Upload app.py
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app.py
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import streamlit as st
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import torch
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import uuid
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import nest_asyncio
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import asyncio
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torch.classes.__path__ = []
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# Setup for HTTP API Calls
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if 'device_id' not in st.session_state:
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st.session_state.device_id = str(uuid.uuid3())
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if "feedback_key" not in st.session_state:
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st.session_state.feedback_key = 0
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def launch_bot():
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def reset():
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st.session_state.messages = [{"role": "assistant", "content": "How may I help you?", "avatar": 'π€'}]
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st.session_state.ex_prompt = None
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st.session_state.first_turn = True
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def generate_response(question):
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response = vq.submit_query(question, languages[st.session_state.language])
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return response
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def generate_streaming_response(question):
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response = vq.submit_query_streaming(question, languages[st.session_state.language])
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return response
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def show_example_questions():
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if len(st.session_state.example_messages) > 0 and st.session_state.first_turn:
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selected_example = pills("Questions to Try:", st.session_state.example_messages, index=None)
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if selected_example:
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st.session_state.ex_prompt = selected_example
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st.session_state.first_turn = False
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return True
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return False
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if 'cfg' not in st.session_state:
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corpus_keys = str(os.environ['corpus_keys']).split(',')
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cfg = OmegaConf.create({
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'corpus_keys': corpus_keys,
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'api_key': str(os.environ['api_key']),
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'title': os.environ['title'],
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'source_data_desc': os.environ['source_data_desc'],
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'streaming': isTrue(os.environ.get('streaming', False)),
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'prompt_name': os.environ.get('prompt_name', None),
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'examples': os.environ.get('examples', None),
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'language': 'English'
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})
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st.session_state.cfg = cfg
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st.session_state.ex_prompt = None
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st.session_state.first_turn = True
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st.session_state.language = cfg.language
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example_messages = [example.strip() for example in cfg.examples.split(",")]
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st.session_state.example_messages = [em for em in example_messages if len(em)>0][:max_examples]
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st.session_state.vq = VectaraQuery(cfg.api_key, cfg.corpus_keys, cfg.prompt_name)
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cfg = st.session_state.cfg
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vq = st.session_state.vq
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st.set_page_config(page_title=cfg.title, layout="wide")
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# left side content
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with st.sidebar:
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#image = Image.open('Vectara-logo.png')
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#st.image(image, width=175)
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st.markdown(f"## About\n\n"
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f"This demo uses outside RAG to ask questions about {cfg.source_data_desc}\n")
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cfg.language = st.selectbox('Language:', languages.keys())
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if st.session_state.language != cfg.language:
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st.session_state.language = cfg.language
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reset()
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st.rerun()
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st.markdown("\n")
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bc1, _ = st.columns([1, 1])
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with bc1:
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if st.button('Start Over'):
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reset()
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st.rerun()
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st.markdown("---")
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st.markdown(
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"## Temporary test demo only\n"
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)
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st.markdown(f"<center> <h2> Header Demo Test: {cfg.title} </h2> </center>", unsafe_allow_html=True)
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if "messages" not in st.session_state.keys():
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reset()
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# Display chat messages
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for message in st.session_state.messages:
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with st.chat_message(message["role"], avatar=message["avatar"]):
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st.write(message["content"])
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example_container = st.empty()
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with example_container:
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if show_example_questions():
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example_container.empty()
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st.rerun()
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# select prompt from example question or user provided input
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if st.session_state.ex_prompt:
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prompt = st.session_state.ex_prompt
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else:
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prompt = st.chat_input()
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if prompt:
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st.session_state.messages.append({"role": "user", "content": prompt, "avatar": 'π§βπ»'})
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with st.chat_message("user", avatar="π§βπ»"):
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st.write(prompt)
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st.session_state.ex_prompt = None
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# Generate a new response if last message is not from assistant
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if st.session_state.messages[-1]["role"] != "assistant":
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with st.chat_message("assistant", avatar="π€"):
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if cfg.streaming:
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stream = generate_streaming_response(prompt)
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response = st.write_stream(stream)
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else:
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with st.spinner("Thinking..."):
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response = generate_response(prompt)
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st.write(response)
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response = escape_dollars_outside_latex(response)
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message = {"role": "assistant", "content": response, "avatar": 'π€'}
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st.session_state.messages.append(message)
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# Send query and response to Amplitude Analytics
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send_amplitude_data(
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user_query=st.session_state.messages[-2]["content"],
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chat_response=st.session_state.messages[-1]["content"],
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demo_name=cfg["title"],
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language=st.session_state.language
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)
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st.rerun()
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if (st.session_state.messages[-1]["role"] == "assistant") & (st.session_state.messages[-1]["content"] != "How may I help you?"):
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streamlit_feedback(feedback_type="thumbs", on_submit = thumbs_feedback, key = st.session_state.feedback_key,
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kwargs = {"user_query": st.session_state.messages[-2]["content"],
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"chat_response": st.session_state.messages[-1]["content"],
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"demo_name": cfg["title"],
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"response_language": st.session_state.language})
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if __name__ == "__main__":
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st.set_page_config(page_title="Sticky toolbar test", layout="wide")
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nest_asyncio.apply()
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asyncio.run(launch_bot())
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