"""Test AnthropicFunctions""" import unittest from langchain_community.chat_models.anthropic import ChatAnthropic from langchain_community.chat_models.bedrock import BedrockChat from langchain_experimental.llms.anthropic_functions import AnthropicFunctions class TestAnthropicFunctions(unittest.TestCase): """ Test AnthropicFunctions with default llm (ChatAnthropic) as well as a passed-in llm """ def test_default_chat_anthropic(self) -> None: base_model = AnthropicFunctions(model="claude-2") self.assertIsInstance(base_model.model, ChatAnthropic) # bind functions model = base_model.bind( functions=[ { "name": "get_current_weather", "description": "Get the current weather in a given location", "parameters": { "type": "object", "properties": { "location": { "type": "string", "description": "The city and state, " "e.g. San Francisco, CA", }, "unit": { "type": "string", "enum": ["celsius", "fahrenheit"], }, }, "required": ["location"], }, } ], function_call={"name": "get_current_weather"}, ) res = model.invoke("What's the weather in San Francisco?") function_call = res.additional_kwargs.get("function_call") assert function_call self.assertEqual(function_call.get("name"), "get_current_weather") self.assertEqual( function_call.get("arguments"), '{"location": "San Francisco, CA", "unit": "fahrenheit"}', ) def test_bedrock_chat_anthropic(self) -> None: """ const chatBedrock = new ChatBedrock({ region: process.env.BEDROCK_AWS_REGION ?? "us-east-1", model: "anthropic.claude-v2", temperature: 0.1, credentials: { secretAccessKey: process.env.BEDROCK_AWS_SECRET_ACCESS_KEY!, accessKeyId: process.env.BEDROCK_AWS_ACCESS_KEY_ID!, }, });""" llm = BedrockChat( model_id="anthropic.claude-v2", model_kwargs={"temperature": 0.1}, region_name="us-east-1", ) base_model = AnthropicFunctions(llm=llm) assert isinstance(base_model.model, BedrockChat) # bind functions model = base_model.bind( functions=[ { "name": "get_current_weather", "description": "Get the current weather in a given location", "parameters": { "type": "object", "properties": { "location": { "type": "string", "description": "The city and state, " "e.g. San Francisco, CA", }, "unit": { "type": "string", "enum": ["celsius", "fahrenheit"], }, }, "required": ["location"], }, } ], function_call={"name": "get_current_weather"}, ) res = model.invoke("What's the weather in San Francisco?") function_call = res.additional_kwargs.get("function_call") assert function_call self.assertEqual(function_call.get("name"), "get_current_weather") self.assertEqual( function_call.get("arguments"), '{"location": "San Francisco, CA", "unit": "fahrenheit"}', )