Multi-LLM-Chat / app.py
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Change common system prompt. Fix toast messages. Convert openai logo to white.
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import traceback
from time import sleep
import anthropic
import streamlit as st
import streamlit.components.v1 as components
from mistralai.client import MistralClient
from mistralai.models.chat_completion import ChatMessage
from openai import OpenAI
def create_client(client_class, api_key_name):
if api_key_name not in st.session_state:
return None
return client_class(api_key=st.session_state[api_key_name])
# Create clients
openai_client = create_client(OpenAI, "openai_key")
claude_client = create_client(anthropic.Anthropic, "claude_key")
mistral_client = create_client(MistralClient, "mistral_key")
# Initialize counter
if "counter" not in st.session_state:
st.session_state["counter"] = 0
# Increment counter to trigger javascript so that focus always will be on the input field.
def increment_counter():
st.session_state.counter += 1
# Create debate text from chat history
# First system prompt is added to the debate text.
# Then all the remaining messages are concatenated with preceding role titles. The last role title is the role of the next message.
def create_debate_text(role):
debate_text = ""
debate_text += common_system_prompt + "\n"
turn_titles = {
"openai": "\nChatGPT:",
"mistral": "\nMistral:",
"claude": "\nClaude:",
"user": "\nUser:",
"end": "End of debate",
}
if len(st.session_state.messages) == 0:
debate_text += "\n" + turn_titles[role]
return debate_text
for message in st.session_state.messages:
debate_text += "\n".join(
[turn_titles[message["role"]], message["content"], "\n"]
)
debate_text += "\n\n" + turn_titles[role]
return debate_text
# Initialize chat history
if "messages" not in st.session_state:
st.session_state.messages = []
# Create sidebar
with st.sidebar:
st.image("assets/openai.svg", width=20)
openai_api_key = st.text_input("OpenAI API Key", type="password")
openai_system_prompt = st.text_area(
"OpenAI System Prompt",
value="You are ChatGPT. You are agreeing with the debate topic.",
)
if (
"openai_key" not in st.session_state
or openai_api_key != st.session_state.openai_key
) and openai_api_key != "":
st.session_state.openai_key = openai_api_key
openai_client = OpenAI(api_key=openai_api_key)
st.toast("OpenAI API Key is set", icon="βœ”οΈ")
st.divider()
st.image("assets/Mistral.svg", width=20)
mistral_api_key = st.text_input("mistral API Key", type="password")
mistral_system_prompt = st.text_area(
"mistral System Prompt",
value="You are mistral. You are disagreeing with the debate topic.",
)
if (
"mistral_key" not in st.session_state
or mistral_api_key != st.session_state.mistral_key
) and mistral_api_key != "":
st.session_state.mistral_key = mistral_api_key
mistral_client = MistralClient(api_key=mistral_api_key)
st.toast("mistral API Key is set", icon="βœ”οΈ")
st.divider()
st.image("assets/claude-ai-icon.svg", width=20)
claude_api_key = st.text_input("Claude API Key", type="password")
claude_system_prompt = st.text_area(
"Claude System Prompt",
value="You are Claude. You are neutral to the debate topic.",
)
if (
"claude_key" not in st.session_state
or claude_api_key != st.session_state.claude_key
) and claude_api_key != "":
st.session_state.claude_key = claude_api_key
claude_client = anthropic.Anthropic(api_key=claude_api_key)
st.toast("Claude API Key is set", icon="βœ”οΈ")
st.divider()
common_system_prompt = st.text_area(
"Common System Prompt",
value="Following is a conversation from a debate group. You will state your opinion when its your turn. User will transfer participants responses to you and your response to the participants so that you can communicate. When you refer to the opinions of other participants use their name to address them.",
height=300,
)
# Display chat messages from history on app rerun
with st.container(border=True):
for message in st.session_state.messages:
with st.chat_message(message["name"], avatar=message["avatar"]):
st.markdown(message["content"])
with st.container(border=True):
def is_last_message_role(role):
if len(st.session_state.messages) == 0:
return False
return st.session_state.messages[-1]["role"] == role
def get_chatgpt_response():
try:
debate_text = create_debate_text("openai")
completion = openai_client.chat.completions.create(
model="gpt-3.5-turbo",
messages=[
{"role": "system", "content": openai_system_prompt},
{
"role": "user",
"content": debate_text,
},
],
)
st.session_state.messages.append(
{
"name": "user",
"role": "openai",
"content": completion.choices[0].message.content,
"avatar": "assets/openai.svg",
}
)
except Exception as e:
print(e, traceback.format_exc())
def get_mistral_response():
try:
debate_text = create_debate_text("mistral")
message = mistral_client.chat(
model="mistral-large-latest",
messages=[
ChatMessage(
role="system",
content=mistral_system_prompt,
),
ChatMessage(
role="user",
content=debate_text,
),
],
)
st.session_state.messages.append(
{
"name": "user",
"role": "mistral",
"content": message.choices[0].message.content,
"avatar": "assets/Mistral.svg",
}
)
except Exception as e:
print(e, traceback.format_exc())
def get_claude_response():
try:
debate_text = create_debate_text("claude")
message = claude_client.messages.create(
model="claude-3-sonnet-20240229",
max_tokens=1000,
temperature=0,
system=claude_system_prompt,
messages=[
{
"role": "user",
"content": [
{
"type": "text",
"text": debate_text,
}
],
},
],
)
st.session_state.messages.append(
{
"name": "user",
"role": "claude",
"content": message.content[0].text,
"avatar": "assets/claude-ai-icon.svg",
}
)
except Exception as e:
print(e, traceback.format_exc())
# React to user input
with st.container():
if prompt := st.chat_input(
"Start the conversation.", on_submit=increment_counter
):
st.session_state.messages.append(
{"name": "user", "role": "user", "content": prompt, "avatar": "❔"}
)
st.rerun()
with st.container(border=False):
col1, col2, col3 = st.columns(3)
with col1:
st.button(
"ChatGPT",
on_click=get_chatgpt_response,
disabled=is_last_message_role("openai"),
type="primary",
)
with col2:
st.button(
"Mistral",
on_click=get_mistral_response,
disabled=is_last_message_role("mistral"),
type="primary",
)
with col3:
st.button(
"Claude",
on_click=get_claude_response,
disabled=is_last_message_role("claude"),
type="primary",
)
col1, col2 = st.columns(2)
with col1:
st.button(
"Clear chat", on_click=lambda: st.session_state.pop("messages", None)
)
with col2:
# save chat history to file
st.download_button(
"Save chat history",
data=create_debate_text("end"),
file_name="chat_history.txt",
mime="text/plain",
)
custom_css = """
<style>
.stButton{
display: flex;
justify-content: center;
align-items: center;
}
</style>
"""
st.markdown(custom_css, unsafe_allow_html=True)
components.html(
f"""
<div>some hidden container</div>
<p>{st.session_state.counter}</p>
<script>
console.log("Hello from the other side");
var input = window.parent.document.querySelectorAll("textarea[type=textarea]");
console.log(input);
for (var i = 0; i < input.length; ++i) {{
console.log(input[i]);
input[i].focus();
}}
</script>
""",
height=0,
)