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import streamlit as st | |
import openai | |
import time | |
# Set your OpenAI API key from Hugging Face Secrets | |
openai.api_key = st.secrets["OPENAI_API_KEY"] | |
# Initialize OpenAI client | |
client = openai.OpenAI(api_key=openai.api_key) | |
# Function to generate exam questions using OpenAI API with retry logic | |
def generate_questions_with_retry(knowledge_material, question_type, cognitive_level, extra_instructions, max_retries=3): | |
# Adjust the number of questions based on the type | |
if question_type == "Multiple Choice": | |
num_questions = 3 | |
elif question_type == "Fill in the Blank": | |
num_questions = 10 | |
else: # Open-ended | |
num_questions = 3 | |
prompt = f"Generate {num_questions} {question_type.lower()} exam questions based on {cognitive_level.lower()} level from the following material: {knowledge_material}. {extra_instructions}" | |
if question_type != "Fill in the Blank": | |
prompt += " Provide answers with short explanations." | |
retries = 0 | |
while retries < max_retries: | |
try: | |
response = client.chat.completions.create( | |
model="gpt-4o-mini", | |
messages=[ | |
{"role": "system", "content": "You are a helpful assistant for generating exam questions."}, | |
{"role": "user", "content": prompt} | |
] | |
) | |
return response.choices[0].message.content | |
except openai.error.APIConnectionError: | |
retries += 1 | |
time.sleep(2) # Wait for 2 seconds before retrying | |
if retries == max_retries: | |
st.error("Failed to connect to OpenAI API after several attempts.") | |
return None | |
# Login page | |
if 'username' not in st.session_state: | |
# Show the login form if the username is not set | |
st.title("Login") | |
username_input = st.text_input("Enter your username:") | |
if st.button("Login"): | |
if username_input: | |
st.session_state['username'] = username_input | |
st.success(f"Welcome, {username_input}!") | |
else: | |
st.warning("Please enter a valid username.") | |
else: | |
# Main App after login | |
st.title(f"Welcome, {st.session_state['username']}! Generate your exam questions") | |
# Input field for knowledge material (text) | |
knowledge_material = st.text_area("Enter knowledge material to generate exam questions:") | |
# Extra input field for additional instructions | |
extra_instructions = st.text_area("Enter additional instructions (e.g., how you want the questions to be phrased):") | |
# File uploader for PDFs (Optional: Only if you want to implement PDF input later) | |
uploaded_file = st.file_uploader("Upload a file (PDF)", type="pdf") | |
# Select question type | |
question_type = st.selectbox("Select question type:", | |
["Multiple Choice", "Fill in the Blank", "Open-ended"]) | |
# Select cognitive level | |
cognitive_level = st.selectbox("Select cognitive level:", | |
["Recall", "Understanding", "Application", "Analysis", "Synthesis", "Evaluation"]) | |
# Generate questions button | |
if 'previous_questions' not in st.session_state: | |
st.session_state['previous_questions'] = [] | |
if st.button("Generate Questions"): | |
if knowledge_material: | |
# Generate questions with retry logic | |
questions = generate_questions_with_retry(knowledge_material, question_type, cognitive_level, extra_instructions) | |
if questions: | |
st.write("Generated Exam Questions:") | |
st.write(questions) | |
# Avoid showing repeated content in future requests | |
st.session_state['previous_questions'].append(questions) | |
# Option to download the questions as a text file | |
st.download_button( | |
label="Download Questions", | |
data=questions, | |
file_name='generated_questions.txt', | |
mime='text/plain' | |
) | |
else: | |
st.warning("Please enter the knowledge material.") | |
# Button to generate more questions based on the same material | |
if st.button("Generate More Questions"): | |
if knowledge_material: | |
# Regenerate new questions, trying to avoid repeated content | |
questions = generate_questions_with_retry(knowledge_material, question_type, cognitive_level, extra_instructions) | |
# Check if the new set of questions is not the same as the previous set | |
if questions and questions not in st.session_state['previous_questions']: | |
st.write("Generated More Exam Questions:") | |
st.write(questions) | |
# Append the new questions to the session state | |
st.session_state['previous_questions'].append(questions) | |
# Option to download the new set of questions | |
st.download_button( | |
label="Download More Questions", | |
data=questions, | |
file_name='more_generated_questions.txt', | |
mime='text/plain' | |
) | |
else: | |
st.warning("New questions seem to overlap with the previous ones. Try adjusting the instructions.") | |