Update app.py

app.py

@@ -1,86 +1,85 @@
-# 환경 변수에서 API 키 가져오기
-import os
-from dotenv import load_dotenv
-
-# CrewAI 라이브러리에서 필요한 클래스 가져오기
-from crewai import Agent, Task, Crew, Process
-from langchain_openai import ChatOpenAI
-import gradio as gr
-
-load_dotenv()
-
-# LLM
-llm = ChatOpenAI(model='gpt-4o-mini', temperature=0.3)
-
-# Search Tool
-from langchain_community.tools.tavily_search import TavilySearchResults
-
-search_tool = TavilySearchResults()
-
-def run_crypto_crew(topic):
-
-    # Agent
-    researcher = Agent(
-    role='Market Researcher',
-    goal=f'Uncover emerging trends and investment opportunities in the cryptocurrency market in 2025. 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 language. 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.raw    # raw text 속성을 출력 
-
-
-def process_query(message, history):
-    return run_crypto_crew(message)
-
-
-if __name__ == '__main__':
-    app = gr.ChatInterface(
-        fn=process_query,
-        type="messages",     
-        title="Crypto Investment Advisor Bot",
-        description="암호화폐 관련 트렌드를 파악하여 투자 인사이트를 제공해 드립니다."
-    )
-
-    app.launch()
+# 환경 변수에서 API 키 가져오기
+from dotenv import load_dotenv
+
+# CrewAI 라이브러리에서 필요한 클래스 가져오기
+from crewai import Agent, Task, Crew, Process
+from langchain_openai import ChatOpenAI
+import gradio as gr
+
+load_dotenv()
+
+# LLM
+llm = ChatOpenAI(model='gpt-4o-mini', temperature=0.3)
+
+# Search Tool
+from langchain_community.tools.tavily_search import TavilySearchResults
+
+search_tool = TavilySearchResults()
+
+def run_crypto_crew(topic):
+
+    # Agent
+    researcher = Agent(
+    role='Market Researcher',
+    goal=f'Uncover emerging trends and investment opportunities in the cryptocurrency market in 2025. 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 language. 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.raw    # raw text 속성을 출력 
+
+
+def process_query(message, history):
+    return run_crypto_crew(message)
+
+
+if __name__ == '__main__':
+    app = gr.ChatInterface(
+        fn=process_query,
+        type="messages",     
+        title="Crypto Investment Advisor Bot",
+        description="암호화폐 관련 트렌드를 파악하여 투자 인사이트를 제공해 드립니다."
+    )
+
+    app.launch()