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import gradio as gr | |
from PIL import Image | |
from transformers import AutoProcessor, BlipForConditionalGeneration | |
import os | |
processor = AutoProcessor.from_pretrained("shadowlilac/visor") | |
model = BlipForConditionalGeneration.from_pretrained("shadowlilac/visor", ignore_mismatched_sizes=True) | |
def generate_caption(image): | |
raw_image = Image.fromarray(image) | |
inputs = processor(raw_image, return_tensors="pt") | |
out = model.generate(**inputs, max_length=200) | |
caption = processor.decode(out[0], skip_special_tokens=True) | |
return caption | |
# Create a Gradio interface | |
iface = gr.Interface( | |
fn=generate_caption, | |
inputs="image", | |
outputs="text", | |
live=True, | |
) | |
# Launch the Gradio app | |
iface.launch(server_name='0.0.0.0', server_port=7860) | |