RSRathore commited on
Commit
7dc0229
·
1 Parent(s): 50fdc27

Initial app code

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Files changed (2) hide show
  1. app.py +26 -0
  2. requirements.txt +4 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import AutoProcessor, AutoModelForImageTextToText
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+ from PIL import Image
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+ import torch
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+
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+ # Load once
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+ processor = AutoProcessor.from_pretrained("RSRathore/ny-image-captioning")
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+ model = AutoModelForImageTextToText.from_pretrained("RSRathore/ny-image-captioning")
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+ model.eval()
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+
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+ def generate_caption(image):
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+ inputs = processor(images=image, return_tensors="pt").to(model.device)
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+ with torch.no_grad():
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+ outputs = model.generate(**inputs)
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+ caption = processor.batch_decode(outputs, skip_special_tokens=True)[0]
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+ return caption
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+
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+ demo = gr.Interface(
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+ fn=generate_caption,
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+ inputs=gr.Image(type="pil"),
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+ outputs="text",
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+ title="🖼️ New Yorker Caption Generator",
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+ description="Upload an image and get a caption using the `RSRathore/ny-image-captioning` model."
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+ )
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+
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+ demo.launch()
requirements.txt ADDED
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+ transformers
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+ torch
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+ pillow
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+ gradio