Spaces:
Sleeping
Sleeping
Upload app.py
Browse files
app.py
ADDED
@@ -0,0 +1,46 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import streamlit as st
|
2 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer, TextStreamer
|
3 |
+
import torch
|
4 |
+
|
5 |
+
# Load model and tokenizer
|
6 |
+
MODEL_NAME = "lora_model" # Thay thế bằng tên mô hình thực tế của bạn
|
7 |
+
model = AutoModelForCausalLM.from_pretrained(MODEL_NAME, torch_dtype=torch.float16, device_map="auto")
|
8 |
+
tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)
|
9 |
+
|
10 |
+
def generate_response(prompt):
|
11 |
+
"""Generate a response from the model."""
|
12 |
+
inputs = tokenizer(prompt, return_tensors="pt").to("cuda")
|
13 |
+
streamer = TextStreamer(tokenizer)
|
14 |
+
with torch.no_grad():
|
15 |
+
model.generate(**inputs, streamer=streamer, max_length=512)
|
16 |
+
return ""
|
17 |
+
|
18 |
+
# Streamlit UI
|
19 |
+
st.set_page_config(page_title="Chatbot", page_icon="🤖")
|
20 |
+
st.title("🤖 AI Chatbot")
|
21 |
+
|
22 |
+
# Initialize chat history if not exists
|
23 |
+
if "messages" not in st.session_state:
|
24 |
+
st.session_state.messages = []
|
25 |
+
|
26 |
+
# Display chat messages
|
27 |
+
for message in st.session_state.messages:
|
28 |
+
with st.chat_message(message["role"]):
|
29 |
+
st.markdown(message["content"])
|
30 |
+
|
31 |
+
# User input
|
32 |
+
user_input = st.chat_input("Nhập tin nhắn...")
|
33 |
+
if user_input:
|
34 |
+
# Append user message
|
35 |
+
st.session_state.messages.append({"role": "user", "content": user_input})
|
36 |
+
with st.chat_message("user"):
|
37 |
+
st.markdown(user_input)
|
38 |
+
|
39 |
+
# Generate response
|
40 |
+
with st.chat_message("assistant"):
|
41 |
+
response = generate_response(user_input)
|
42 |
+
st.markdown(response)
|
43 |
+
|
44 |
+
# Append assistant response
|
45 |
+
st.session_state.messages.append({"role": "assistant", "content": response})
|
46 |
+
|