLanguageModel()184 185    result = model.invoke(186        model="gpt-4v",187        credentials={188            "openai_api_base": os.environ.get("AZURE_OPENAI_API_BASE"),189            "openai_api_key": os.environ.get("AZURE_OPENAI_API_KEY"),190            "base_model_name": "gpt-4-vision-preview",191        },192        prompt_messages=[193            SystemPromptMessage(194                content="You are a helpful AI assistant.",195            ),196            UserPromptMessage(197                content=[198                    TextPromptMessageContent(199                        data="Hello World!",200                    ),201                    ImagePromptMessageContent(202                        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"203                    ),204                ]205            ),206        ],207        model_parameters={"temperature": 0.0, "max_tokens": 100},208        stream=False,209        user="abc-123",210    )211 212    assert isinstance(result, LLMResult)213    assert len(result.message.content) > 0214 215 216@pytest.mark.parametrize("setup_openai_mock", [["chat"]], indirect=True)217def test_invoke_chat_model_with_tools(setup_openai_mock):218    model = AzureOpenAILargeLanguageModel()219 220    result = model.invoke(221        model="gpt-35-turbo",222        credentials={223            "openai_api_base": os.environ.get("AZURE_OPENAI_API_BASE"),224            "openai_api_key": os.environ.get("AZURE_OPENAI_API_KEY"),225            "base_model_name": "gpt-35-turbo",226        },227        prompt_messages=[228            SystemPromptMessage(229                content="You are a helpful AI assistant.",230            ),231            UserPromptMessage(232                content="what's the weather today in London?",233            ),234        ],235        model_parameters={"temperature": 0.0, "max_tokens": 100},236        tools=[237            PromptMessageTool(238                name="get_weather",239                description="Determine weather in my location",240                parameters={241                    "type": "object",242                    "properties": {243                        "location": {"type": "string", "description": "The city and state e.g. San Francisco, CA"},244                        "unit": {"type": "string", "enum": ["c", "f"]},245                    },246                    "required": ["location"],247                },248            ),249            PromptMessageTool(250                name="get_stock_price",251                description="Get the current stock price",252                parameters={253                    "type": "object",254                    "properties": {"symbol": {"type": "string", "description": "The stock symbol"}},255                    "required": ["symbol"],256                },257            ),258        ],259        stream=False,260        user="abc-123",261    )262 263    assert isinstance(result, LLMResult)264    assert isinstance(result.message, AssistantPromptMessage)265    assert len(result.message.tool_calls) > 0266 267 268def test_get_num_tokens():269    model = AzureOpenAILargeLanguageModel()270 271    num_tokens = model.get_num_tokens(272        model="gpt-35-turbo-instruct",273        credentials={"base_model_name": "gpt-35-turbo-instruct"},274        prompt_messages=[UserPromptMessage(content="Hello World!")],275    )276 277    assert num_tokens == 3278 279    num_tokens = model.get_num_tokens(280        model="gpt35",281        credentials={"base_model_name": "gpt-35-turbo"},282        prompt_messages=[283            SystemPromptMessage(284                content="You are a helpful AI assistant.",285            ),286            UserPromptMessage(content="Hello World!"),287        ],288    )289 290    assert num_tokens == 21291