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from PIL import Image | |
import requests | |
import torch | |
import gradio as gr | |
from transformers import pipeline | |
CAPTION_MODELS = { | |
'blip-base': 'Salesforce/blip-image-captioning-base', | |
'blip-large': 'Salesforce/blip-image-captioning-large', | |
'vit-gpt2-coco-en': 'ydshieh/vit-gpt2-coco-en', | |
} | |
captioner = pipeline(task="image-to-text", | |
model=CAPTION_MODELS['blip-base'], | |
max_new_tokens=30, | |
device_map="auto", use_fast=True | |
) | |
# Simple caption creation | |
def caption_image(captioner, image_path): | |
caption = captioner(image_path)[0]['generated_text'] | |
return str(caption).strip() | |
def launch(input): | |
return caption_image(captioner, input) | |
iface = gr.Interface(launch, inputs="text", outputs="text") | |
iface.launch() | |