Spaces:
Running
Running
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,40 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
from transformers import AutoModel
|
3 |
+
from PIL import Image
|
4 |
+
import torch
|
5 |
+
import pdfplumber
|
6 |
+
|
7 |
+
# Load the model
|
8 |
+
model = AutoModel.from_pretrained("deepseek-ai/Janus-1.3B")
|
9 |
+
|
10 |
+
def process_input(input_data):
|
11 |
+
if isinstance(input_data, str):
|
12 |
+
return handle_text(input_data)
|
13 |
+
elif isinstance(input_data, Image.Image):
|
14 |
+
return handle_image(input_data)
|
15 |
+
elif isinstance(input_data, bytes):
|
16 |
+
return handle_pdf(input_data)
|
17 |
+
else:
|
18 |
+
return "Unsupported input type."
|
19 |
+
|
20 |
+
def handle_text(text):
|
21 |
+
return f"Processed text: {text}"
|
22 |
+
|
23 |
+
def handle_image(image):
|
24 |
+
return "Image processing not implemented yet."
|
25 |
+
|
26 |
+
def handle_pdf(pdf_bytes):
|
27 |
+
with pdfplumber.open(pdf_bytes) as pdf:
|
28 |
+
text = "\n".join([page.extract_text() for page in pdf.pages if page.extract_text()])
|
29 |
+
return handle_text(text)
|
30 |
+
|
31 |
+
# Create Gradio app
|
32 |
+
iface = gr.Interface(
|
33 |
+
fn=process_input,
|
34 |
+
inputs=[gr.Textbox(label="Enter text"), gr.Image(label="Upload image"), gr.File(label="Upload PDF")],
|
35 |
+
outputs=gr.Textbox(),
|
36 |
+
title="Multimodal Chatbot",
|
37 |
+
description="Handles text, images, and PDFs with the same entry point."
|
38 |
+
)
|
39 |
+
|
40 |
+
iface.launch()
|