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import gradio as gr
from uform import gen_model
from PIL import Image
import requests
# Load the model and processor
model = gen_model.VLMForCausalLM.from_pretrained("unum-cloud/uform-gen")
processor = gen_model.VLMProcessor.from_pretrained("unum-cloud/uform-gen")
def generate_caption(image, prompt):
# Process the image and the prompt
inputs = processor(text=prompt, images=image, return_tensors="pt", padding=True)
# Generate the output
outputs = model.generate(**inputs)
caption = processor.decode(outputs[0], skip_special_tokens=True)
return caption
# Load the demo image
demo_image = Image.open("jungle-glass.png")
# Define the Gradio interface
iface = gr.Interface(
fn=generate_caption,
inputs=[
gr.inputs.Image(type="pil", label="Upload Image", default=demo_image),
gr.inputs.Textbox(label="Prompt"),
],
outputs=gr.outputs.Textbox(label="Generated Caption"),
)
# Launch the interface
iface.launch()
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