Spaces:
Running
on
Zero
Running
on
Zero
import spaces | |
import gradio as gr | |
from transformers import pipeline | |
import torch | |
import os | |
hf_token = os.environ["HF_TOKEN"] | |
# Load the Gemma 3 pipeline | |
pipe = pipeline( | |
"image-text-to-text", | |
model="google/gemma-3-4b-it", | |
device="cuda", | |
torch_dtype=torch.bfloat16, | |
use_auth_token=hf_token | |
) | |
def get_response(message, chat_history, image): | |
# Check if image is provided | |
if image is None: | |
chat_history.append((message, "Please upload an image (required)")) | |
return "", chat_history | |
messages = [ | |
{ | |
"role": "system", | |
"content": [{"type": "text", "text": "You are a helpful assistant."}] | |
} | |
] | |
user_content = [{"type": "image", "image": image}] | |
# Add text message if provided | |
if message: | |
user_content.append({"type": "text", "text": message}) | |
messages.append({"role": "user", "content": user_content}) | |
# Call the pipeline | |
output = pipe(text=messages, max_new_tokens=200) | |
try: | |
response = output[0]["generated_text"][-1]["content"] | |
chat_history.append((message, response)) | |
except (KeyError, IndexError, TypeError) as e: | |
error_message = f"Error processing the response: {str(e)}" | |
chat_history.append((message, error_message)) | |
return "", chat_history | |
with gr.Blocks() as demo: | |
gr.Markdown("# Gemma 3 Image Chat") | |
gr.Markdown("Chat with Gemma 3 about images. Image upload is required for each message.") | |
chatbot = gr.Chatbot() | |
with gr.Row(): | |
msg = gr.Textbox( | |
show_label=False, | |
placeholder="Type your message here about the image...", | |
scale=4 | |
) | |
img = gr.Image( | |
type="pil", | |
label="Upload image (required)", | |
scale=1 | |
) | |
submit_btn = gr.Button("Send") | |
# Clear button to reset the interface | |
clear_btn = gr.Button("Clear") | |
def clear_interface(): | |
return "", [], None | |
submit_btn.click( | |
get_response, | |
inputs=[msg, chatbot, img], | |
outputs=[msg, chatbot] | |
) | |
msg.submit( | |
get_response, | |
inputs=[msg, chatbot, img], | |
outputs=[msg, chatbot] | |
) | |
clear_btn.click( | |
clear_interface, | |
inputs=None, | |
outputs=[msg, chatbot, img] | |
) | |
if __name__ == "__main__": | |
demo.launch() | |