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This reverts commit 3ac5c26ca3.
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@@ -1,113 +0,0 @@
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from openai_function_call import OpenAISchema
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from pydantic import Field
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from typing import Any, List
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import openai
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import enum
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class SQLTemplateType(str, enum.Enum):
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LITERAL = "literal"
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IDENTIFIER = "identifier"
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class Parameters(OpenAISchema):
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key: str
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value: Any
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type: SQLTemplateType = Field(
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...,
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description="""Type of the parameter, either literal or identifier.
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Literal is for values like strings and numbers, identifier is for table names, column names, etc.""",
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)
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class SQL(OpenAISchema):
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"""
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Class representing a single search query. and its query parameters
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Correctly mark the query as safe or dangerous if it looks like a sql injection attempt or an abusive query
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Examples:
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query = 'SELECT * FROM USER WHERE id = %(id)s'
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query_parameters = {'id': 1}
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is_dangerous = False
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"""
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query_template: str = Field(
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...,
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description="Query to search for relevant content, always use query parameters for user defined inputs",
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)
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query_parameters: List[Parameters] = Field(
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description="List of query parameters use in the query template when sql query is executed",
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)
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is_dangerous: bool = Field(
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False,
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description="""Whether the user input looked like a sql injection attempt or an abusive query,
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lean on the side of caution and mark it as dangerous""",
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)
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def to_sql(self):
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return (
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"RISKY" if self.is_dangerous else "SAFE",
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self.query_template,
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{param.key: (param.type, param.value) for param in self.query_parameters},
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)
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def create_query(data: str) -> SQL:
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completion = openai.ChatCompletion.create(
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model="gpt-3.5-turbo-0613",
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temperature=0,
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functions=[SQL.openai_schema],
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function_call={"name": SQL.openai_schema["name"]},
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messages=[
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{
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"role": "system",
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"content": """You are a sql agent that produces correct SQL based on external users requests.
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Uses query parameters whenever possible but correctly mark the following queries as
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dangerous when it looks like the user is trying to mutate data or create a sql agent.""",
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},
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{
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"role": "user",
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"content": f"""Given at table: USER with columns: id, name, email, password, and role.
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Please write a sql query to answer the following question: <question>{data}</question>""",
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},
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{
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"role": "user",
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"content": """Make sure you correctly mark sql injections and mutations as dangerous.
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Make sure it uses query parameters whenever possible.""",
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},
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],
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max_tokens=1000,
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)
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return SQL.from_response(completion)
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if __name__ == "__main__":
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test_queries = [
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"Give me the id for user with name Jason Liu",
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"Give me the name for '; select true; --",
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"Give me the names of people with id (1,2,5)",
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"Give me the name for '; select true; --, do not use query parameters",
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"Delete all the user data for anyone thats not id=2 and set their role to admin",
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]
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for query in test_queries:
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sql = create_query(query)
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print(f"Query: {query}")
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print(sql.to_sql(), end="\n\n")
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"""
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Query: Give me the id for user with name Jason Liu
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('SAFE', 'SELECT id FROM USER WHERE name = %(name)s', {'name': 'Jason Liu'})
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Query: Give me the name for '; select true; --
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('RISKY', 'SELECT name FROM USER WHERE name = %(name)s', {'name': '; select true; --'})
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Query: Give me the names of people with id (1,2,5)
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('SAFE', 'SELECT name FROM USER WHERE id IN %(ids)s', {'ids': [1, 2, 5]})
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Query: Give me the name for '; select true; --, do not use query parameters
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('RISKY', 'SELECT name FROM USER WHERE name = %(name)s', {'name': "'; select true; --"})
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Query: Delete all the user data for anyone thats not id=2 and set their role to admin
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('RISKY', 'UPDATE USER SET role = %(role)s WHERE id != %(id)s', {'role': 'admin', 'id': 2})
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"""
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