| | from dotenv import load_dotenv
|
| | import streamlit as st
|
| | import os
|
| | import sqlite3
|
| | import google.generativeai as genai
|
| |
|
| |
|
| | load_dotenv()
|
| | env_var = os.getenv('GOOGLE_API_KEY')
|
| | if env_var is None:
|
| | raise EnvironmentError("GOOGLE_API_KEY not found in environment variables.")
|
| | genai.configure(api_key=env_var)
|
| |
|
| | def get_gemini_response(question, prompt):
|
| | try:
|
| |
|
| | model = genai.GenerativeModel("gemini-pro")
|
| |
|
| |
|
| | response = model.generate_content(prompt + question)
|
| |
|
| |
|
| | return response.text
|
| |
|
| | except genai.api_core.exceptions.GoogleAPICallError as e:
|
| | print(f"A Google API call error occurred: {e}")
|
| | return None
|
| | except genai.api_core.exceptions.RetryError as e:
|
| | print(f"A retry error occurred: {e}")
|
| | return None
|
| | except Exception as e:
|
| | print(f"An unexpected error occurred: {e}")
|
| | return None
|
| |
|
| |
|
| | def read_sql_query(sql, db):
|
| | try:
|
| | con = sqlite3.connect(db)
|
| | cur = con.cursor()
|
| | cur.execute(sql)
|
| | rows = cur.fetchall()
|
| | except sqlite3.Error as e:
|
| | print(f"An error occurred: {e}")
|
| | rows = []
|
| | finally:
|
| | if con:
|
| | con.close()
|
| | return rows
|
| |
|
| | prompt = """
|
| | You are an expert in converting complex English questions to SQL queries!
|
| | The SQL database has the name STUDENTS and has the following columns - NAME, CLASS, LEVEL, MARKS.
|
| |
|
| | For example,
|
| |
|
| | Example 1 - How many entries of records are present?
|
| | The SQL command will be something like this: SELECT COUNT(*) FROM STUDENTS;
|
| |
|
| | Example 2 - List all student names.
|
| | The SQL command will be something like this: SELECT NAME FROM STUDENTS;
|
| |
|
| | Example 3 - Find the number of students in each class.
|
| | The SQL command will be something like this: SELECT CLASS, COUNT(*) FROM STUDENTS GROUP BY CLASS;
|
| |
|
| | Example 4 - Retrieve all information for students in level 'LEVEL 100'.
|
| | The SQL command will be something like this: SELECT * FROM STUDENTS WHERE LEVEL = 'LEVEL 100';
|
| |
|
| | Example 5 - Get the names of students in class 'AI'.
|
| | The SQL command will be something like this: SELECT NAME FROM STUDENTS WHERE CLASS = 'AI';
|
| |
|
| | Example 6 - Count the number of students in level 'LEVEL 300'.
|
| | The SQL command will be something like this: SELECT COUNT(*) FROM STUDENTS WHERE LEVEL = 'LEVEL 300';
|
| |
|
| | Example 7 - Find the average marks of students in each class.
|
| | The SQL command will be something like this: SELECT CLASS, AVG(MARKS) FROM STUDENTS GROUP BY CLASS;
|
| |
|
| | Example 8 - Retrieve the names and marks of students who have marks greater than 90.
|
| | The SQL command will be something like this: SELECT NAME, MARKS FROM STUDENTS WHERE MARKS > 90;
|
| |
|
| | Example 9 - List the names of students in 'Data Science' class and 'Level 100'.
|
| | The SQL command will be something like this: SELECT NAME FROM STUDENTS WHERE CLASS = 'Data Science' AND LEVEL = 'Level 100';
|
| |
|
| | Example 10 - Find the student with the highest marks.
|
| | The SQL command will be something like this: SELECT NAME, MARKS FROM STUDENTS WHERE MARKS = (SELECT MAX(MARKS) FROM STUDENTS);
|
| |
|
| | also the sql code should not have ``` in beginning or end and sql word in output
|
| | """
|
| |
|
| | st.set_page_config(page_title="I Can Retrieve Any SQL Query")
|
| | st.header("Gemini App To Retrieve SQL Data")
|
| |
|
| | question = st.text_input("Input: ", key="input")
|
| | submit = st.button("Ask the Question")
|
| |
|
| |
|
| | if submit:
|
| | response = get_gemini_response(question, prompt)
|
| | if response:
|
| | print(response)
|
| | try:
|
| | response = read_sql_query(response, "students.db")
|
| | st.subheader("The Response is")
|
| | for row in response:
|
| | print(row)
|
| | st.write(row)
|
| | except (sqlite3.OperationalError, sqlite3.IntegrityError) as e:
|
| | st.error(f"A database error occurred: {e}")
|
| | except Exception as e:
|
| | st.error(f"An unexpected error occurred while executing the SQL query: {e}")
|
| | else:
|
| | st.error("Failed to generate a valid SQL query.")
|
| |
|