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Update app.py
Browse files
app.py
CHANGED
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@@ -8,6 +8,7 @@ import numpy as np
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import faiss
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from sentence_transformers import SentenceTransformer
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from PIL import Image
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# ---------------------------
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# CONFIG
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@@ -15,8 +16,14 @@ from PIL import Image
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st.set_page_config(page_title="Krish GPT Pro", page_icon="π€", layout="wide")
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st.markdown("""
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<style>
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.chat-container { max-width: 800px; margin:auto; }
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.stButton>button { background-color: #646cff; color:white; }
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</style>
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""", unsafe_allow_html=True)
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st.title("π€ Krish GPT Pro")
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@@ -58,7 +65,7 @@ def ocr_space_image(file, api_key):
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return text
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# ---------------------------
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# AUTH SYSTEM
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# ---------------------------
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if "user" not in st.session_state:
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st.session_state.user = None
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@@ -103,46 +110,21 @@ elif auth_choice == "Anonymous":
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st.sidebar.info("You are using the app anonymously. History will not be saved.")
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# ---------------------------
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#
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# ---------------------------
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uploaded_file = st.file_uploader("π Upload PDF / πΌοΈ Image", type=["pdf","png","jpg","jpeg"])
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file_text = ""
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if uploaded_file:
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if uploaded_file.type == "application/pdf":
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reader = PdfReader(uploaded_file)
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for page in reader.pages:
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t = page.extract_text()
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if t:
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file_text += t
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elif "image" in uploaded_file.type:
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file_text = ocr_space_image(uploaded_file, OCR_API_KEY)
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# ---------------------------
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# CHUNK + FAISS
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# ---------------------------
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def build_index(chunks):
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embeddings = embedder.encode(chunks)
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dim = embeddings.shape[1]
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index = faiss.IndexFlatL2(dim)
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index.add(np.array(embeddings))
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return index, embeddings
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def search(query, chunks, index):
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q_emb = embedder.encode([query])
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D, I = index.search(np.array(q_emb), k=min(3,len(chunks)))
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return "\n".join([chunks[i] for i in I[0]])
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# ---------------------------
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# CHAT FUNCTIONS
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# ---------------------------
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def save_chat(user_id, role, content):
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supabase.table("chats").insert({
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@@ -155,32 +137,71 @@ def load_chat(user_id):
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data = supabase.table("chats").select("*").eq("user_id", user_id).order("created_at").execute()
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return data.data
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# ---------------------------
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# SESSION STATE
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# ---------------------------
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if "messages" not in st.session_state:
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st.session_state.messages = []
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# Load chat history if registered
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if
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chat_history = load_chat(
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for msg in chat_history:
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st.
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st.session_state.messages.append({"role": msg["role"], "content": msg["content"]})
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# ---------------------------
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#
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# ---------------------------
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if prompt:
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st.session_state.messages.append({"role":"user","content":prompt})
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st.
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context = ""
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if
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chunks, index = st.session_state.rag_data
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try:
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response = client.chat.completions.create(
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model="llama-3.3-70b-versatile",
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@@ -191,8 +212,10 @@ if prompt:
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reply = response.choices[0].message.content
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except Exception as e:
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reply = f"β Error: {str(e)}"
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import faiss
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from sentence_transformers import SentenceTransformer
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from PIL import Image
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import io
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# ---------------------------
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# CONFIG
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st.set_page_config(page_title="Krish GPT Pro", page_icon="π€", layout="wide")
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st.markdown("""
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<style>
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/* Chat bubbles */
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.chat-container { max-width: 800px; margin:auto; }
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.chat-bubble { padding: 12px; border-radius: 12px; margin-bottom: 8px; max-width: 80%; }
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.user { background-color:#646cff; color:white; margin-left:auto; text-align:right; }
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.assistant { background-color:#f1f0f0; color:black; margin-right:auto; text-align:left; }
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.stButton>button { background-color: #646cff; color:white; }
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.upload-btn { display:flex; align-items:center; gap:5px; cursor:pointer; padding:5px 10px; border:1px solid #ccc; border-radius:5px; }
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.upload-btn:hover { background-color:#f5f5f5; }
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</style>
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""", unsafe_allow_html=True)
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st.title("π€ Krish GPT Pro")
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return text
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# ---------------------------
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# AUTH SYSTEM
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# ---------------------------
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if "user" not in st.session_state:
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st.session_state.user = None
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st.sidebar.info("You are using the app anonymously. History will not be saved.")
