copy_of_sql_gpt_3_notebook.py

import json
import openai

with open('GPT_SECRET_KEY.json') as f:
    data = json.load(f)

openai.api_key = data["API_KEY"]

from gpt import GPT
from gpt import Example

gpt = GPT(engine="davinci",
          temperature=0.6,
          max_tokens=100)

"""# Adding Examples for GPT Model"""

gpt.add_example(Example('Fetch unique values of DEPARTMENT from Worker table.', 
                        'Select distinct DEPARTMENT from Worker;'))

gpt.add_example(Example('Print the first three characters of FIRST_NAME from Worker table.', 
                        'Select substring(FIRST_NAME,1,3) from Worker;'))

gpt.add_example(Example("Find the position of the alphabet ('a') in the first name column 'Amitabh' from Worker table.", 
                        "Select INSTR(FIRST_NAME, BINARY'a') from Worker where FIRST_NAME = 'Amitabh';"))

gpt.add_example(Example("Print the FIRST_NAME from Worker table after replacing 'a' with 'A'.", 
                        "Select CONCAT(FIRST_NAME, ' ', LAST_NAME) AS 'COMPLETE_NAME' from Worker;"))

gpt.add_example(Example("Display the second highest salary from the Worker table.", 
                        "Select max(Salary) from Worker where Salary not in (Select max(Salary) from Worker);"))

gpt.add_example(Example("Display the highest salary from the Worker table.", 
                        "Select max(Salary) from Worker;"))

gpt.add_example(Example("Fetch the count of employees working in the department Admin.", 
                        "SELECT COUNT(*) FROM worker WHERE DEPARTMENT = 'Admin';"))

gpt.add_example(Example("Get all details of the Workers whose SALARY lies between 100000 and 500000.", 
                        "Select * from Worker where SALARY between 100000 and 500000;"))

gpt.add_example(Example("Get Salary details of the Workers", 
                        "Select Salary from Worker"))

"""# Example 1"""

prompt = "Display sum of salaries which are less than 5000  from table."

output = gpt.submit_request(prompt)

output.choices[0].text

"""# Example 2"""

prompt = "Tell me the count of employees working in the department HR."

output = gpt.submit_request(prompt)

output.choices[0].text

"""# Example 3"""

prompt = "Get salary details of the Workers whose AGE lies between 25 and 55"

print(gpt.get_top_reply(prompt))

prompt = "Get the full name of employee from employee table"

print(gpt.get_top_reply(prompt))