ArxivCopilot / app.py
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import gradio as gr
import time
from arxiv_agent import *
agent = ArxivAgent()
def set_profile(name):
# Simulate setting the profile based on the name
# Replace with actual logic to fetch and set profile
names = name.split(" ")
for n in names:
if len(n) == 0:
gr.Info("Please input standard name format.")
return None
elif n[0].islower():
gr.Info("Please input standard name format.")
return None
profile = agent.get_profile(name)
# import pdb
# pdb.set_trace()
return profile
def edit_profile(profile, author_name):
# names = author_name.split(" ")
# for n in names:
# if len(n) == 0:
# gr.Info("Please input standard name format.")
# return "", False
# elif n[0].islower():
# gr.Info("Please input standard name format.")
# return "", False
msg = agent.edit_profile(profile, author_name)
gr.Info("Edit profile successfully!")
return profile
def confirm_date(date, profile_input):
# Simulate fetching data based on the selected date
# data = request.get_json()
if len(profile_input) == 0:
topic, papers, idea = agent.select_date(date, None)
else:
topic, papers, idea = agent.select_date(date, profile_input)
return topic[0], papers, idea[0]
def send_text(query, profile_input):
# Simulate sending a query and receiving a response
if len(profile_input) <= 1:
Ans1, Ans2 = agent.response(query, None)
else:
Ans1, Ans2 = agent.response(query, profile_input)
return Ans1[0], Ans2[0]
def send_comment(comment):
# Simulate sending a comment
message = agent.update_comment(comment)
gr.Info("Thank you for your comment!")
return message[0]
def respond(message, chat_history, profile):
bot_message1, bot_message2 = send_text(message, profile)
# bot_message1, bot_message2 = "a", "b"
chat_history.append((message, None))
chat_history.append((bot_message1, bot_message2))
time.sleep(2)
return "", chat_history
with gr.Blocks(css="""#chat_container {height: 820px; width: 1000px; margin-left: auto; margin-right: auto;}
#chatbot {height: 600px; overflow: auto;}
#create_container {height: 750px; margin-left: 0px; margin-right: 0px;}
#tokenizer_renderer span {white-space: pre-wrap}
""",
theme="bethecloud/storj_theme",title="Arxiv Copilot") as app:
with gr.Row():
with gr.Column(scale=2):
gr.Image(
"images/arxiv_copilot.PNG", elem_id="banner-image", show_label=False
)
with gr.Column(scale=5):
gr.Markdown(
"""# Arxiv Copilot
➑️️ **Goals**: Arxiv Copilot aims to provide personalized academic service!
✨ **Guidance**:
Step (1) Enter researcher name and generate research profile in "Set your profile!"πŸ§‘β€πŸ’Ό
Step (2) Select time range and get relevant topic trend and ideas in "Get research trend and ideas!"πŸ’‘
Step (3) Chat with Arxiv Copilot and choose the better response from two answers in "Chat with Arxiv Copilot!"; Here we appreciate any further feedback πŸŽ‰
⚠️ **Limitations**: We mainly provide research service related to machine learning field now, other fields will be added in the future.
πŸ—„οΈ **Disclaimer**: User behavior data will be collected for the pure research purpose. If you use this demo, you may implicitly agree to these terms.
"""
)
# gr.Markdown("Provide research service using this demo.")
with gr.Accordion("Set your profile!", open=True):
gr.Markdown(
"""
You can input your name in standard format to get your profile from arxiv here. Standard examples: Yoshua Bengio. Wrong examples: yoshua bengio, Yoshua bengio, yoshua Bengio.
"""
)
with gr.Row():
with gr.Column(scale=2, min_width=300):
name_input = gr.Textbox(label="Input your name:")
set_button = gr.Button("Set Profile")
profile_text = gr.Textbox(label="Generated profile (can be edited):", interactive=True, scale=7, lines=5, max_lines=5)
edit_button = gr.Button("Edit Profile", scale=1)
set_button.click(set_profile, inputs=name_input, outputs=[profile_text])
edit_button.click(edit_profile, inputs=[profile_text, name_input], outputs=[profile_text])
with gr.Accordion("Get research trend and ideas!", open=True):
gr.Markdown(
"""
We will give you personalized research trend and ideas if you have set your profile. Otherwise, general research trend will be provided.
"""
)
with gr.Column():
with gr.Row():
with gr.Column(scale=2, min_width=300):
# gr.Dropdown(
# ["day", "week", "bird"], label="Select time range", info="Will add more animals later!"
# ),
date_choice = gr.Radio(["day", "week", "all"], label="Select Time Range", value="day")
date_button = gr.Button("Confirm")
papers_text = gr.Textbox(label="Trend Papers", interactive=False, scale=8, lines=5, max_lines=5)
with gr.Row():
topic_text = gr.Textbox(label="Topic Trend", interactive=False, scale=5, lines=12, max_lines=15)
ideas_text = gr.Textbox(label="Ideas Related to Topic Trend", interactive=False, scale=5, lines=12, max_lines=15)
date_button.click(confirm_date, inputs=[date_choice, profile_text], outputs=[topic_text, papers_text, ideas_text])
with gr.Accordion("Chat with Arxiv Copilot!", open=True):
gr.Markdown(
"""
Each time we will give you two answers. If you prefer the second answer, you can click πŸ‘ below the second answer and the first answer will be removed. If you click πŸ‘Ž, the second answer will be removed.
"""
)
with gr.Column():
chatbot = gr.Chatbot()
with gr.Row():
msg = gr.Textbox(placeholder="Message Arxiv Copilot here...", scale=9, show_label=False)
send_button = gr.Button("Send",scale=1) # Adding a Send button
clear = gr.ClearButton([msg, chatbot],scale=1)
def print_like_dislike(x: gr.LikeData, chat_history):
cur_index = x.index[0]
if cur_index >= 1 and chat_history[cur_index - 1][1] is None:
if x.liked:
chat_history[cur_index - 1][1] = chat_history[cur_index][1]
agent.update_feedback_thought(chat_history[cur_index - 1][0], chat_history[cur_index][0], chat_history[cur_index][1], 0, 1)
# gr.Info("You like the second answer, and the fisrt answer will be removed.")
else:
agent.update_feedback_thought(chat_history[cur_index - 1][0], chat_history[cur_index][0], chat_history[cur_index][1], 1, 0)
chat_history[cur_index - 1][1] = chat_history[cur_index][0]
# gr.Info("You dislike the second answer, and the second answer will be removed.")
chat_history.remove(chat_history[cur_index])
else:
gr.Info("You have gave your feedback. You can ask more questions.")
return chat_history
msg.submit(respond, [msg, chatbot, profile_text], [msg, chatbot]) # Set up the action for the Send button
send_button.click(respond, inputs=[msg, chatbot, profile_text], outputs=[msg, chatbot])
chatbot.like(print_like_dislike, [chatbot], [chatbot])
with gr.Row():
comment_input = gr.Textbox(label="With Arxiv Copilot, how many minutes do you save to obtain the same amount of information?", scale=9, lines=3)
comment_button = gr.Button(value="Comment", scale=1)
comment_button.click(send_comment, inputs=comment_input, outputs=None)
app.launch()