Created
August 5, 2024 12:43
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CrewAI Agents using Custom Google Drive Tool
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| import os | |
| # Set environment variables for API keys and endpoints | |
| os.environ["OPENAI_API_TYPE"] = "azure" | |
| os.environ["OPENAI_API_VERSION"] = "2024-02-15-preview" | |
| os.environ["OPENAI_API_KEY"] = "" | |
| os.environ["AZURE_OPENAI_ENDPOINT"] = "" | |
| os.environ["SERPER_API_KEY"] = "" | |
| # Import necessary libraries | |
| from crewai import Agent, Task, Crew, Process | |
| from langchain_openai import AzureChatOpenAI | |
| from crewai_tools import SerperDevTool | |
| from google_drive_tool import GoogleDriveUploadTool | |
| # Setup development and research tools | |
| search_tool = SerperDevTool() | |
| azure_llm = AzureChatOpenAI( | |
| azure_endpoint=os.environ.get("AZURE_OPENAI_ENDPOINT"), | |
| api_key=os.environ.get("OPENAI_API_KEY"), | |
| model="gpt-4o-dep", | |
| ) | |
| # Google Drive Upload Tool | |
| credentials_path = './creds.json' | |
| token_path = './token.json' | |
| folder_id = '1k7MVIg5bUQiJ1RPr5wz8XC6vN1hBqxrL' | |
| google_drive_tool = GoogleDriveUploadTool(credentials_path=credentials_path, token_path=token_path, folder_id=folder_id) | |
| # Define a Senior Researcher Agent | |
| researcher = Agent( | |
| role='Senior Researcher', | |
| goal='Uncover insights about {topic}', | |
| verbose=True, | |
| backstory=( | |
| "Driven by curiosity, you're at the forefront of " | |
| "innovation, eager to explore and share knowledge that could change " | |
| "the world. Your expertise helps demystify complex tech topics." | |
| ), | |
| tools=[search_tool], | |
| allow_delegation=True, | |
| llm=azure_llm | |
| ) | |
| # Define a Writer Agent | |
| writer = Agent( | |
| role='Writer', | |
| goal='Craft engaging blog posts about {topic}', | |
| verbose=True, | |
| backstory=( | |
| "Armed with a knack for explaining intricate concepts, you create " | |
| "enticing narratives that educate and engage readers, making new " | |
| "tech accessible to all." | |
| "Uploading blog post to google drive" | |
| ), | |
| tools=[google_drive_tool], | |
| allow_delegation=False, | |
| llm=azure_llm | |
| ) | |
| # Define tasks | |
| research_task = Task( | |
| description=( | |
| "Explore and report on the latest developments in {topic}. " | |
| "Identify benefits, drawbacks, and market potentials." | |
| ), | |
| expected_output='A detailed report with three key sections on emerging trends in {topic}.', | |
| tools=[search_tool], | |
| agent=researcher, | |
| ) | |
| write_task = Task( | |
| description=( | |
| "Write an insightful blog post on {topic}, highlighting recent trends and their impacts. " | |
| "Ensure the content is understandable, engaging, and informative." | |
| ), | |
| expected_output='A four-paragraph blog post on {topic}, formatted in markdown only content', | |
| tools=[google_drive_tool], | |
| agent=writer, | |
| output_file='blog-post.md' | |
| ) | |
| upload_task = Task( | |
| description=( | |
| "Upload the file named blog-post.md to google drive from current path ./" | |
| ), | |
| expected_output='file Id as output', | |
| tools=[google_drive_tool], | |
| agent=writer | |
| ) | |
| # Assemble the crew | |
| tech_crew = Crew( | |
| agents=[researcher, writer], | |
| tasks=[research_task, write_task, upload_task], | |
| process=Process.sequential, | |
| cache=True, | |
| max_rpm=100, | |
| share_crew=True | |
| ) | |
| # Execute the tasks | |
| result = tech_crew.kickoff(inputs={'topic': 'Important of Time Management'}) | |
| print(result) |
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