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import gradio as gr
import random
import time
from agent_t5 import Agent
from config import Config
from retrieval.retrieval import BM25
args = Config()
chatbot = Agent(args)
RLHF = []
with gr.Blocks() as demo:
# gr.Markdown("Flip text or image files using this demo.")
with gr.Tab("Chatbot"):
with gr.Row():
with gr.Column():
chatbot_area = gr.Chatbot().style(height=700)
msg = gr.Textbox(label='Your prompt')
with gr.Column(scale=0.3, min_width=500):
for i in range(args.choices):
with gr.Accordion(f"Answer {i+1}", open=False) as answer_area:
context_area = gr.Markdown(f"Context {i+1}")
RLHF.append(answer_area)
RLHF.append(context_area)
clear_chat = gr.Button("Clear history")
with gr.Tab("Your context"):
context_box = gr.Textbox(
label='Your context here! You can upload a context file or typing context here and click "Using context"',
lines=20,
placeholder="Enter your context here..."
)
with gr.Row() as taskbar:
upload_btt = gr.UploadButton('Upload Context File')
clear_context_btt = gr.Button("Clear context")
context_btt = gr.Button("Using context")
def user(user_message, history):
print("Context box value:", context_box.info)
return "", history + [[user_message, None]]
def bot(history):
question = history[-1][0]
print('User mess:', question)
answers = chatbot.asking(question)
print(answers)
history[-1][1] = ""
for character in answers[0]:
history[-1][1] += character
time.sleep(0.01)
yield history
def fill_feedback(prompt):
contexts, answers = chatbot.temp
outptus = []
for i in range(args.choices):
if i < chatbot.choices:
outptus.append(RLHF[2*i].update(label=answers[i], visible=True))
outptus.append(contexts[i]['context'])
else:
outptus.append(RLHF[2*i].update(visible=False))
outptus.append("No context")
return outptus
def clear_history(history):
history = []
return history
msg.submit(user, [msg, chatbot_area], [msg, chatbot_area], queue=False).then(
bot, chatbot_area, chatbot_area
).then(fill_feedback, msg, RLHF)
context_btt.click(chatbot.get_context, [context_box, ])
upload_btt.upload(chatbot.load_context, [upload_btt, ], context_box)
clear_context_btt.click(chatbot.clear_context, outputs=context_box)
clear_chat.click(clear_history, chatbot_area, chatbot_area)
demo.queue()
demo.launch()
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