notes73
commited on
Commit
Β·
175f982
1
Parent(s):
7562591
Updated chatbot app
Browse files- .gitattributes +35 -0
- app.py +145 -18
- requirements.txt +9 -2
.gitattributes
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app.py
CHANGED
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@@ -1,33 +1,160 @@
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import streamlit as st
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import openai
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import os
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#
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st.
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# App title
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st.title("π€
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#
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try:
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model="gpt-4",
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messages=[
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)
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except Exception as e:
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st.error(f"Error: {e}")
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else:
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st.warning("Please enter a message to chat.")
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st.
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import streamlit as st
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import openai
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import os
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from langchain.document_loaders import PyPDFLoader
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from langchain.text_splitter import RecursiveCharacterTextSplitter
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from langchain.embeddings import OpenAIEmbeddings
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from langchain.vectorstores import FAISS
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from openai import OpenAI
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import base64
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import requests
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# Initialize clients
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client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
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elevenlabs_key = os.getenv("ELEVENLABS_API_KEY")
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tavily_key = os.getenv("TAVILY_API_KEY")
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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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if "document_vectors" not in st.session_state:
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st.session_state.document_vectors = None
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# App title
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st.title("π€ SuperBot Pro")
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st.caption("An AI Assistant with Superpowers")
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# ===== Sidebar Settings =====
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with st.sidebar:
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st.header("βοΈ Settings")
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# Personality and Mode
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tone = st.selectbox("Personality:", ["Assistant", "Sarcastic", "Academic", "Shakespeare"])
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mode = st.radio("Mode:", ["Chat", "Document Q&A", "Web Researcher"])
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# Advanced Features
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web_access = st.checkbox("Enable Web Search", value=False)
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voice_enabled = st.checkbox("Enable Voice Response", value=False)
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# File Uploaders
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uploaded_file = st.file_uploader("Upload Document (PDF)", type=["pdf"])
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uploaded_image = st.file_uploader("Upload Image", type=["jpg", "png"])
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# ===== Document Processing =====
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if uploaded_file and mode == "Document Q&A":
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with st.spinner("Processing document..."):
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# Save and load PDF
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with open(uploaded_file.name, "wb") as f:
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f.write(uploaded_file.getbuffer())
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loader = PyPDFLoader(uploaded_file.name)
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pages = loader.load()
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# Split and embed
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text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=200)
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texts = text_splitter.split_documents(pages)
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embeddings = OpenAIEmbeddings()
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st.session_state.document_vectors = FAISS.from_documents(texts, embeddings)
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# ===== Chat Interface =====
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for message in st.session_state.messages:
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with st.chat_message(message["role"]):
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st.markdown(message["content"])
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if "audio" in message:
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st.audio(message["audio"], format="audio/mp3")
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# Input area
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if prompt := st.chat_input("Ask me anything..."):
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# Add user message to history
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st.session_state.messages.append({"role": "user", "content": prompt})
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with st.chat_message("user"):
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st.markdown(prompt)
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# ===== Generate Response =====
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with st.chat_message("assistant"):
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response_placeholder = st.empty()
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full_response = ""
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try:
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# ===== Content Moderation =====
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moderation = client.moderations.create(input=prompt)
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if moderation.results[0].flagged:
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st.error("Content violates policies")
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st.stop()
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# ===== System Prompt Engineering =====
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system_prompt = f"You are a {tone} assistant. Respond concisely."
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if mode == "Document Q&A" and st.session_state.document_vectors:
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docs = st.session_state.document_vectors.similarity_search(prompt, k=3)
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system_prompt += f"\nDocument context: {[doc.page_content for doc in docs]}"
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if web_access and tavily_key:
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search_response = requests.post(
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"https://api.tavily.com/search",
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json={"query": prompt, "api_key": tavily_key}
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)
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web_results = search_response.json()["results"]
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system_prompt += f"\nWeb results: {web_results[:2]}"
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# ===== Generate with OpenAI =====
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response = client.chat.completions.create(
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model="gpt-4",
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messages=[
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{"role": "system", "content": system_prompt},
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*st.session_state.messages
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],
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stream=True
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)
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# Stream response
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for chunk in response:
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if chunk.choices[0].delta.content:
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full_response += chunk.choices[0].delta.content
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response_placeholder.markdown(full_response + "β")
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response_placeholder.markdown(full_response)
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# ===== Voice Output =====
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if voice_enabled and elevenlabs_key:
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audio_response = requests.post(
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"https://api.elevenlabs.io/v1/text-to-speech/21m00Tcm4TlvDq8ikWAM",
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headers={"xi-api-key": elevenlabs_key},
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json={"text": full_response}
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)
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st.audio(audio_response.content, format="audio/mp3")
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# Add to history
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st.session_state.messages.append({
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"role": "assistant",
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"content": full_response,
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"audio": audio_response.content if voice_enabled else None
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})
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except Exception as e:
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st.error(f"Error: {str(e)}")
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# ===== Feedback Buttons =====
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col1, col2 = st.columns(2)
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with col1:
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if st.button("π Good Response"):
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st.toast("Thanks for your feedback!")
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with col2:
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if st.button("π Needs Improvement"):
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st.toast("We'll do better next time!")
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# ===== Image Processing =====
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if uploaded_image:
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st.image(uploaded_image, caption="Uploaded Image")
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with st.spinner("Analyzing image..."):
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response = client.chat.completions.create(
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model="gpt-4-vision-preview",
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messages=[{
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"role": "user",
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"content": [
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{"type": "text", "text": "Describe this image"},
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{"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{base64.b64encode(uploaded_image.getvalue()).decode('utf-8')}"}}
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]
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}]
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)
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st.write(response.choices[0].message.content)
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requirements.txt
CHANGED
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@@ -1,2 +1,9 @@
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-
streamlit
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openai
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streamlit>=1.28
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openai>=1.3
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python-dotenv>=1.0
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langchain>=0.0.340
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PyPDF2>=3.0
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faiss-cpu>=1.7
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elevenlabs>=0.2.12
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tavily-python>=0.2
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requests>=2.31
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