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laxminarasimha6
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Upload 17 files
Browse files- SQL LLM App with Gemini Pro/.env +1 -0
- SQL LLM App with Gemini Pro/.idea/.gitignore +8 -0
- SQL LLM App with Gemini Pro/.idea/SQL LLM App with Gemini Pro.iml +8 -0
- SQL LLM App with Gemini Pro/.idea/inspectionProfiles/Project_Default.xml +12 -0
- SQL LLM App with Gemini Pro/.idea/inspectionProfiles/profiles_settings.xml +6 -0
- SQL LLM App with Gemini Pro/.idea/misc.xml +4 -0
- SQL LLM App with Gemini Pro/.idea/modules.xml +8 -0
- SQL LLM App with Gemini Pro/.idea/vcs.xml +6 -0
- SQL LLM App with Gemini Pro/.idea/workspace.xml +167 -0
- SQL LLM App with Gemini Pro/app.py +63 -0
- SQL LLM App with Gemini Pro/main.py +16 -0
- SQL LLM App with Gemini Pro/requirements.txt +3 -0
- SQL LLM App with Gemini Pro/sql.py +34 -0
- SQL LLM App with Gemini Pro/student.db +0 -0
- SQL LLM App with Gemini Pro/venv/.nonadmin +0 -0
- SQL LLM App with Gemini Pro/venv/conda-meta/history +3 -0
- SQL LLM App with Gemini Pro/venv/etc/aau_token +1 -0
SQL LLM App with Gemini Pro/.env
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GOOGLE_API_KEY = "AIzaSyAq4dZC1shBKa6MXkAjOP80seDZ0CAChYc"
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SQL LLM App with Gemini Pro/.idea/.gitignore
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# Default ignored files
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# Datasource local storage ignored files
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/dataSources/
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/dataSources.local.xml
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SQL LLM App with Gemini Pro/.idea/SQL LLM App with Gemini Pro.iml
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SQL LLM App with Gemini Pro/.idea/inspectionProfiles/profiles_settings.xml
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SQL LLM App with Gemini Pro/.idea/misc.xml
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SQL LLM App with Gemini Pro/.idea/modules.xml
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SQL LLM App with Gemini Pro/.idea/vcs.xml
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SQL LLM App with Gemini Pro/.idea/workspace.xml
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SQL LLM App with Gemini Pro/app.py
ADDED
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from dotenv import load_dotenv
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import streamlit as st
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import os
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import sqlite3
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import google.generativeai as genai
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6 |
+
|
7 |
+
# Configure API key
|
8 |
+
genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))
|
9 |
+
|
10 |
+
def get_gemini_response(question, prompt):
|
11 |
+
model = genai.GenerativeModel('gemini-pro')
|
12 |
+
response = model.generate_content([prompt[0], question])
|
13 |
+
return response.text.strip()
|
14 |
+
|
15 |
+
def read_sql_query(sql, db):
|
16 |
+
conn = sqlite3.connect(db)
|
17 |
+
cur = conn.cursor()
|
18 |
+
cur.execute(sql)
|
19 |
+
rows = cur.fetchall()
|
20 |
+
conn.commit()
|
21 |
+
conn.close()
|
22 |
+
return rows
|
23 |
+
|
24 |
+
# Prompt for the application
|
25 |
+
prompt = [
|
26 |
+
"""
|
27 |
+
You are an expert in converting English questions to SQL query!
|
28 |
+
The SQL database has the name STUDENT and has the following columns - NAME, CLASS,
|
29 |
+
SECTION \n\nFor example,\nExample 1 - How many entries of records are present?,
|
30 |
+
the SQL command will be something like this SELECT COUNT(*) FROM STUDENT ;
|
31 |
+
\nExample 2 - Tell me all the students studying in Data Science class?,
|
32 |
+
the SQL command will be something like this SELECT * FROM STUDENT
|
33 |
+
where CLASS="Data Science";
|
34 |
+
"""
|
35 |
+
]
|
36 |
+
|
37 |
+
# Streamlit app
|
38 |
+
st.set_page_config(page_title="Text to SQL Query Converter")
|
39 |
+
st.title("Text to SQL Query Converter")
|
40 |
+
|
41 |
+
# User input
|
42 |
+
question = st.text_input("Enter your question:", key="input")
|
43 |
+
|
44 |
+
# Submit button
|
45 |
+
if st.button("Convert to SQL Query"):
|
46 |
+
if not question:
|
47 |
+
st.error("Please enter a question.")