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# ---------------------------
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# SESSION STATE
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# ---------------------------
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if "messages" not in st.session_state:
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st.session_state.messages = []
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# Get current user safely
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current_user_resp = supabase.auth.get_user()
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if current_user_resp and current_user_resp.user:
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user = current_user_resp.user
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else:
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user = st.session_state.user # fallback to session_state
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st.session_state.user = user
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# ---------------------------
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# CHAT HISTORY FUNCTIONS
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# ---------------------------
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def save_chat(user_id, role, content):
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supabase.table("chats").insert({
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data = supabase.table("chats").select("*").eq("user_id", user_id).order("created_at").execute()
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return data.data
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# Load chat history if registered
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if user:
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chat_history = load_chat(user.id)
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for msg in chat_history:
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st.markdown(f'<div class="chat-bubble {msg["role"]}">{msg["content"]}</div>', unsafe_allow_html=True)
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st.session_state.messages.append({"role": msg["role"], "content": msg["content"]})
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# ---------------------------
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# FILE UPLOAD + RAG
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# ---------------------------
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if "rag_data" not in st.session_state:
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st.session_state.rag_data = None
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uploaded_file = st.file_uploader("π Upload PDF/Image", type=["pdf","png","jpg","jpeg"], key="file_upload")
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file_text = ""
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if uploaded_file:
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if uploaded_file.type == "application/pdf":
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reader = PdfReader(uploaded_file)
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for page in reader.pages:
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t = page.extract_text()
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if t:
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file_text += t
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elif "image" in uploaded_file.type:
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file_text = ocr_space_image(uploaded_file, OCR_API_KEY)
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if file_text:
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# Chunk + FAISS
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def chunk_text(text, chunk_size=500):
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return [text[i:i+chunk_size] for i in range(0, len(text), chunk_size)]
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def build_index(chunks):
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embeddings = embedder.encode(chunks)
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dim = embeddings.shape[1]
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index = faiss.IndexFlatL2(dim)
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index.add(np.array(embeddings))
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return index, embeddings
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def search(query, chunks, index):
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q_emb = embedder.encode([query])
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D, I = index.search(np.array(q_emb), k=min(3,len(chunks)))
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return "\n".join([chunks[i] for i in I[0]])
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chunks = chunk_text(file_text)
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index, embeddings = build_index(chunks)
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st.session_state.rag_data = (chunks, index)
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# Show uploaded file inside chat
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st.markdown(f'<div class="chat-bubble assistant">π Uploaded file processed successfully!</div>', unsafe_allow_html=True)
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# ---------------------------
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# CHAT INPUT
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# ---------------------------
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prompt = st.chat_input("π¬ Type your message...")
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if prompt:
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st.session_state.messages.append({"role":"user","content":prompt})
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st.markdown(f'<div class="chat-bubble user">{prompt}</div>', unsafe_allow_html=True)
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context = ""
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if st.session_state.rag_data:
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chunks, index = st.session_state.rag_data
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q_emb = embedder.encode([prompt])
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D, I = index.search(np.array(q_emb), k=min(3,len(chunks)))
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context = "\n".join([chunks[i] for i in I[0]])
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with st.spinner("π€ Krish GPT Pro is thinking..."):
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try:
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response = client.chat.completions.create(
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model="llama-3.3-70b-versatile",
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reply = response.choices[0].message.content
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except Exception as e:
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reply = f"β Error: {str(e)}"
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st.session_state.messages.append({"role":"assistant","content":reply})
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st.markdown(f'<div class="chat-bubble assistant">{reply}</div>', unsafe_allow_html=True)
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if user:
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save_chat(user.id,"user",prompt)
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save_chat(user.id,"assistant",reply)
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