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46be47d
1
Parent(s):
7c11b62
creat database and app
Browse files- app.py +71 -0
- database/create_student_db.py +210 -0
- database/student.db +0 -0
- requirements.txt +3 -0
- setup.py +29 -0
app.py
ADDED
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import os
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import streamlit as st
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import sqlite3
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import google.generativeai as genai
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# Configure API key
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genai.configure(api_key=st.secrets["GOOGLE_API_KEY"])
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# Function to load Gemini Model and provide SQL query as response
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def get_gemini_response(prompt, question):
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# model = genai.GenerativeModel("gemini-1.5-flash")
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model = genai.GenerativeModel("gemini-pro")
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response = model.generate_content([prompt[0], question])
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return response.text
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# Function to retrieve query from the SQL database
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def read_sql_query(sql, db):
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connection = sqlite3.connect(db)
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cursor = connection.cursor()
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cursor.execute(sql)
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rows = cursor.fetchall()
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connection.commit()
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connection.close()
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for row in rows:
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print(row)
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return rows
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# Define prompt
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prompt = [
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"""
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You are an expert in converting English questions to SQL query!
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The SQL database has 4 tables include STUDENT, LECTURER, COURSE, REGISTRATION FORM.
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STUDENT has the following columns - ID_STU(primary key), NAME_STU, BIRTHDAY_STU and BIRTHPLACE_STU.
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LECTURER has the following columns - ID_LEC(primary key), NAME_LEC, BIRTHDAY_LEC and BIRTHPLACE_LEC.
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COURSE has the following columns - ID_COU(primary key), NAME_COU, ID_LEC(foreign key references LECTURER(ID_LEC)).
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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)).
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For example,
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Example 1 - How many entries of STUDENT table are present?,
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the SQL command will be something like this SELECT COUNT(*) FROM STUDENT;
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Example 2 - Tell me all the students having birthplace Hải Phòng?,
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the SQL command will be something like this SELECT * FROM STUDENT WHERE BIRTHPLACE = 'Hải Phòng';
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Example 3 - Tell me all the course lecturer Đặng Quốc Việt teaching?,
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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';
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Example 4- Tell me all the students studying 2 or more classes?,
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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;
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note that the SQL code must not start and end with ``` and must not contain the "sql" word in output.
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"""
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]
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# Streamlit App
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st.set_page_config(page_title="Text to SQL")
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st.header("Gemini App to Retrieve SQL Data")
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question = st.text_input("Input", key="input")
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submit = st.button("Ask the question")
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# If submit is clicked
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if submit:
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response = get_gemini_response(prompt, question)
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print(response)
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data = read_sql_query(response, "database/student.db")
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st.subheader("Result")
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for row in data:
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st.subheader(row)
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database/create_student_db.py
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@@ -0,0 +1,210 @@
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import sqlite3
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# Connect to sqlite
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connection = sqlite3.connect("database/student.db")
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# Create a cursor object to create table, insert record and retrieve