|
48 |
+
else:
|
49 |
+
# Generate SQL query from the question
|
50 |
+
sql_query = get_gemini_response(question, prompt)
|
51 |
+
st.write("SQL Query:")
|
52 |
+
st.code(sql_query)
|
53 |
+
|
54 |
+
# Execute the SQL query and display results
|
55 |
+
try:
|
56 |
+
results = read_sql_query(sql_query, "student.db")
|
57 |
+
if results:
|
58 |
+
st.success("Query executed successfully. Results:")
|
59 |
+
st.table(results)
|
60 |
+
else:
|
61 |
+
st.warning("No results found.")
|
62 |
+
except Exception as e:
|
63 |
+
st.error(f"An error occurred: {e}")
|
SQL LLM App with Gemini Pro/main.py
ADDED
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# This is a sample Python script.
|
2 |
+
|
3 |
+
# Press Shift+F10 to execute it or replace it with your code.
|
4 |
+
# Press Double Shift to search everywhere for classes, files, tool windows, actions, and settings.
|
5 |
+
|
6 |
+
|
7 |
+
def print_hi(name):
|
8 |
+
# Use a breakpoint in the code line below to debug your script.
|
9 |
+
print(f'Hi, {name}') # Press Ctrl+F8 to toggle the breakpoint.
|
10 |
+
|
11 |
+
|
12 |
+
# Press the green button in the gutter to run the script.
|
13 |
+
if __name__ == '__main__':
|
14 |
+
print_hi('PyCharm')
|
15 |
+
|
16 |
+
# See PyCharm help at https://www.jetbrains.com/help/pycharm/
|
SQL LLM App with Gemini Pro/requirements.txt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
streamlit
|
2 |
+
google-generativeai
|
3 |
+
python-dotenv
|
SQL LLM App with Gemini Pro/sql.py
ADDED
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import sqlite3
|
2 |
+
|
3 |
+
## Connectt to SQlite
|
4 |
+
connection=sqlite3.connect("student.db")
|
5 |
+
|
6 |
+
# Create a cursor object to insert record,create table
|
7 |
+
|
8 |
+
cursor=connection.cursor()
|
9 |
+
|
10 |
+
## create the table
|
11 |
+
table_info="""
|
12 |
+
Create table if not exists STUDENT(NAME VARCHAR(25),CLASS VARCHAR(25),
|
13 |
+
SECTION VARCHAR(25),MARKS INT);
|
14 |
+
|
15 |
+
"""
|
16 |
+
cursor.execute(table_info)
|
17 |
+
## Insert Some more records
|
18 |
+
|
19 |
+
cursor.execute('''Insert Into STUDENT values('Vijay','Data Science','A',90)''')
|
20 |
+
cursor.execute('''Insert Into STUDENT values('Vaish','Data Science','B',100)''')
|
21 |
+
cursor.execute('''Insert Into STUDENT values('Piyush','Data Science','A',86)''')
|
22 |
+
cursor.execute('''Insert Into STUDENT values('Anas','DEVOPS','A',50)''')
|
23 |
+
cursor.execute('''Insert Into STUDENT values('Rana','DEVOPS','A',35)''')
|
24 |
+
|
25 |
+
## Disspaly ALl the records
|
26 |
+
|
27 |
+
print("The isnerted records are")
|
28 |
+
data=cursor.execute('''Select * from STUDENT''')
|
29 |
+
for row in data:
|
30 |
+
print(row)
|
31 |
+
|
32 |
+
## Commit your changes int he databse
|
33 |
+
connection.commit()
|
34 |
+
connection.close()
|
SQL LLM App with Gemini Pro/student.db
ADDED
Binary file (8.19 kB). View file
|
|
SQL LLM App with Gemini Pro/venv/.nonadmin
ADDED
File without changes
|
SQL LLM App with Gemini Pro/venv/conda-meta/history
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
==> 2024-02-03 00:00:18 <==
|
2 |
+
# cmd: C:\Users\laxmi\anaconda3\Scripts\conda-script.py create -p venv -y
|
3 |
+
# conda version: 23.7.4
|
SQL LLM App with Gemini Pro/venv/etc/aau_token
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
otmkr4oY7a8dVV9N8XFi4A
|