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Running
on
Zero
File size: 4,139 Bytes
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import json
import gradio as gr
from huggingface_hub import InferenceClient
client = InferenceClient("mistralai/Mixtral-8x7B-Instruct-v0.1")
def system_instructions(question_difficulty, tone, topic):
return f"""<s> [INST] Your are a great teacher and your task is to create 10 questions with 4 choices with a {question_difficulty} difficulty in a {tone} tone about {topic}, then create an answers. Index in JSON format, the questions as "Q#":"" to "Q#":"", the four choices as "Q#:C1":"" to "Q#:C4":"", and the answers as "A#":"Q#:C#" to "A#":"Q#:C#". [/INST]"""
with gr.Blocks(title="Quiz Maker", theme=gr.themes.Default(primary_hue="green", secondary_hue="green"), css="style.css") as demo:
gr.HTML("""
<center>
<h1>Quiz Maker</h1>
<h2>AI-powered Learning Game</h2>
<i>⚠️ Still in development may take a few seconds to generate! ⚠️</i>
</center>
""")
topic = gr.Textbox(label="Topic", placeholder="Write any topic")
with gr.Row():
radio = gr.Radio(
["easy", "average", "hard"], label="How difficult should the quiz be?"
)
radio_tone = gr.Radio(
["casual", "professional", "academic"], label="What tone should the quiz be?"
)
generate_quiz_btn = gr.Button("Generate Quiz!🚀")
question_radios = [gr.Radio(visible=False), gr.Radio(visible=False), gr.Radio(
visible=False), gr.Radio(visible=False), gr.Radio(visible=False), gr.Radio(visible=False), gr.Radio(visible=False), gr.Radio(
visible=False), gr.Radio(visible=False), gr.Radio(visible=False)]
print(question_radios)
@generate_quiz_btn.click(inputs=[radio, radio_tone, topic], outputs=question_radios, api_name="generate_quiz")
def generate_quiz(question_difficulty, tone, user_prompt):
formatted_prompt = system_instructions(
question_difficulty, tone, user_prompt)
pre_prompt = [
{"role": "system", "content": formatted_prompt}
]
generate_kwargs = dict(
temperature=0.1,
max_new_tokens=2048,
top_p=0.95,
repetition_penalty=1.0,
do_sample=True,
seed=42,
)
response = client.text_generation(
formatted_prompt, **generate_kwargs, stream=False, details=False, return_full_text=False,
)
print(response)
output_json = json.loads(f"{response}")
print(output_json)
global quiz_data
quiz_data = output_json
question_radio_list = []
for question_num in range(1, 11):
question_key = f"Q{question_num}"
answer_key = f"A{question_num}"
question = quiz_data.get(question_key)
answer = quiz_data.get(quiz_data.get(answer_key))
if not question or not answer:
continue
choice_keys = [f"{question_key}:C{i}" for i in range(1, 5)]
choice_list = []
for choice_key in choice_keys:
choice = quiz_data.get(choice_key, "Choice not found")
choice_list.append(f"{choice}")
radio = gr.Radio(choices=choice_list, label=question,
visible=True, interactive=True)
question_radio_list.append(radio)
print(question_radio_list)
return question_radio_list
check_button = gr.Button("Check Score")
score_textbox = gr.Markdown()
@check_button.click(inputs=question_radios, outputs=score_textbox)
def compare_answers(*user_answers):
user_anwser_list = []
user_anwser_list = user_answers
answers_list = []
for question_num in range(1, 20):
answer_key = f"A{question_num}"
answer = quiz_data.get(quiz_data.get(answer_key))
if not answer:
break
answers_list.append(answer)
score = 0
for item in user_anwser_list:
if item in answers_list:
score += 1
message = f"### You got {score} over 10!"
return message
if __name__ == "__main__":
demo.launch(show_api=False) |