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import streamlit as st | |
import sqlite3 | |
import google.generativeai as genai | |
# Configure API key | |
genai.configure(api_key=st.secrets["GOOGLE_API_KEY"]) | |
# Function to load Gemini Model and provide SQL query as response | |
def get_gemini_response(prompt, question): | |
# model = genai.GenerativeModel("gemini-1.5-flash") | |
model = genai.GenerativeModel("gemini-pro") | |
response = model.generate_content([prompt, question]) | |
return response.text | |
# Function to retrieve query from the SQL database | |
def read_sql_query(sql, db): | |
connection = sqlite3.connect(db) | |
cursor = connection.cursor() | |
cursor.execute(sql) | |
rows = cursor.fetchall() | |
connection.commit() | |
connection.close() | |
for row in rows: | |
print(row) | |
return rows | |
# Define prompt | |
prompt = """ | |
You are an expert in converting English questions to SQL query! | |
The SQL database has 4 tables include STUDENT, LECTURER, COURSE, REGISTRATION FORM. | |
STUDENT has the following columns - ID_STU(primary key), NAME_STU, BIRTHDAY_STU and BIRTHPLACE_STU. | |
LECTURER has the following columns - ID_LEC(primary key), NAME_LEC, BIRTHDAY_LEC and BIRTHPLACE_LEC. | |
COURSE has the following columns - ID_COU(primary key), NAME_COU, ID_LEC(foreign key references LECTURER(ID_LEC)). | |
REGISTRATION_FORM has the following columns - ID_REG(primary key), ID_COU(foreign key references COURSE(ID_COU)), ID_STU(foreign key references STUDENT(ID_STU)). | |
For example, | |
Example 1 - How many entries of STUDENT table are present?, | |
the SQL command will be something like this SELECT COUNT(*) FROM STUDENT; | |
Example 2 - Tell me all the students having birthplace Hải Phòng?, | |
the SQL command will be something like this SELECT * FROM STUDENT WHERE BIRTHPLACE_STU = 'Hải Phòng'; | |
Example 3 - Tell me all the course lecturer Đặng Quốc Việt teaching?, | |
the SQL command will be something like this SELECT B.NAME_COU FROM LECTURER A JOIN COURSE B ON A.ID_LEC = B.ID_LEC WHERE A.NAME_LEC = 'Đặng Quốc Việt'; | |
Example 4- Tell me all the students studying 2 or more classes?, | |
the SQL command will be something like this SELECT A.NAME_STU FROM STUDENT A JOIN REGISTRATION_FORM B ON A.ID_STU = B.ID_STU GROUP BY A.NAME_STU HAVING COUNT(B.ID_COU) > 1; | |
note that the SQL code must not start and end with ``` and must not contain the "sql" word in output. | |
""" | |
# Streamlit App | |
st.set_page_config(page_title="Text to SQL") | |
st.header("TEXT TO SQL") | |
question = st.text_input("Input", key="input") | |
submit = st.button("Ask the question") | |
# If submit is clicked | |
if submit: | |
response = get_gemini_response(prompt, question) | |
print(response) | |
data = read_sql_query(response, "database/student.db") | |
st.subheader("Result") | |
for row in data: | |
st.subheader(row) | |