K00B404 commited on
Commit
90612b3
1 Parent(s): c7ad258

Create app.py

Browse files
Files changed (1) hide show
  1. app.py +65 -0
app.py ADDED
@@ -0,0 +1,65 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import gradio as gr
3
+ from huggingface_hub import InferenceClient
4
+
5
+ # Constants
6
+ DEFAULT_MODEL_ID = "mistralai/Mistral-7B-Instruct-v0.1"
7
+ HF_TOKEN = os.environ.get("HF_TOKEN")
8
+
9
+ def chat_with_model(system_prompt, user_message, max_tokens=500, model_id=""):
10
+ """
11
+ Generate a chat completion using the specified or default Mistral model.
12
+
13
+ Args:
14
+ system_prompt (str): The system prompt to set the context.
15
+ user_message (str): The user's input message.
16
+ max_tokens (int): Maximum number of tokens to generate.
17
+ model_id (str): The model ID to use. If empty, uses the default model.
18
+
19
+ Returns:
20
+ str: The model's response.
21
+ """
22
+ model_id = model_id.strip() if model_id else DEFAULT_MODEL_ID
23
+
24
+ client = InferenceClient(model_id, token=HF_TOKEN)
25
+
26
+ messages = [
27
+ {"role": "system", "content": system_prompt},
28
+ {"role": "user", "content": user_message}
29
+ ]
30
+
31
+ response = ""
32
+ try:
33
+ for message in client.chat_completion(
34
+ messages=messages,
35
+ max_tokens=max_tokens,
36
+ stream=True
37
+ ):
38
+ response += message.choices[0].delta.content or ""
39
+ except Exception as e:
40
+ response = f"Error: {str(e)}"
41
+
42
+ return response
43
+
44
+ def create_gradio_interface():
45
+ """Create and configure the Gradio interface."""
46
+ return gr.Interface(
47
+ fn=chat_with_model,
48
+ inputs=[
49
+ gr.Textbox(label="System Prompt", placeholder="Enter the system prompt here..."),
50
+ gr.Textbox(label="User Message", placeholder="Ask a question..."),
51
+ gr.Slider(minimum=50, maximum=1000, value=500, step=50, label="Max Tokens"),
52
+ gr.Textbox(label="Model ID", placeholder=f"Enter model ID (default: {DEFAULT_MODEL_ID})")
53
+ ],
54
+ outputs=gr.Textbox(label="Response"),
55
+ title="Mistral Chatbot",
56
+ description="Chat with Mistral model using your own system prompts and choose your model.",
57
+ examples=[
58
+ ["You are a helpful AI assistant.", "What is the capital of France?", 500, ""],
59
+ ["You are an expert in Python programming.", "Explain list comprehensions.", 500, ""]
60
+ ]
61
+ )
62
+
63
+ if __name__ == "__main__":
64
+ iface = create_gradio_interface()
65
+ iface.launch(show_api=True, share=False, show_error=True)