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Update app.py
Browse files
app.py
CHANGED
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#ref: https://github.com/kram254/Mixture-of-Agents-running-on-Groq/tree/main
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import streamlit as st
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import json
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import
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from typing import Iterable
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from moa.agent import MOAgent
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from moa.agent.moa import ResponseChunk
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from streamlit_ace import st_ace
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import asyncio
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from typing import Union, Iterable, AsyncIterable
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import copy
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# Default configuration
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"system_prompt": "You are an expert at logic and reasoning. Always take a logical approach to the answer. {helper_response}",
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"model_name": "llama3-8b-8192"
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},
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}
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# Recommended
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rec_config = {
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"main_model": "llama3-70b-8192",
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"cycles": 2,
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},
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}
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async def
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layer_outputs = {}
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async def process_message(message):
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@@ -82,7 +78,7 @@ async def async_stream_response(messages: Union[Iterable[ResponseChunk], AsyncIt
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for i, output in enumerate(outputs):
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with cols[i]:
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st.expander(label=f"Agent {i+1}", expanded=False).write(output)
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layer_outputs.clear()
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yield message['delta']
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for message in messages:
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await process_message(message)
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def set_moa_agent(
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main_model: str = default_config['main_model'],
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cycles: int = default_config['cycles'],
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):
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if override or ("main_model" not in st.session_state):
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st.session_state.main_model = main_model
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else:
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if "main_model" not in st.session_state: st.session_state.main_model = main_model
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if override or ("cycles" not in st.session_state):
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st.session_state.cycles = cycles
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else:
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if "cycles" not in st.session_state: st.session_state.cycles = cycles
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if override or ("layer_agent_config" not in st.session_state):
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st.session_state.layer_agent_config = layer_agent_config
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else:
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if "layer_agent_config" not in st.session_state: st.session_state.layer_agent_config = layer_agent_config
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if override or ("main_temp" not in st.session_state):
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st.session_state.main_temp = main_model_temperature
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else:
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if "main_temp" not in st.session_state: st.session_state.main_temp = main_model_temperature
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cls_ly_conf = copy.deepcopy(st.session_state.layer_agent_config)
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if override or ("moa_agent" not in st.session_state):
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st.session_state.moa_agent = MOAgent.from_config(
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main_model=st.session_state.main_model,
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del cls_ly_conf
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del layer_agent_config
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st.set_page_config(
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page_title="Karios Agents Powered by Groq",
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page_icon='static/favicon.ico',
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'About': "## Groq Mixture-Of-Agents \n Powered by [Groq](https://groq.com)"
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},
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layout="wide"
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st.markdown("<a href='https://groq.com'><img src='app/static/banner.png' width='500'></a>", unsafe_allow_html=True)
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st.write("---")
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# Initialize session state
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if "messages" not in st.session_state:
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st.session_state.messages = []
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# Sidebar for configuration
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with st.sidebar:
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# config_form = st.form("Agent Configuration", border=False)
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st.title("MOA Configuration")
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with st.form("Agent Configuration", border=False):
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if st.form_submit_button("Use Recommended Config"):
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)
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st.session_state.messages = []
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st.success("Configuration updated successfully!")
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except json.JSONDecodeError:
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st.error("Invalid JSON in Layer Agent Configuration. Please check your input.")
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except Exception as e:
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st.error(f"Error updating configuration: {str(e)}")
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# Main model selection
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new_main_model = st.selectbox(
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"Select Main Model",
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)
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# Layer agent configuration
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tooltip = "Agents in the layer agent configuration run in parallel _per cycle_. Each layer agent supports all initialization parameters of [Langchain's ChatGroq](https://api.python.langchain.com/en/latest/chat_models/langchain_groq.chat_models.ChatGroq.html) class as valid dictionary fields."
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st.markdown("Layer Agent Config", help=tooltip)
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new_layer_agent_config = st_ace(
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value=json.dumps(st.session_state.layer_agent_config, indent=2),
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language='json',
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)
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st.session_state.messages = []
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st.success("Configuration updated successfully!")
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except json.JSONDecodeError:
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st.error("Invalid JSON in Layer Agent Configuration. Please check your input.")
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except Exception as e:
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st.error(f"Error updating configuration: {str(e)}")
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st.markdown("---")
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st.markdown("""
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### Credits
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- MOA: [Together AI](https://www.together.ai/blog/together-moa)
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- LLMs: [Groq](https://groq.com/)
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- Paper: [arXiv:2406.04692](https://arxiv.org/abs/2406.04692)
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""")
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# Main app layout
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st.header("Karios Agents"
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st.write("
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# st.image("./static/moa_groq.svg", caption="Mixture of Agents Workflow", width=1000)
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# Display current configuration
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with st.expander("Current MOA Configuration", expanded=False):
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st.markdown(f"**Main Model**:
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st.markdown(f"**Main Model Temperature**:
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st.markdown(f"**Layers**:
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st.markdown(
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value=json.dumps(st.session_state.layer_agent_config, indent=2),
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language='json',
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placeholder="Layer Agent Configuration (JSON)",
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st.markdown(message["content"])
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if query := st.chat_input("Ask a question"):
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st.
