Update app.py
Browse files
app.py
CHANGED
@@ -0,0 +1,49 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import torch
|
2 |
+
import gradio as gr
|
3 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
4 |
+
|
5 |
+
# --- ✅ Load Model & Tokenizer ---
|
6 |
+
MODEL_PATH = "rohith-yarramala/asyncapi-assistant-model-merged"
|
7 |
+
|
8 |
+
# 🚨 Force CPU mode (NO bitsandbytes, NO quantization)
|
9 |
+
device = "cpu"
|
10 |
+
|
11 |
+
model = AutoModelForCausalLM.from_pretrained(
|
12 |
+
MODEL_PATH,
|
13 |
+
torch_dtype=torch.float32, # ✅ Force CPU-friendly dtype
|
14 |
+
device_map=device, # ✅ Ensure model is loaded on CPU
|
15 |
+
trust_remote_code=True, # ✅ Required for custom model code
|
16 |
+
low_cpu_mem_usage=True # ✅ Reduce CPU memory footprint
|
17 |
+
)
|
18 |
+
|
19 |
+
# Load tokenizer
|
20 |
+
tokenizer = AutoTokenizer.from_pretrained(MODEL_PATH, trust_remote_code=True)
|
21 |
+
model.config.pad_token_id = tokenizer.eos_token_id # ✅ Avoid generation warnings
|
22 |
+
|
23 |
+
print("✅ Model and tokenizer loaded successfully!")
|
24 |
+
|
25 |
+
# --- 🚀 Define Chatbot Function ---
|
26 |
+
def asyncapi_chatbot(question):
|
27 |
+
inputs = tokenizer(question, return_tensors="pt").to(device)
|
28 |
+
output = model.generate(**inputs, max_length=300, use_cache=False)
|
29 |
+
return tokenizer.decode(output[0], skip_special_tokens=True)
|
30 |
+
|
31 |
+
# --- 🎨 Gradio UI ---
|
32 |
+
css = """
|
33 |
+
h1 { text-align: center; font-size: 28px; color: #4CAF50; }
|
34 |
+
textarea { font-size: 16px; }
|
35 |
+
"""
|
36 |
+
|
37 |
+
iface = gr.Interface(
|
38 |
+
fn=asyncapi_chatbot,
|
39 |
+
inputs=gr.Textbox(label="Ask an AsyncAPI Question", placeholder="What is an AsyncAPI schema?"),
|
40 |
+
outputs=gr.Textbox(label="AI Response"),
|
41 |
+
title="AsyncAPI Assistant 🤖",
|
42 |
+
description="Ask any question about AsyncAPI, event-driven architecture, or message brokers.",
|
43 |
+
theme="compact",
|
44 |
+
allow_flagging="never",
|
45 |
+
css=css
|
46 |
+
)
|
47 |
+
|
48 |
+
# --- 🔥 Launch in Public Mode ---
|
49 |
+
iface.launch()
|