Spaces:
Runtime error
Runtime error
Commit
·
2a58a4e
1
Parent(s):
30b720e
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
import streamlit as st
|
| 3 |
+
from streamlit_chat import message as st_message
|
| 4 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
| 5 |
+
|
| 6 |
+
@st.cache_resource
|
| 7 |
+
def get_models():
|
| 8 |
+
model_name = "PY007/TinyLlama-1.1B-Chat-v0.3"
|
| 9 |
+
tokenizer = AutoTokenizer.from_pretrained(model_name)
|
| 10 |
+
model = AutoModelForCausalLM.from_pretrained(model_name)
|
| 11 |
+
return tokenizer, model
|
| 12 |
+
|
| 13 |
+
|
| 14 |
+
if "history" not in st.session_state:
|
| 15 |
+
st.session_state.history = []
|
| 16 |
+
|
| 17 |
+
st.title("Hello Chatbot")
|
| 18 |
+
|
| 19 |
+
|
| 20 |
+
def generate_answer():
|
| 21 |
+
tokenizer, model = get_models()
|
| 22 |
+
user_message = st.session_state.input_text
|
| 23 |
+
inputs = tokenizer(st.session_state.input_text, return_tensors="pt")
|
| 24 |
+
result = model.generate(**inputs)
|
| 25 |
+
message_bot = tokenizer.decode(
|
| 26 |
+
result[0], skip_special_tokens=True
|
| 27 |
+
) # .replace("<s>", "").replace("</s>", "")
|
| 28 |
+
|
| 29 |
+
st.session_state.history.append({"message": user_message, "is_user": True})
|
| 30 |
+
st.session_state.history.append({"message": message_bot, "is_user": False})
|
| 31 |
+
|
| 32 |
+
|
| 33 |
+
st.text_input("Talk to the bot", key="input_text", on_change=generate_answer)
|
| 34 |
+
|
| 35 |
+
for i, chat in enumerate(st.session_state.history):
|
| 36 |
+
st_message(**chat, key=str(i)) #unpacking
|