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app.py

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+import os
+from dotenv import load_dotenv
+
+load_dotenv()
+
+OPENAI_API_KEY = os.getenv('OPENAI_API_KEY')
+TAVILY_API_KEY = os.getenv('TAVILY_API_KEY')
+
+from crewai import Agent, Task, Crew, Process
+from langchain_openai import ChatOpenAI
+import gradio as gr
+
+
+# LLM
+llm = ChatOpenAI(model='gpt-4o', temperature=0, api_key=OPENAI_API_KEY)
+
+# 검색 도구 (Search tools) 지정
+from langchain_community.tools.tavily_search import TavilySearchResults
+
+
+search_tool = TavilySearchResults(api_key=TAVILY_API_KEY)
+
+def run_crypto_crew(topic):
+    # Agent
+    researcher = Agent(
+    role='Market Researcher',
+    goal=f'Uncover emerging trends and investment opportunities in the cryptocurrency market in 2024. Focus on the topic: {topic}.',
+    backstory='Identify groundbreaking trends and actionable insights.',
+    verbose=True,
+    tools=[search_tool],
+    allow_delegation=False,
+    llm=llm,
+    max_iter=3,
+    max_rpm=10,
+    )
+    analyst = Agent(
+    role='Investment Analyst',
+    goal=f'Analyze cryptocurrency market data to extract actionable insights and investment leads. Focus on the topic: {topic}.',
+    backstory='Draw meaningful conclusions from cryptocurrency market data.',
+    verbose=True,
+    allow_delegation=False,
+    llm=llm,
+    )
+
+
+    # Tasks
+    research_task = Task(
+    description=f'Explore the internet to pinpoint emerging trends and potential investment opportunities. Focus on the topic: {topic}.',
+    agent=researcher,
+    expected_output='A detailed summary of the reserch results in string format'
+    )
+
+    analyst_task = Task(
+    description=f'Analyze the provided cryptocurrency market data to extract key insights and compile a concise report in Korean Hangul. Focus on the topic: {topic}.',
+    agent=analyst,
+    expected_output='A refined finalized version of the report in string format'
+    )
+
+    #`Crew` is a group of agents working together to accomplish a task
+    crypto_crew = Crew(
+    agents=[researcher, analyst],
+    tasks=[research_task, analyst_task],
+    process=Process.sequential  
+    )
+
+    #`kickoff` method starts the crew's process
+    result = crypto_crew.kickoff()
+
+    return result
+
+
+def process_query(message, history):
+    return run_crypto_crew(message)
+
+
+if __name__ == '__main__':
+    app = gr.ChatInterface(
+        fn=process_query,
+        title="Crypto Investment Advisor Bot",
+        description="암호화폐 관련 트렌드를 파악하여 투자 인사이트를 제공해 드립니다."
+    )
+
+    app.launch()