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cursor = connection.cursor()
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# Create the table
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table_info = """ create table if not exists STUDENT (
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ID_STU integer primary key not null,
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NAME_STU nvarchar(30),
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BIRTHDAY_STU date,
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BIRTHPLACE_STU nvarchar(100))"""
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cursor.execute(table_info)
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table_info = """ create table if not exists LECTURER (
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ID_LEC integer primary key not null,
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NAME_LEC nvarchar(30),
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BIRTHDAY_LEC date,
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BIRTHPLACE_LEC nvarchar(100))"""
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cursor.execute(table_info)
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table_info = """create table if not exists COURSE (
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ID_COU integer primary key not null,
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NAME_COU nvarchar(100),
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ID_LEC integer,
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foreign key (ID_LEC) references LECTURER(ID_LEC))"""
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cursor.execute(table_info)
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table_info = """create table if not exists REGISTRATION_FORM (
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ID_REG integer primary key not null,
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ID_COU integer,
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ID_STU integer,
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foreign key (ID_COU) references COURSE(ID_COU),
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foreign key (ID_STU) references STUDENT(ID_STU))"""
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cursor.execute(table_info)
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# Insert some records
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connection.execute("PRAGMA foreign_keys = ON")
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cursor.execute(
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"""insert into STUDENT values (1, 'Đặng Tuấn Anh','1999-08-08', 'Hải Phòng');"""
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)
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cursor.execute(
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"""insert into STUDENT values (2, 'Hoàng Đức Anh','1999-08-09', 'Hà Nội');"""
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)
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cursor.execute(
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"""insert into STUDENT values (3, 'Lưu Trang Anh','1999-08-10', 'Bắc Ninh');"""
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)
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cursor.execute(
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"""insert into STUDENT values (4, 'Phạm Hoàng Anh','2000-08-11', 'Nam Định');"""
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)
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cursor.execute(
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"""insert into STUDENT values (5, 'Phạm Thị Hiền Anh','2000-07-12', 'Hưng Yên');"""
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)
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cursor.execute(
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"""insert into STUDENT values (6, 'Phạm Khắc Việt Anh','2000-07-13', 'Hải Phòng');"""
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)
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cursor.execute(
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"""insert into STUDENT values (7, 'Đỗ Hoàng Gia Bảo','2000-07-14', 'Hà Nội');"""
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)
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cursor.execute(
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"""insert into STUDENT values (8, 'Trần Thị Minh Châu','1998-07-15', 'Bắc Ninh');"""
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)
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cursor.execute(
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"""insert into STUDENT values (9, 'Tăng Phương Chi','1998-09-16', 'Nam Định');"""
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)
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cursor.execute(
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"""insert into STUDENT values (10, 'Gan Feng Du','1998-09-17', 'Hưng Yên');"""
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)
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cursor.execute(
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"""insert into STUDENT values (11, 'Phạm Tiến Dũng','1998-09-19', 'Hải Phòng');"""
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)
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cursor.execute(
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"""insert into STUDENT values (12, 'Nguyễn Thái Dương','1997-09-19', 'Hà Nội');"""
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)
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cursor.execute(
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"""insert into STUDENT values (13, 'Trần An Dương','1997-05-20', 'Bắc Ninh');"""
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)
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cursor.execute(
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"""insert into STUDENT values (14, 'Mạc Trung Đức','1997-05-21', 'Nam Định');"""
