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from pathlib import Path | |
import yaml | |
from langchain.agents import AgentExecutor | |
from langchain_community.agent_toolkits import create_openapi_agent | |
from langchain_community.agent_toolkits.openapi.toolkit import OpenAPIToolkit | |
from langchain_community.tools.json.tool import JsonSpec | |
from langchain_community.utilities.requests import TextRequestsWrapper | |
from langflow.base.agents.agent import LCAgentComponent | |
from langflow.inputs import BoolInput, FileInput, HandleInput | |
class OpenAPIAgentComponent(LCAgentComponent): | |
display_name = "OpenAPI Agent" | |
description = "Agent to interact with OpenAPI API." | |
name = "OpenAPIAgent" | |
icon = "LangChain" | |
inputs = [ | |
*LCAgentComponent._base_inputs, | |
HandleInput(name="llm", display_name="Language Model", input_types=["LanguageModel"], required=True), | |
FileInput(name="path", display_name="File Path", file_types=["json", "yaml", "yml"], required=True), | |
BoolInput(name="allow_dangerous_requests", display_name="Allow Dangerous Requests", value=False, required=True), | |
] | |
def build_agent(self) -> AgentExecutor: | |
path = Path(self.path) | |
if path.suffix in {"yaml", "yml"}: | |
with path.open(encoding="utf-8") as file: | |
yaml_dict = yaml.safe_load(file) | |
spec = JsonSpec(dict_=yaml_dict) | |
else: | |
spec = JsonSpec.from_file(path) | |
requests_wrapper = TextRequestsWrapper() | |
toolkit = OpenAPIToolkit.from_llm( | |
llm=self.llm, | |
json_spec=spec, | |
requests_wrapper=requests_wrapper, | |
allow_dangerous_requests=self.allow_dangerous_requests, | |
) | |
agent_args = self.get_agent_kwargs() | |
# This is bit weird - generally other create_*_agent functions have max_iterations in the | |
# `agent_executor_kwargs`, but openai has this parameter passed directly. | |
agent_args["max_iterations"] = agent_args["agent_executor_kwargs"]["max_iterations"] | |
del agent_args["agent_executor_kwargs"]["max_iterations"] | |
return create_openapi_agent(llm=self.llm, toolkit=toolkit, **agent_args) | |