Update agent.py
Browse files
agent.py
CHANGED
@@ -4,12 +4,11 @@ from llama_index.llms.openai import OpenAI
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from llama_index.core.agent.workflow import AgentWorkflow
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from llama_index.core.tools import FunctionTool
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# LangChain-based tools
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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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# Tool wrappers
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def search_duckduckgo(query: str) -> str:
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return DuckDuckGoSearchRun().run(query)
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@@ -22,8 +21,9 @@ def run_python(code: str) -> str:
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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(
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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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@@ -31,13 +31,17 @@ TOOLS = [
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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 = AgentWorkflow.from_tools_or_functions(
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TOOLS,
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llm=llm,
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system_prompt="You are a helpful AI agent using external tools."
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)
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async def answer_question(question: str) -> str:
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from llama_index.core.agent.workflow import AgentWorkflow
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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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# --- Tool wrappers --- #
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def search_duckduckgo(query: str) -> str:
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return DuckDuckGoSearchRun().run(query)
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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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# --- Register tools --- #
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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(get_youtube_transcript),
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]
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# --- Load LLM --- #
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llm = OpenAI(model="gpt-4")
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# --- Build agent --- #
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agent = AgentWorkflow.from_tools_or_functions(
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TOOLS,
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llm=llm,
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system_prompt="You are a helpful AI agent using reasoning and external tools to solve tasks."
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)
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# --- Async run wrapper --- #
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async def answer_question(question: str) -> str:
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result = await agent.run(question)
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return str(result)
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