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)
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cursor.execute(
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"""insert into STUDENT values (15, 'Vũ Hương Giang','1997-05-22', 'Hưng Yên');"""
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)
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cursor.execute(
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"""insert into STUDENT values (16, 'Nguyễn Thị Ngân Hà','1997-01-23', 'Hải Phòng');"""
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)
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cursor.execute(
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"""insert into STUDENT values (17, 'Nguyễn Lê Hiếu','1996-01-24', 'Hà Nội');"""
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)
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cursor.execute(
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"""insert into STUDENT values (18, 'Phạm Xuân Hòa','1996-01-25', 'Bắc Ninh');"""
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)
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cursor.execute(
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"""insert into STUDENT values (19, 'Khoa Minh Hoàng','1996-01-26', 'Nam Định');"""
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)
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cursor.execute(
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"""insert into STUDENT values (20, 'Nguyễn Hữu Hiệp Hoàng','1996-01-27', 'Hưng Yên');"""
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)
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cursor.execute(
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"""insert into STUDENT values (21, 'Nguyễn Văn A', '2000-09-25', 'Hải Phòng')"""
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)
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cursor.execute("""insert into STUDENT (ID_STU, BIRTHPLACE_STU) values (22, 'Hà Nội')""")
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cursor.execute(
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"""insert into LECTURER values (1, 'Đặng Quốc Việt','1987-7-01', 'Hải Phòng');"""
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)
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cursor.execute(
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"""insert into LECTURER values (2, 'Hoàng Văn Bảo','1987-7-02', 'Hà Nội');"""
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)
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cursor.execute(
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"""insert into LECTURER values (3, 'Lưu Thanh Tuấn','1987-7-03', 'Bắc Ninh');"""
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)
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cursor.execute(
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"""insert into LECTURER values (4, 'Hoàng Thị Thanh Mai','1987-7-04', 'Nam Định');"""
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)
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cursor.execute(
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"""insert into LECTURER values (5, 'Nguyễn Quỳnh Hoa','1987-7-05', 'Hưng Yên');"""
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)
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cursor.execute(
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"""insert into LECTURER values (6, 'Cao Thị Xuân Dung','1992-6-06', 'Hải Phòng');"""
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)
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cursor.execute(
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"""insert into LECTURER values (7, 'Đỗ Hồng Việt','1992-6-07', 'Hà Nội');"""
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)
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cursor.execute(
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"""insert into LECTURER values (8, 'Phạm Thị Thu Hương','1992-6-08', 'Bắc Ninh');"""
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)
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cursor.execute(
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"""insert into LECTURER values (9, 'Bùi Thị Vân Thiện','1992-6-6', 'Nam Định');"""
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)
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cursor.execute(
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"""insert into LECTURER values (10, 'Nguyễn Thị Thu Hiền','1990-5-10', 'Hưng Yên');"""
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)
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cursor.execute(
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"""insert into LECTURER values (11, 'Nguyễn Thị Trà My','1990-5-11', 'Hải Phòng');"""
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)
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cursor.execute(
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"""insert into LECTURER values (12, 'Trần Thị Thúy','1990-5-12', 'Hà Nội');"""
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)
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cursor.execute(
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"""insert into LECTURER values (13, 'Trần Trọng Dũng','1990-5-13', 'Bắc Ninh');"""
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)
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cursor.execute(
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"""insert into LECTURER values (14, 'Mạc Văn Việt','1990-1-14', 'Nam Định');"""
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)
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cursor.execute(
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"""insert into LECTURER values (15, 'Bùi Thị Thu Hương','1993-1-15', 'Hưng Yên');"""
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)
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cursor.execute(
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"""insert into LECTURER values (16, 'Nguyễn Văn Đạm','1993-1-16', 'Hải Phòng');"""
