import openai class AI: def __init__(self, api_key): self.api_key = api_key openai.api_key = self.api_key self.convertlog = [] def humantosql(self, text: str, dbtype: str, tableschema: list) -> str: if not self.convertlog: self.convertlog = [{"role": "system", "content": f"You convert Human Language to SQL. Only answer as an Valid SQL Statement. Always modify your previous answer and do not create something new. You are using this Database: {dbtype}. For better context here are the tables and columns: {tableschema}"}] prompt = {"role": "user", "content": text} self.convertlog.append(prompt) response = openai.ChatCompletion.create( model="gpt-4", messages=self.convertlog ) response = response['choices'][0]['message']['content'] self.convertlog.append({"role": "system", "content": response}) if self.validate(response): return response else: self.humantosql("Only answer as a Valid SQL-Statement don't add any additional text", dbtype, tableschema) def decide(self, sql: str) -> str: prompt = [{"role": "system", "content": "You have to decide which function it should use. Answer with [FETCHALL] to fetch all, [FETCHONE] to fetch only one, [FETCHMANY=N] to fetchmany with N being the range, [EXECUTE] to just execute, [EXECUTEMANY=N] to execute many with N being the range"}, {"role": "user", "content": sql}] response = openai.ChatCompletion.create( model="gpt-4", messages=prompt ) response = response['choices'][0]['message']['content'] return response def validate(self, sql: str) -> bool: prompt = [{"role": "system", "content": "You check if the User Input is a valid SQL-Statement and only return True or False. Most important: ONLY ANSWER True OR False."}, {"role": "user", "content": sql}] response = openai.ChatCompletion.create( model="gpt-4", messages=prompt ) response = response['choices'][0]['message']['content'] if response == "True": return True else: return False