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Update app.py
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app.py
CHANGED
@@ -1,7 +1,7 @@
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import streamlit as st
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import
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# Set the Streamlit page configuration
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set_page_config()
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@@ -12,28 +12,30 @@ st.title("CodeGen Hub")
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# App description with markdown formatting
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st.markdown("""
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Welcome to CodeGen Hub - A platform for training and using code generation models with Hugging Face integration.
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### Core Features:
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- π Upload and preprocess Python code datasets for model training
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- ποΈ Configure and train models with customizable parameters
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- π€ Generate code predictions using trained models through an interactive interface
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- π Monitor training progress with visualizations and detailed logs
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- π Seamless integration with Hugging Face Hub for model management
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-
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Navigate through the different sections using the sidebar menu.
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""")
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# Sidebar navigation using session state
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def navigate(page):
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st.session_state["current_page"] = page
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# Initialize session state variables using a loop
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session_defaults = {
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"datasets": {},
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"trained_models": {}, # Stores trained model details
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"training_logs": [],
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"training_progress": {}, # Tracks active training jobs
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"current_page": "home" # Default landing page
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}
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for key, value in session_defaults.items():
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@@ -81,12 +83,15 @@ st.subheader("Platform Statistics")
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col1, col2, col3 = st.columns(3)
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with col1:
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st.metric("π Datasets Available", len(st.session_state.get("datasets",
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with col2:
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st.metric("π¦ Trained Models",
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with col3:
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active_jobs = sum(
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st.metric("π Active Training Jobs", active_jobs)
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import streamlit as st
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+
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from utils import set_page_config
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# Set the Streamlit page configuration
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set_page_config()
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# App description with markdown formatting
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st.markdown("""
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Welcome to CodeGen Hub - A platform for training and using code generation models with Hugging Face integration.
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+
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### Core Features:
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- π Upload and preprocess Python code datasets for model training
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- ποΈ Configure and train models with customizable parameters
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- π€ Generate code predictions using trained models through an interactive interface
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- π Monitor training progress with visualizations and detailed logs
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- π Seamless integration with Hugging Face Hub for model management
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+
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Navigate through the different sections using the sidebar menu.
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""")
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+
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# Sidebar navigation using session state
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def navigate(page):
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st.session_state["current_page"] = page
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+
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# Initialize session state variables using a loop
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session_defaults = {
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"datasets": {}, # Stores uploaded datasets
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"trained_models": {}, # Stores trained model details
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"training_logs": [], # Stores training logs
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"training_progress": {}, # Tracks active training jobs
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"current_page": "home", # Default landing page
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}
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for key, value in session_defaults.items():
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col1, col2, col3 = st.columns(3)
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with col1:
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st.metric("π Datasets Available", len(st.session_state.get("datasets",
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{})))
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with col2:
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st.metric("π¦ Trained Models",
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len(st.session_state.get("trained_models", {})))
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with col3:
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active_jobs = sum(
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1 for progress in st.session_state["training_progress"].values()
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if progress.get("status") == "running")
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st.metric("π Active Training Jobs", active_jobs)
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