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)
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cursor.execute(
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"""insert into LECTURER values (17, 'Lê Thị Hợi','1993-1-17', 'Hà Nội');"""
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)
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cursor.execute(
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"""insert into LECTURER values (18, 'Phạm Văn Cường','1993-2-18', 'Bắc Ninh');"""
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)
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cursor.execute(
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"""insert into LECTURER values (19, 'Khoa Năng Tùng','1991-2-19', 'Nam Định');"""
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)
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cursor.execute("""insert into COURSE values (1,'Tester basic',1);""")
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cursor.execute("""insert into COURSE values (2,'Tester advance',2);""")
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cursor.execute("""insert into COURSE values (3,'Automation test',1);""")
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cursor.execute("""insert into COURSE values (4,'API testing',4);""")
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cursor.execute("""insert into COURSE values (5,'DB testing',5);""")
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cursor.execute("""insert into COURSE values (6,'Performance testing',3);""")
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cursor.execute("""insert into COURSE values (7,'GUI testing',7);""")
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cursor.execute("""insert into COURSE values (8,'Mobile testing',8);""")
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cursor.execute("""insert into COURSE values (9,'Game testing',9);""")
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cursor.execute("""insert into REGISTRATION_FORM values (1,1,1);""")
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cursor.execute("""insert into REGISTRATION_FORM values (2,2,2);""")
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cursor.execute("""insert into REGISTRATION_FORM values (3,3,3);""")
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cursor.execute("""insert into REGISTRATION_FORM values (4,4,4);""")
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cursor.execute("""insert into REGISTRATION_FORM values (5,5,5);""")
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cursor.execute("""insert into REGISTRATION_FORM values (6,6,6);""")
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cursor.execute("""insert into REGISTRATION_FORM values (7,7,7);""")
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cursor.execute("""insert into REGISTRATION_FORM values (8,8,8);""")
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cursor.execute("""insert into REGISTRATION_FORM values (9,9,9);""")
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cursor.execute("""insert into REGISTRATION_FORM values (10,1,10);""")
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186 |
+
cursor.execute("""insert into REGISTRATION_FORM values (11,2,11);""")
|
187 |
+
cursor.execute("""insert into REGISTRATION_FORM values (12,3,12);""")
|
188 |
+
cursor.execute("""insert into REGISTRATION_FORM values (13,4,13);""")
|
189 |
+
cursor.execute("""insert into REGISTRATION_FORM values (14,5,14);""")
|
190 |
+
cursor.execute("""insert into REGISTRATION_FORM values (15,6,15);""")
|
191 |
+
cursor.execute("""insert into REGISTRATION_FORM values (16,7,16);""")
|
192 |
+
cursor.execute("""insert into REGISTRATION_FORM values (17,8,17);""")
|
193 |
+
cursor.execute("""insert into REGISTRATION_FORM values (18,9,18);""")
|
194 |
+
cursor.execute("""insert into REGISTRATION_FORM values (19,1,19);""")
|
195 |
+
cursor.execute("""insert into REGISTRATION_FORM values (20,2,20);""")
|
196 |
+
cursor.execute("""insert into REGISTRATION_FORM values (21,3,1);""")
|
197 |
+
cursor.execute("""insert into REGISTRATION_FORM values (22,4,2);""")
|
198 |
+
cursor.execute("""insert into REGISTRATION_FORM values (23,5,3);""")
|
199 |
+
cursor.execute("""insert into REGISTRATION_FORM values (24,6,4);""")
|
200 |
+
cursor.execute("""insert into REGISTRATION_FORM values (25,7,5);""")
|
201 |
+
cursor.execute("""insert into REGISTRATION_FORM values (26,8,6);""")
|
202 |
+
cursor.execute("""insert into REGISTRATION_FORM values (27,9,7);""")
|
203 |
+
cursor.execute("""insert into REGISTRATION_FORM values (28,1,8);""")
|
204 |
+
cursor.execute("""insert into REGISTRATION_FORM values (29,2,9);""")
|
205 |
+
cursor.execute("""insert into REGISTRATION_FORM values (30,3,10);""")
|
206 |
+
|
207 |
+
|
208 |
+
# Close the connection
|
209 |
+
connection.commit()
|
210 |
+
connection.close()
|
database/student.db
ADDED
Binary file (20.5 kB). View file
|
|
requirements.txt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
streamlit
|
2 |
+
google-generativeai
|
3 |
+
# -e .
|
setup.py
ADDED
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from setuptools import find_packages, setup
|
2 |
+
from typing import List
|
3 |
+
|
4 |
+
HYPHEN_E_DOT = "-e ."
|
5 |
+
|
6 |
+
|
7 |
+
def get_requirements(file_path: str) -> List[str]:
|
8 |
+
"""
|
9 |
+
this function will return the list of requirements
|
10 |
+
"""
|
11 |
+
requirements = []
|
12 |
+
with open(file_path) as file_obj:
|
13 |
+
requirements = file_obj.readlines()
|
14 |
+
requirements = [req.replace("\n", "") for req in requirements]
|
15 |
+
|
16 |
+
if HYPHEN_E_DOT in requirements:
|
17 |
+
requirements.remove(HYPHEN_E_DOT)
|
18 |
+
|
19 |
+
return requirements
|
20 |
+
|
21 |
+
|
22 |
+
setup(
|
23 |
+
name="text-to-sql",
|
24 |
+
version="0.0.1",
|
25 |
+
author="Alain De Long",
|
26 |
+
author_email="[email protected]",
|
27 |
+
packages=find_packages(),
|
28 |
+
install_requires=get_requirements("requirements.txt"),
|
29 |
+
)
|