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Browse files- gaia_graph.py +15 -17
- requirements.txt +1 -0
gaia_graph.py
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@@ -9,10 +9,10 @@ from dotenv import load_dotenv
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from langchain.tools import Tool
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from langchain.agents import initialize_agent, AgentType
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from langchain_openai import ChatOpenAI
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from langgraph.graph import StateGraph
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from tenacity import retry, wait_exponential, stop_after_attempt, retry_if_exception_type
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import openai.error
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# βββ Load Environment Variables ββββββββββββββββββββββββββββββββββββββββββββββ
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load_dotenv()
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@@ -75,10 +75,10 @@ search_tool = Tool(
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description="Useful for answering factual questions using a search engine.",
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)
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# βββ Create LLM Agent
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llm = ChatOpenAI(
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temperature=0.0,
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model="gpt-4o
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openai_api_key=OPENAI_API_KEY
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)
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@@ -90,14 +90,6 @@ agent_executor = initialize_agent(
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handle_parsing_errors=True,
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)
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@retry(
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wait=wait_exponential(multiplier=1, min=1, max=10),
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stop=stop_after_attempt(5),
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retry=retry_if_exception_type(openai.error.RateLimitError)
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)
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def run_agent_with_retry(prompt: str) -> str:
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return agent_executor.run(prompt)
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# βββ Clean Output ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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def clean_answer(ans: str) -> str:
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if "```" in ans:
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@@ -113,12 +105,18 @@ class GaiaState(TypedDict):
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question: str
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answer: str
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# βββ
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def agent_node(state: GaiaState) -> GaiaState:
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raw = run_agent_with_retry(state["question"])
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except openai.error.RateLimitError:
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raw = "Error: rate limit exceeded after retries."
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return {"question": state["question"], "answer": clean_answer(raw)}
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# βββ Build LangGraph βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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from langchain.tools import Tool
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from langchain.agents import initialize_agent, AgentType
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from langchain_openai import ChatOpenAI
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from langgraph.graph import StateGraph, END
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import openai # Import openai to catch RateLimitError
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from tenacity import retry, wait_exponential, stop_after_attempt, retry_if_exception_type
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# βββ Load Environment Variables ββββββββββββββββββββββββββββββββββββββββββββββ
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load_dotenv()
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description="Useful for answering factual questions using a search engine.",
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)
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# βββ Create LLM Agent ββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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llm = ChatOpenAI(
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temperature=0.0,
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model="gpt-4o",
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openai_api_key=OPENAI_API_KEY
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)
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handle_parsing_errors=True,
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)
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# βββ Clean Output ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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def clean_answer(ans: str) -> str:
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if "```" in ans:
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question: str
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answer: str
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# βββ Retry on Rate Limit Error βββββββββββββββββββββββββββββββββββββββββββββββ
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@retry(
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wait=wait_exponential(multiplier=1, min=1, max=10),
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stop=stop_after_attempt(5),
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retry=retry_if_exception_type(openai.error.RateLimitError)
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)
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def run_agent_with_retry(question: str) -> str:
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return agent_executor.run(question)
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# βββ Define Node Function ββββββββββββββββββββββββββββββββββββββββββββββββββββ
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def agent_node(state: GaiaState) -> GaiaState:
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raw = run_agent_with_retry(state["question"])
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return {"question": state["question"], "answer": clean_answer(raw)}
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# βββ Build LangGraph βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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requirements.txt
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@@ -37,3 +37,4 @@ PyYAML
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hf-xet~=1.1.1
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langchain-openai
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tenacity
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hf-xet~=1.1.1
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langchain-openai
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tenacity
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openai
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