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I'm building a multi-agent workflow using crewAi that consists of two main parts:
SQL Query Generation:
I have one agent that uses custom SQL tools (based on crewAi) to generate SQL queries. For example, I use tools like these:@tool("list_tables") def list_tables() -> str: """List the available tables in the database""" return ListSQLDatabaseTool(db=db).invoke("") @tool("tables_schema") def tables_schema(tables: str) -> str: """ Input: a comma-separated list of tables. Output: the schema and sample rows for those tables. """ tool_instance = InfoSQLDatabaseTool(db=db) return tool_instance.invoke(tables) @tool("execute_sql") def execute_sql(sql_query: str) -> str: """Execute a SQL query against the database and return the result.""" return QuerySQLDataBaseTool(db=db).invoke(sql_query) @tool("check_sql") def check_sql(sql_query: str) -> str: """ Check the SQL query for common errors before executing it. Input: a string containing the SQL query. """ return QuerySQLCheckerTool(db=db, llm=LLM).invoke({"query": sql_query})
Data Analysis and Graph Generation:
I then have a separate Python Code Interpreter Agent to analyze the SQL results and generate graphs. I get the SQL query from the previous agent and do the analysis using python. I instantiate the agent like this:coding_agent = Agent( role="Python Code Interpreter Agent", goal="Run code to achieve a task given by the user", backstory="You are an agent that helps users run Python code.", allow_code_execution=True, llm=LLM, )
My local MySQL database is running with the connection string:
SQL_LOCALHOST = "mysql+mysqldb://root:[email protected]:3306/analytics_db"
Issues
- ModuleNotFoundError:
When executing code within the Code Interpreter Agent, I encounter the following error:
ModuleNotFoundError: No module named 'MySQLdb'
It appears that the CrewAi Code Interpreter's Docker image does not have the MySQLdb
- Database Connection:
I want the crewAi code interpreter to connect to my local running DB.
Is there a recommended way to install the required MySQLdb
module (or mysqlclient
) in the Code Interpreter's Docker image? What steps should I take to modify the image or the environment to support this module?
Alternatively, is it better to way to accomplish this task (Analyze DB using user query)
本文标签: pythonCrewAi Code Interpreter Agent to connect to my local MySQL databaseStack Overflow
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