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Create app.py
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app.py
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import os
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import streamlit as st
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from typing import Generator
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from groq import Groq
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from dotenv import load_dotenv
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import yaml
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# Load environment variables from .env file
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load_dotenv()
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def generate_chat_responses(chat_completion) -> Generator[str, None, None]:
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"""Yield chat response content from the Groq API response."""
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for chunk in chat_completion:
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if chunk.choices[0].delta.content:
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yield chunk.choices[0].delta.content
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def load_config():
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"""Load and validate the configuration from config.yaml"""
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try:
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with open("config.yaml", "r") as f:
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config = yaml.safe_load(f)
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if "models" not in config:
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st.error("The 'models' section is missing from the config file.")
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st.stop()
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if "default_max_tokens" not in config:
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st.warning("'default_max_tokens' is not specified in the config. Using 1024 as default.")
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config["default_max_tokens"] = 1024
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if "prompt_templates" not in config:
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st.warning("No prompt templates found in the config.")
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config["prompt_templates"] = {}
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return config
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except FileNotFoundError:
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st.error("config.yaml file not found. Please ensure it exists in the same directory as this script.")
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st.stop()
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except yaml.YAMLError as e:
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st.error(f"Error reading config.yaml: {e}")
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st.stop()
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# Set up the Streamlit page
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st.set_page_config(page_icon="π¬", layout="wide", page_title="Llama 3.1 Chat App")
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# Load configuration
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config = load_config()
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# Load Groq API key from environment variable
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GROQ_API_KEY = os.getenv("GROQ_API_KEY")
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if not GROQ_API_KEY:
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st.error("GROQ_API_KEY environment variable not found. Please set it in the .env file.")
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st.stop()
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client = Groq(api_key=GROQ_API_KEY)
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# Initialize chat history
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if "messages" not in st.session_state:
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st.session_state.messages = []
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# Define model details
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model_option = "llama-3.1-70b-versatile"
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if model_option not in config["models"]:
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st.error(f"The model '{model_option}' is not defined in the config file.")
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st.stop()
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model_info = config["models"][model_option]
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# Display model information
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st.sidebar.header("Model Information")
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st.sidebar.markdown(f"**Name:** {model_info.get('name', 'N/A')}")
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st.sidebar.markdown(f"**Developer:** {model_info.get('developer', 'N/A')}")
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st.sidebar.markdown(f"**Description:** {model_info.get('description', 'N/A')}")
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max_tokens_range = model_info.get("tokens", 1024) # Default to 1024 if not specified
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# Adjust max_tokens slider
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max_tokens = st.sidebar.slider(
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"Max Tokens:",
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min_value=512,
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max_value=max_tokens_range,
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value=min(config["default_max_tokens"], max_tokens_range),
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step=512,
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help=f"Adjust the maximum number of tokens (words) for the model's response. Max for selected model: {max_tokens_range}"
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)
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# Display chat messages from history on app rerun
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for message in st.session_state.messages:
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avatar = 'π€' if message["role"] == "assistant" else 'π¨βπ»'
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with st.chat_message(message["role"], avatar=avatar):
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st.markdown(message["content"])
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if prompt := st.chat_input("Enter your prompt here..."):
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st.session_state.messages.append({"role": "user", "content": prompt})
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with st.chat_message("user", avatar='π¨βπ»'):
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st.markdown(prompt)
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# Fetch response from Groq API
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try:
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chat_completion = client.chat.completions.create(
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model=model_option,
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messages=[
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{
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"role": m["role"],
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"content": m["content"]
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}
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for m in st.session_state.messages
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],
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max_tokens=max_tokens,
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stream=True
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)
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# Use the generator function with st.write_stream
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with st.chat_message("assistant", avatar="π€"):
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chat_responses_generator = generate_chat_responses(chat_completion)
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full_response = st.write_stream(chat_responses_generator)
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except Exception as e:
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st.error(f"Error: {e}", icon="π¨")
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else:
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# Append the full response to session_state.messages
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if isinstance(full_response, str):
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st.session_state.messages.append(
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{"role": "assistant", "content": full_response})
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else:
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# Handle the case where full_response is not a string
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combined_response = "\n".join(str(item) for item in full_response)
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st.session_state.messages.append(
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{"role": "assistant", "content": combined_response})
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# Add a clear chat button
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if st.sidebar.button("Clear Chat"):
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st.session_state.messages = []
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# Add a download chat history button
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if st.sidebar.button("Download Chat History"):
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chat_history = "\n".join([f"{m['role'].capitalize()}: {m['content']}" for m in st.session_state.messages])
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st.download_button(
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label="Download Chat History",
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data=chat_history,
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file_name="chat_history.txt",
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mime="text/plain",
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)
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# Add a prompt templates section
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st.sidebar.header("Prompt Templates")
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template_options = list(config["prompt_templates"].keys())
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if template_options:
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selected_template = st.sidebar.selectbox("Choose a prompt template", options=template_options)
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if st.sidebar.button("Load Template"):
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prompt_template = config["prompt_templates"][selected_template]
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st.session_state.messages.append({"role": "user", "content": prompt_template})
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st.experimental_rerun()
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else:
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st.sidebar.info("No prompt templates available.")
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