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# ref: https://github.com/kram254/Mixture-of-Agents-running-on-Groq/tree/main
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import streamlit as st
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import json
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import asyncio
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from typing import Union, Iterable, AsyncIterable
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from moa.agent import MOAgent
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from moa.agent.moa import ResponseChunk
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from streamlit_ace import st_ace
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import copy
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# Default configuration
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"system_prompt": "You are an expert at logic and reasoning. Always take a logical approach to the answer. {helper_response}",
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"model_name": "llama3-8b-8192"
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},
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}
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# Recommended configuration
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rec_config = {
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"main_model": "llama3-70b-8192",
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"cycles": 2,
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},
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}
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# Unified streaming function to handle async and sync responses
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async def stream_or_async_response(messages: Union[Iterable[ResponseChunk], AsyncIterable[ResponseChunk]]):
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layer_outputs = {}
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async def process_message(message):
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for i, output in enumerate(outputs):
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with cols[i]:
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st.expander(label=f"Agent {i+1}", expanded=False).write(output)
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layer_outputs.clear()
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yield message['delta']
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for message in messages:
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await process_message(message)
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# Set up the MOAgent
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def set_moa_agent(
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main_model: str = default_config['main_model'],
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cycles: int = default_config['cycles'],
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):
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if override or ("main_model" not in st.session_state):
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st.session_state.main_model = main_model
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if override or ("cycles" not in st.session_state):
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st.session_state.cycles = cycles
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if override or ("layer_agent_config" not in st.session_state):
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st.session_state.layer_agent_config = layer_agent_config
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if override or ("main_temp" not in st.session_state):
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st.session_state.main_temp = main_model_temperature
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cls_ly_conf = copy.deepcopy(st.session_state.layer_agent_config)
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if override or ("moa_agent" not in st.session_state):
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st.session_state.moa_agent = MOAgent.from_config(
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main_model=st.session_state.main_model,
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del cls_ly_conf
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del layer_agent_config
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# Streamlit app layout
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st.set_page_config(
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page_title="Karios Agents Powered by Groq",
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page_icon='static/favicon.ico',
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menu_items={
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'About': "## Groq Mixture-Of-Agents \n Powered by [Groq](https://groq.com)"
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},
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layout="wide"
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st.markdown("<a href='https://groq.com'><img src='app/static/banner.png' width='500'></a>", unsafe_allow_html=True)
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st.write("---")
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# Initialize session state
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if "messages" not in st.session_state:
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st.session_state.messages = []
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# Sidebar for configuration
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with st.sidebar:
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st.title("MOA Configuration")
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with st.form("Agent Configuration", border=False):
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if st.form_submit_button("Use Recommended Config"):
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)
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st.session_state.messages = []
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st.success("Configuration updated successfully!")
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except Exception as e:
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st.error(f"Error updating configuration: {str(e)}")
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# Main model selection
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new_main_model = st.selectbox(
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"Select Main Model",
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)
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# Layer agent configuration
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new_layer_agent_config = st_ace(
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value=json.dumps(st.session_state.layer_agent_config, indent=2),
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language='json',
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)
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st.session_state.messages = []
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st.success("Configuration updated successfully!")
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except Exception as e:
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st.error(f"Error updating configuration: {str(e)}")
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# Main app layout
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st.header("Karios Agents")
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st.write("This project oversees implementation of Mixture of Agents architecture powered by Groq LLMs.")
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# Display current configuration
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with st.expander("Current MOA Configuration", expanded=False):
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st.markdown(f"**Main Model**: `{st.session_state.main_model}`")
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st.markdown(f"**Main Model Temperature**: `{st.session_state.main_temp:.1f}`")
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st.markdown(f"**Layers**: `{st.session_state.cycles}`")
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st.markdown("**Layer Agents Config:**")
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st_ace(
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value=json.dumps(st.session_state.layer_agent_config, indent=2),
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language='json',
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placeholder="Layer Agent Configuration (JSON)",
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st.markdown(message["content"])
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if query := st.chat_input("Ask a question"):
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async def handle_query():
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st.session_state.messages.append({"role": "user", "content": query})
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with st.chat_message("user"):
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st.write(query)
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moa_agent: MOAgent = st.session_state.moa_agent
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with st.chat_message("assistant"):
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message_placeholder = st.empty()
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messages = moa_agent.chat(query, output_format='json')
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async for response in stream_or_async_response(messages):
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message_placeholder.markdown(response)
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st.session_state.messages.append({"role": "assistant", "content": response})
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asyncio.run(handle_query())
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