jamesthong
commited on
Commit
•
e3d560c
1
Parent(s):
09b3604
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,63 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import os
|
2 |
+
from langchain_community.llms import HuggingFaceEndpoint
|
3 |
+
from langchain.chains import LLMChain
|
4 |
+
from langchain_core.prompts import PromptTemplate
|
5 |
+
import gradio as gr
|
6 |
+
from langchain_community.chat_message_histories import ChatMessageHistory
|
7 |
+
from langchain_core.chat_history import BaseChatMessageHistory
|
8 |
+
from langchain_core.runnables.history import RunnableWithMessageHistory
|
9 |
+
from langchain_core.messages import HumanMessage
|
10 |
+
from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
|
11 |
+
|
12 |
+
|
13 |
+
repo_id = "mistralai/Mistral-7B-Instruct-v0.3"
|
14 |
+
llm = HuggingFaceEndpoint(
|
15 |
+
repo_id=repo_id, max_length=128, temperature=0.2
|
16 |
+
)
|
17 |
+
|
18 |
+
store = {}
|
19 |
+
|
20 |
+
def llm_chain(question, chat_history):
|
21 |
+
|
22 |
+
def get_session_history(session_id: str) -> BaseChatMessageHistory:
|
23 |
+
if session_id not in store:
|
24 |
+
store[session_id] = ChatMessageHistory()
|
25 |
+
return store[session_id]
|
26 |
+
|
27 |
+
|
28 |
+
|
29 |
+
template = """Question: {question}
|
30 |
+
|
31 |
+
"""
|
32 |
+
|
33 |
+
prompt = PromptTemplate.from_template(template)
|
34 |
+
|
35 |
+
chain = prompt | llm
|
36 |
+
|
37 |
+
with_message_history = RunnableWithMessageHistory(chain, get_session_history)
|
38 |
+
config = {"configurable": {"session_id": "abc1"}}
|
39 |
+
response = with_message_history.invoke(
|
40 |
+
[HumanMessage(content=question)],
|
41 |
+
config=config,
|
42 |
+
)
|
43 |
+
chat_history.append((question, response))
|
44 |
+
|
45 |
+
return "", chat_history
|
46 |
+
|
47 |
+
|
48 |
+
|
49 |
+
with gr.Blocks() as demo:
|
50 |
+
with gr.Row():
|
51 |
+
with gr.Column():
|
52 |
+
chatbot = gr.Chatbot()
|
53 |
+
msg = gr.Textbox(interactive=True, )
|
54 |
+
with gr.Row():
|
55 |
+
clear = gr.ClearButton([msg, chatbot], icon="https://img.icons8.com/?size=100&id=Xnx8cxDef16O&format=png&color=000000")
|
56 |
+
send_btn = gr.Button("Send", variant='primary', icon="https://img.icons8.com/?size=100&id=g8ltXTwIfJ1n&format=png&color=000000")
|
57 |
+
msg.submit(fn=llm_chain, inputs=[msg, chatbot], outputs=[msg, chatbot])
|
58 |
+
send_btn.click(fn=llm_chain, inputs=[msg, chatbot], outputs=[msg, chatbot])
|
59 |
+
|
60 |
+
|
61 |
+
|
62 |
+
if __name__ == "__main__":
|
63 |
+
demo.launch()
|