mookkanvas commited on
Commit
5a546be
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1 Parent(s): b1d6ac3

Create app.py

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  1. app.py +26 -0
app.py ADDED
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+ import streamlit as st
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+ from transformers import AutoFeatureExtractor, AutoModelForImageCaptioning
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+ from PIL import Image
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+ import requests
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+ from io import BytesIO
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+
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+ st.title("Image Captioning App")
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+
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+ feature_extractor = AutoFeatureExtractor.from_pretrained("nlpconnect/vit-gpt2-image-captioning")
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+ model = AutoModelForImageCaptioning.from_pretrained("nlpconnect/vit-gpt2-image-captioning")
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+
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+ def generate_caption(image):
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+ inputs = feature_extractor(images=image, return_tensors="pt")
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+ caption = model.generate(**inputs)
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+ return caption[0]
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+
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+ uploaded_image = st.file_uploader("Upload an image", type=["jpg", "png", "jpeg"])
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+
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+ if uploaded_image:
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+ image = Image.open(uploaded_image)
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+ st.image(image, caption="Uploaded Image", use_column_width=True)
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+
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+ caption = generate_caption(image)
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+
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+ st.subheader("Generated Caption:")
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+ st.write(caption)