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import asyncio |
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from llama_index.llms.openai import OpenAI |
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from llama_index.core.agent.react import ReActAgent |
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from llama_index.core.tools import FunctionTool |
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from langchain_community.tools import DuckDuckGoSearchRun, WikipediaQueryRun |
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from langchain_experimental.tools.python.tool import PythonREPLTool |
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from langchain_community.document_loaders import YoutubeLoader |
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def search_duckduckgo(query: str) -> str: |
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return DuckDuckGoSearchRun().run(query) |
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def search_wikipedia(query: str) -> str: |
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return WikipediaQueryRun(api_wrapper=None).run(query) |
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def run_python(code: str) -> str: |
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return PythonREPLTool().run(code) |
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def get_youtube_transcript(url: str) -> str: |
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loader = YoutubeLoader.from_youtube_url(url, add_video_info=False) |
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docs = loader.load() |
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return " ".join(doc.page_content for doc in docs) |
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TOOLS = [ |
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FunctionTool.from_defaults(search_duckduckgo), |
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FunctionTool.from_defaults(search_wikipedia), |
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FunctionTool.from_defaults(run_python), |
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FunctionTool.from_defaults(get_youtube_transcript), |
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] |
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llm = OpenAI(model="gpt-4") |
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agent = ReActAgent( |
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tools=TOOLS, |
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llm=llm, |
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system_prompt="You are a helpful assistant that uses tools to answer questions accurately and efficiently." |
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) |
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async def answer_question(question: str) -> str: |
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try: |
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result = await asyncio.wait_for(agent.run(question), timeout=60) |
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return str(result) |
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except asyncio.TimeoutError: |
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return "[TIMEOUT]" |
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except Exception as e: |
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return f"[ERROR] {e}" |
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