diff --git a/chat_with_pdf/chat_pdf_llama3.2.py b/chat_with_pdf/chat_pdf_llama3.2.py
new file mode 100644
index 0000000..911d950
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+++ b/chat_with_pdf/chat_pdf_llama3.2.py
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+# Import necessary libraries
+import os
+import tempfile
+import streamlit as st
+from embedchain import App
+import base64
+from streamlit_chat import message
+
+# Define the embedchain_bot function
+def embedchain_bot(db_path):
+    return App.from_config(
+        config={
+            "llm": {"provider": "ollama", "config": {"model": "llama3.2:latest", "max_tokens": 250, "temperature": 0.5, "stream": True, "base_url": 'http://localhost:11434'}},
+            "vectordb": {"provider": "chroma", "config": {"dir": db_path}},
+            "embedder": {"provider": "ollama", "config": {"model": "llama3.2:latest", "base_url": 'http://localhost:11434'}},
+        }
+    )
+
+# Add a function to display PDF
+def display_pdf(file):
+    base64_pdf = base64.b64encode(file.read()).decode('utf-8')
+    pdf_display = f'<iframe src="data:application/pdf;base64,{base64_pdf}" width="100%" height="400" type="application/pdf"></iframe>'
+    st.markdown(pdf_display, unsafe_allow_html=True)
+
+st.title("Chat with PDF using Llama 3.2")
+st.caption("This app allows you to chat with a PDF using Llama 3.2 running locally with Ollama!")
+
+# Define the database path
+db_path = tempfile.mkdtemp()
+
+# Create a session state to store the app instance and chat history
+if 'app' not in st.session_state:
+    st.session_state.app = embedchain_bot(db_path)
+if 'messages' not in st.session_state:
+    st.session_state.messages = []
+
+# Sidebar for PDF upload and preview
+with st.sidebar:
+    st.header("PDF Upload")
+    pdf_file = st.file_uploader("Upload a PDF file", type="pdf")
+
+    if pdf_file:
+        st.subheader("PDF Preview")
+        display_pdf(pdf_file)
+        
+        if st.button("Add to Knowledge Base"):
+            with st.spinner("Adding PDF to knowledge base..."):
+                with tempfile.NamedTemporaryFile(delete=False, suffix=".pdf") as f:
+                    f.write(pdf_file.getvalue())
+                    st.session_state.app.add(f.name, data_type="pdf_file")
+                os.remove(f.name)
+            st.success(f"Added {pdf_file.name} to knowledge base!")
+
+# Chat interface
+for i, msg in enumerate(st.session_state.messages):
+    message(msg["content"], is_user=msg["role"] == "user", key=str(i))
+
+if prompt := st.chat_input("Ask a question about the PDF"):
+    st.session_state.messages.append({"role": "user", "content": prompt})
+    message(prompt, is_user=True)
+
+    with st.spinner("Thinking..."):
+        response = st.session_state.app.chat(prompt)
+        st.session_state.messages.append({"role": "assistant", "content": response})
+        message(response)
+
+# Clear chat history button
+if st.button("Clear Chat History"):
+    st.session_state.messages = []
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