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import gradio as gr | |
import pandas as pd | |
import text_gen as gen | |
NUM_QUESTIONS = 10 | |
answers = {} | |
separator = '<[._.]>' | |
df = pd.read_csv('lines_2.txt', sep='*') | |
df = pd.concat([df[df.Part == 'Start'].sample(1), | |
df[df.Part == 'Middle_1'].sample(1), | |
df[df.Part == 'Middle_2'].sample(1), | |
df[df.Part == 'Middle_3'].sample(1), | |
df[df.Part == 'Middle_4'].sample(NUM_QUESTIONS-5), | |
df[df.Part == 'End'].sample(1)]) | |
questions = dict(zip(df.Question, df.Answer)) | |
context = dict(zip(df.Question, df.Context)) | |
def get_answer(question, answer, options): | |
global answers | |
global separator | |
answer = options.split(separator)[answer] | |
answers.update({question:int(answer == questions[question])}) | |
def set_score(): | |
global answers | |
global NUM_QUESTIONS | |
score = sum(answers.values()) | |
start = '## <p style="text-align: center;">' | |
end = '</p>' | |
if score == 0: return f'{start}Not a single right answer. Are you doing this on purpose?{end}' | |
elif score <= NUM_QUESTIONS / 2 + 1: return f'{start}Only {score} right answers out of {NUM_QUESTIONS}. You ought to pay more attention.{end}' | |
elif score == NUM_QUESTIONS: return f'{start}Perfect score!{end}' | |
else: return f'{start}{score} right answers out of {NUM_QUESTIONS}. It\'s probably alright.{end}' | |
wrong_answers = {q:[gen.generate_text( | |
q, | |
context[q], | |
gen.model_names[i], | |
gen.model[i], | |
gen.tokenizers[i], | |
minimum=len(questions[q].split())+8) | |
for i in range(3)] | |
for q in questions.keys()} | |
with gr.Blocks(theme='glass') as demo: | |
with gr.Row(): | |
with gr.Column(scale=1): | |
pass | |
with gr.Column(scale=2): | |
gr.Markdown(f'## <p style="text-align: center;">IMITATION GAME</p>\n' + | |
f'### <p style="text-align: center;">Choose answers NOT given by an AI model.') | |
for ind, question in enumerate(list(questions.keys()), start=1): | |
letters = list('ABCD') | |
options = list(set(wrong_answers[question] + [questions[question]])) | |
gr.Markdown(f'### <p>{ind}. {question}</p>') | |
for letter, option in zip(letters, options): | |
gr.Markdown(f'{letter}. {option}') | |
options = gr.State(separator.join(options)) | |
radio = gr.Radio(letters, type='index', show_label=False) | |
question = gr.State(question) | |
radio.change(fn=get_answer, inputs=[question, radio, options]) | |
button = gr.Button(value='Get score') | |
score = gr.Markdown() | |
button.click(fn=set_score, outputs=score) | |
with gr.Column(scale=1): | |
pass |