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.entities.model_entities import AIModelEntity, ModelType16from core.model_runtime.errors.validate import CredentialsValidateFailedError17from core.model_runtime.model_providers.openai.llm.llm import OpenAILargeLanguageModel18 19"""FOR MOCK FIXTURES, DO NOT REMOVE"""20from tests.integration_tests.model_runtime.__mock.openai import setup_openai_mock21 22 23def test_predefined_models():24    model = OpenAILargeLanguageModel()25    model_schemas = model.predefined_models()26 27    assert len(model_schemas) >= 128    assert isinstance(model_schemas[0], AIModelEntity)29 30 31@pytest.mark.parametrize("setup_openai_mock", [["chat"]], indirect=True)32def test_validate_credentials_for_chat_model(setup_openai_mock):33    model = OpenAILargeLanguageModel()34 35    with pytest.raises(CredentialsValidateFailedError):36        model.validate_credentials(model="gpt-3.5-turbo", credentials={"openai_api_key": "invalid_key"})37 38    model.validate_credentials(model="gpt-3.5-turbo", credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY")})39 40 41@pytest.mark.parametrize("setup_openai_mock", [["completion"]], indirect=True)42def test_validate_credentials_for_completion_model(setup_openai_mock):43    model = OpenAILargeLanguageModel()44 45    with pytest.raises(CredentialsValidateFailedError):46        model.validate_credentials(model="text-davinci-003", credentials={"openai_api_key": "invalid_key"})47 48    model.validate_credentials(49        model="text-davinci-003", credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY")}50    )51 52 53@pytest.mark.parametrize("setup_openai_mock", [["completion"]], indirect=True)54def test_invoke_completion_model(setup_openai_mock):55    model = OpenAILargeLanguageModel()56 57    result = model.invoke(58        model="gpt-3.5-turbo-instruct",59        credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY"), "openai_api_base": "https://api.openai.com"},60        prompt_messages=[UserPromptMessage(content="Hello World!")],61        model_parameters={"temperature": 0.0, "max_tokens": 1},62        stream=False,63        user="abc-123",64    )65 66    assert isinstance(result, LLMResult)67    assert len(result.message.content) > 068    assert model._num_tokens_from_string("gpt-3.5-turbo-instruct", result.message.content) == 169 70 71@pytest.mark.parametrize("setup_openai_mock", [["completion"]], indirect=True)72def test_invoke_stream_completion_model(setup_openai_mock):73    model = OpenAILargeLanguageModel()74 75    result = model.invoke(76        model="gpt-3.5-turbo-instruct",77        credentials={78            "openai_api_key": os.environ.get("OPENAI_API_KEY"),79            "openai_organization": os.environ.get("OPENAI_ORGANIZATION"),80        },81        prompt_messages=[UserPromptMessage(content="Hello World!")],82        model_parameters={"temperature": 0.0, "max_tokens": 100},83        stream=True,84        user="abc-123",85    )86 87    assert isinstance(result, Generator)88 89    for chunk in result:90        assert isinstance(chunk, LLMResultChunk)91        assert isinstance(chunk.delta, LLMResultChunkDelta)92        assert isinstance(chunk.delta.message, AssistantPromptMessage)93        assert len(chunk.delta.message.content) > 0 if chunk.delta.finish_reason is None else True94 95 96@pytest.mark.parametrize("setup_openai_mock", [["chat"]], indirect=True)97def test_invoke_chat_model(setup_openai_mock):98    model = OpenAILargeLanguageModel()99 100    result = model.invoke(101        model="gpt-3.5-turbo",102        credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY")},103        prompt_messages=[104            SystemPromptMessage(105                content="You are a helpful AI assistant.",106            ),107            UserPromptMessage(content="Hello World!"),108        ],109        model_parameters={110            "temperature": 0.0,111            "top_p": 1.0,112            "presence_penalty": 0.0,113            "frequency_penalty": 0.0,114            "max_tokens": 10,115        },116        stop=["How"],117        stream=False,118        user="abc-123",119    )120 121    assert isinstance(result, LLMResult)122    assert len(result.message.content) > 0123 124 125@pytest.mark.parametrize("setup_openai_mock", [["chat"]], indirect=True)126def test_invoke_chat_model_with_vision(setup_openai_mock):127    model = OpenAILargeLanguageModel()128 129    result = model.invoke(130        model="gpt-4-vision-preview",131        credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY")},132        prompt_messages=[133            SystemPromptMessage(134                content="You are a helpful AI assistant.",135            ),136            UserPromptMessage(137                content=[138                    TextPromptMessageContent(139                        data="Hello World!",140                    ),141                    ImagePromptMessageContent(142                        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"143                    ),144                ]145            ),146        ],147        model_parameters={"temperature": 0.0, "max_tokens": 100},148        stream=False,149        user="abc-123",150    )151 152    assert isinstance(result, LLMResult)153    assert len(result.message.content) > 0154 155 156@pytest.mark.parametrize("setup_openai_mock", [["chat"]], indirect=True)157def test_invoke_chat_model_with_tools(setup_openai_mock):158    model = OpenAILargeLanguageModel()159 160    result = model.invoke(161        model="gpt-3.5-turbo",162        credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY")},163        prompt_messages=[164            SystemPromptMessage(165                content="You are a helpful AI assistant.",166            ),167            UserPromptMessage(168                content="what's the weather today in London?",169            ),170        ],171        model_parameters={"temperature": 0.0, "max_tokens": 100},172        tools=[173            PromptMessageTool(174                name="get_weather",175                description="Determine weather in my location",176                parameters={177                    "type": "object",178                    "properties": {179                        "location": {"type": "string", "description": "The city and state e.g. San Francisco, CA"},180                        "unit": {"type": "string", "enum": ["c", "f"]},181                    },182                    "required": ["location"],183                },184            ),185            PromptMessageTool(186                name="get_stock_price",187                description="Get the current stock price",188                parameters={189                    "type": "object",190                    "properties": {"symbol": {"type": "string", "description": "The stock symbol"}},191                    "required": ["symbol"],192                },193            ),194        ],195        stream=False,196        user="abc-123",197    )198 199    assert isinstance(result, LLMResult)200    assert isinstance(result.message, AssistantPromptMessage)201    assert len(result.message.tool_calls) > 0202 203 204@pytest.mark.parametrize("setup_openai_mock", [["chat"]], indirect=True)205def test_invoke_stream_chat_model(setup_openai_mock):206    model = OpenAILargeLanguageModel()207 208    result = model.invoke(209        model="gpt-3.5-turbo",210        credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY")},211        prompt_messages=[212            SystemPromptMessage(213                content="You are a helpful AI assistant.",214            ),215            UserPromptMessage(content="Hello World!"),216        ],217        model_parameters={"temperature": 0.0, "max_tokens": 100},218        stream=True,219        user="abc-123",220    )221 222    assert isinstance(result, Generator)223 224    for chunk in result:225        assert isinstance(chunk, LLMResultChunk)226        assert isinstance(chunk.delta, LLMResultChunkDelta)227        assert isinstance(chunk.delta.message, AssistantPromptMessage)228        assert len(chunk.delta.message.content) > 0 if chunk.delta.finish_reason is None else True229        if chunk.delta.finish_reason is not None:230            assert chunk.delta.usage is not None231            assert chunk.delta.usage.completion_tokens > 0232 233 234def test_get_num_tokens():235    model = OpenAILargeLanguageModel()236 237    num_tokens = model.get_num_tokens(238        model="gpt-3.5-turbo-instruct",239        credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY")},240        prompt_messages=[UserPromptMessage(content="Hello World!")],241    )242 243    assert num_tokens == 3244 245    num_tokens = model.get_num_tokens(246        model="gpt-3.5-turbo",247        credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY")},248        prompt_messages=[249            SystemPromptMessage(250                content="You are a helpful AI assistant.",251            ),252            UserPromptMessage(content="Hello World!"),253        ],254        tools=[255            PromptMessageTool(256                name="get_weather",257                description="Determine weather in my location",258                parameters={259                    "type": "object",260                    "properties": {261                        "location": {"type": "string", "description": "The city and state e.g. San Francisco, CA"},262                        "unit": {"type": "string", "enum": ["c", "f"]},263                    },264                    "required": ["location"],265                },266            ),267        ],268    )269 270    assert num_tokens == 72271 272 273@pytest.mark.parametrize("setup_openai_mock", [["chat", "remote"]], indirect=True)274def test_fine_tuned_models(setup_openai_mock):275    model = OpenAILargeLanguageModel()276 277    remote_models = model.remote_models(credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY")})278 279    if not remote_models:280        assert isinstance(remote_models, list)281    else:282        assert isinstance(remote_models[0], AIModelEntity)283 284    for llm_model in remote_models:285        if llm_model.model_type == ModelType.LLM:286            break287 288    assert isinstance(llm_model, AIModelEntity)289 290    # test invoke291    result = model.invoke(292        model=llm_model.model,293        credentials={"openai_api_key": os.environ.get("OPENAI_API_KEY")},294        prompt_messages=[295            SystemPromptMessage(296                content="You are a helpful AI assistant.",297            ),298            UserPromptMessage(content="Hello World!"),299        ],300        model_parameters={"temperature": 0.0, "max_tokens": 100},301        stream=False,302        user="abc-123",303    )304 305    assert isinstance(result, LLMResult)306 307 308def test__get_num_tokens_by_gpt2():309    model = OpenAILargeLanguageModel()310    num_tokens = model._get_num_tokens_by_gpt2("Hello World!")311 312    assert num_tokens == 3313