HenryJJ commited on
Commit
5a3180a
1 Parent(s): 7aa15fa

Add application file

Browse files
Files changed (1) hide show
  1. app.py +56 -0
app.py ADDED
@@ -0,0 +1,56 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import openai
3
+ import json
4
+ from pymongo import MongoClient
5
+
6
+ # Initialize MongoDB client
7
+ client = MongoClient("mongodb+srv://gradio-test:jiheng@cluster0.dvxynte.mongodb.net/?retryWrites=true&w=majority")
8
+ db = client['test']
9
+ collection = db['gradio']
10
+
11
+ def get_saved_data():
12
+ saved_data = collection.find({}, {"_id": 0, "question": 1, "system_message": 1})
13
+ options = [json.dumps(item) for item in saved_data]
14
+ return options
15
+
16
+ def chat_with_gpt(question, api_key, temperature, system_message):
17
+ openai.api_key = api_key
18
+ response = openai.ChatCompletion.create(
19
+ model="gpt-3.5-turbo",
20
+ messages=[
21
+ {"role": "system", "content": system_message},
22
+ {"role": "user", "content": question}
23
+ ],
24
+ temperature=temperature
25
+ )
26
+ assistant_reply = response['choices'][0]['message']['content']
27
+ return f"{assistant_reply}"
28
+
29
+ def save_to_mongodb(question, system_message):
30
+ collection.insert_one({"question": question, "system_message": system_message})
31
+ return "Saved to MongoDB."
32
+
33
+ def update_textboxes(selected_data):
34
+ print(selected_data)
35
+ select_json = json.loads(selected_data)
36
+ print(select_json['question'], select_json['system_message'])
37
+ return select_json['question'], select_json['system_message']
38
+
39
+ with gr.Blocks() as app:
40
+ saved_data_dropdown = gr.Dropdown(get_saved_data(), label="Select Saved Data")
41
+ question = gr.Textbox(lines=2, placeholder="What's your question?", label="Question")
42
+ api_key = gr.Textbox(lines=1, placeholder="Your OpenAI API Key", label="API Key")
43
+ temperature = gr.Slider(minimum=0, maximum=1, step=0.01, value=0.7, label="Temperature")
44
+ system_message = gr.Textbox(lines=1, placeholder="System Message (Optional)", value="You are a helpful assistant.", label="System Message")
45
+
46
+ with gr.Row():
47
+ chat_btn = gr.Button("Chat with GPT")
48
+ save_btn = gr.Button("Save to MongoDB")
49
+
50
+ output = gr.Textbox(label="Result", interactive=False)
51
+
52
+ chat_btn.click(chat_with_gpt, inputs=[question, api_key, temperature, system_message], outputs=output)
53
+ save_btn.click(save_to_mongodb, inputs=[question, system_message], outputs=output)
54
+ saved_data_dropdown.select(update_textboxes, inputs=[saved_data_dropdown], outputs=[question, system_message])
55
+
56
+ app.launch()