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import cfg | |
import gradio as gr | |
from buster.busterbot import Buster | |
from buster.retriever import Retriever | |
from buster.utils import get_retriever_from_extension | |
# initialize buster with the config in config.py (adapt to your needs) ... | |
retriever: Retriever = get_retriever_from_extension(cfg.documents_filepath)(cfg.documents_filepath) | |
buster: Buster = Buster(cfg=cfg.buster_cfg, retriever=retriever) | |
def chat(question, history): | |
history = history or [] | |
answer = buster.process_input(question) | |
# formatting hack for code blocks to render properly every time | |
answer = answer.replace("```", "\n```\n") | |
history.append((question, answer)) | |
return history, history | |
block = gr.Blocks(css="#chatbot .overflow-y-auto{height:500px}") | |
with block: | |
with gr.Row(): | |
gr.Markdown("<h3><center>Buster 🤖: A Question-Answering Bot for your documentation</center></h3>") | |
chatbot = gr.Chatbot() | |
with gr.Row(): | |
message = gr.Textbox( | |
label="What's your question?", | |
placeholder="Ask a question to AI stackoverflow here...", | |
lines=1, | |
) | |
submit = gr.Button(value="Send", variant="secondary").style(full_width=False) | |
examples = gr.Examples( | |
examples=[ | |
"How can I perform backpropagation?", | |
"How do I deal with noisy data?", | |
], | |
inputs=message, | |
) | |
gr.Markdown("This application uses GPT to search the docs for relevant info and answer questions.") | |
gr.HTML("️<center> Created with ❤️ by @jerpint and @hadrienbertrand") | |
state = gr.State() | |
agent_state = gr.State() | |
submit.click(chat, inputs=[message, state], outputs=[chatbot, state]) | |
message.submit(chat, inputs=[message, state], outputs=[chatbot, state]) | |
block.launch(debug=True, share=False) | |