CodeInsight / app.py
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import streamlit as st
from codeInsight.pipeline.prediction_pipeline import PredictionPipeline
from codeInsight.logger import logging
st.set_page_config(
page_title="CodeInsight Assistant",
page_icon="🤖",
layout="wide"
)
@st.cache_resource
def load_pipeline():
try:
pipeline = PredictionPipeline()
return pipeline
except Exception as e:
logging.error("Failed to load pipeline in Streamlit app")
st.error(f"Failed to load model pipeline: {e}")
return None
pipeline = load_pipeline()
st.title("🤖 CodeInsight Assistant")
st.caption("Your fine-tuned CodeLlama-7b model, ready to help with Python.")
if pipeline:
if "message" not in st.session_state:
st.session_state.messages = [
{"role": "assistant", "content": "Hello! How can I help you with Python programming today?"}
]
for message in st.session_state.message:
with st.chat_message(message["role"]):
st.markdown(message["contant"])
prompt = st.chat_input("Ask me to write python code")
if prompt:
st.session_state.messages.append({"role": "user", "content": prompt})
with st.chat_message("user"):
st.markdown(prompt)
with st.chat_message("assistant"):
with st.spinner("Thinking..."):
response = pipeline.predict(prompt)
formatted_response = f"```python\n{response}\n```"
st.markdown(formatted_response)
st.session_state.messages.append({"role": "assistant", "content": formatted_response})
else:
st.error("The prediction pipeline could not be loaded. Please check the logs.")