Delete agent.py
Browse files
agent.py
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from services.ai import rank_tables,generate_sql,generate_answer , correct_sql , evaluate_difficulty
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from services.utils import filter_tables
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from openai import OpenAI
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from database import Database
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from filesource import FileSource
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import os
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MAX_TABLE = 3
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client = OpenAI(
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base_url=os.getenv("LLM_ENDPOINT"),
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api_key=os.getenv("LLM_KEY")
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)
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def run_agent(database,prompt):
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retry = 5
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tables = database.get_tables_array()
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use_thinking = False
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if len(tables) > MAX_TABLE:
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print(f"using reranking because number of tables is greater than {MAX_TABLE}")
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ranked = rank_tables(prompt,tables)
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tables = filter_tables(0,ranked)[:MAX_TABLE]
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dif = int(evaluate_difficulty(client,prompt))
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if dif > 7:
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print("difficulty is > 7 so we enable thinking mode")
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use_thinking = True
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sql = generate_sql(client,prompt,tables,use_thinking)
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nb_try = 0
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success = False
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while nb_try < retry and not success:
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nb_try = nb_try + 1
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try:
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print("try to launch sql request")
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result = database.query(sql)
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success = True
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except Exception as e:
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print(f"Error : {e}")
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print("Try to self correct...")
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error = f"{type(e).__name__} - {str(e)}"
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if nb_try < retry - 2:
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sql = correct_sql(client,prompt,sql,tables,error,True)
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else:
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sql = correct_sql(client,prompt,sql,tables,error,False)
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print(sql)
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if success:
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print(result.to_markdown())
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return generate_answer(client,sql,prompt,result.to_markdown(),use_thinking)
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# db = Database("mysql://user:password@localhost:3306/Pokemon")
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# db.connect()
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# file = FileSource("./Wines.csv")
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# file.connect()
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# print(run_agent(file,"What is the quality og the win with the less of alcohol ?"))
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