_ChemCrow / app.py
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import os
import pandas as pd
import requests
import streamlit as st
from IPython.core.display import HTML
from langchain.agents import AgentType, initialize_agent, load_tools
from langchain.chat_models import ChatOpenAI
from PIL import Image
from rmrkl import ChatZeroShotAgent, RetryAgentExecutor
from chemcrow.agents import ChemCrow
#from chemcrow
from chemcrow.agents.prompts import (FORMAT_INSTRUCTIONS, QUESTION_PROMPT,
SUFFIX)
from chemcrow.frontend.streamlit_callback_handler import \
StreamlitCallbackHandlerChem
from langchain.callbacks import StreamlitCallbackHandler
from chemcrow.frontend.utils import cdk
#from chemcrow.mol_utils.generals import is_smiles
from dotenv import load_dotenv
load_dotenv()
ss = st.session_state
#tools = ChemTools().all_tools
agent = ChemCrow(
#tools,
model='gpt-4',
temp=0.1,
).agent_executor
#tool_list = pd.Series(
# {f"βœ… {t.name}":t.description for t in tools}
#).reset_index()
#tool_list.columns = ['Tool', 'Description']
icon = Image.open('assets/logo0.png')
st.set_page_config(
page_title="ChemCrow",
page_icon = icon
)
# Set width of sidebar
st.markdown(
"""
<style>
[data-testid="stSidebar"][aria-expanded="true"]{
min-width: 450px;
max-width: 450px;
}
""",
unsafe_allow_html=True,
)
# Session state
# st.session_state['molecule'] = "CCO"
def on_api_key_change():
api_key = ss.get('api_key') or os.getenv('OPENAI_API_KEY')
os.environ["OPENAI_API_KEY"] = api_key
# sidebar
with st.sidebar:
chemcrow_logo = Image.open('assets/chemcrow-logo-bold-new.png')
st.image(chemcrow_logo)
# Input OpenAI api key
st.markdown('Input your OpenAI API key.')
st.text_input('OpenAI API key', type='password', key='api_key', on_change=on_api_key_change, label_visibility="collapsed")
# Display available tools
#st.markdown(f"# Available tools: {len(tools)}")
#st.dataframe(
# tool_list,
# use_container_width=True,
# hide_index=True,
# height=300
#)
print(st.session_state)
# Agent execution
if prompt := st.chat_input():
st.chat_message("user").write(prompt)
with st.chat_message("assistant"):
st_callback = StreamlitCallbackHandlerChem(
st.container(),
max_thought_containers = 4,
collapse_completed_thoughts = False,
output_placeholder=st.session_state
)
#try:
# TODO Modify this, not taking callbacks
response = agent.run(prompt, callbacks=[st_callback])
st.write(response)
#except:
# st.write("Please input a valid OpenAI API key.")